From 5c2b01fc8b96b6d90287a1d59ab1ed3ebc1e9bf8 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 4 Feb 2026 13:18:56 +0000
Subject: [PATCH 01/55] WIP: improve inclusion of most recent commits when
 latest major version is selected

This works for V8, but still needs tweaking for browsers. Now, the
latest major version is not adequately updated. Likely because of a bug
in the bughog-service API.
---
 bughog/subject/state_oracle.py                      | 3 +++
 bughog/version_control/conversion/bughog_service.py | 4 ++++
 bughog/version_control/state_factory.py             | 8 +++++++-
 3 files changed, 14 insertions(+), 1 deletion(-)

diff --git a/bughog/subject/state_oracle.py b/bughog/subject/state_oracle.py
index 7418c866..eeada6be 100644
--- a/bughog/subject/state_oracle.py
+++ b/bughog/subject/state_oracle.py
@@ -34,6 +34,9 @@ def get_commit_url(self, commit_nb: int, commit_id: str | None) -> str | None:
     def get_most_recent_major_release_version(self) -> int:
         pass
 
+    def get_most_recent_commit_nb(self) -> int:
+        return bughog_service.find_latest_commit_info(self.subject_name).get('nb')
+
     @staticmethod
     def is_valid_commit_id(commit_id: str) -> bool:
         """
diff --git a/bughog/version_control/conversion/bughog_service.py b/bughog/version_control/conversion/bughog_service.py
index a07100f6..5f9c81b5 100644
--- a/bughog/version_control/conversion/bughog_service.py
+++ b/bughog/version_control/conversion/bughog_service.py
@@ -22,6 +22,10 @@ def find_commit_info(subject_name: str, commit_nb: str) -> dict[str, Any]:
     return __fetch_dict(url)
 
 
+def find_latest_commit_info(subject_name: str) -> dict[str, Any]:
+    return find_commit_info(subject_name, 'latest')
+
+
 @lru_cache(maxsize=LRU_CACHE_SIZE)
 def find_commit_nb(subject_name: str, commit_id: str) -> int:
     url = urljoin(BASE_URL, f'{subject_name}/commits/{commit_id}')
diff --git a/bughog/version_control/state_factory.py b/bughog/version_control/state_factory.py
index e3d32edb..fb1dd2bc 100644
--- a/bughog/version_control/state_factory.py
+++ b/bughog/version_control/state_factory.py
@@ -50,8 +50,14 @@ def __create_boundary_states(self) -> tuple[State, State]:
             first_state = self.__create_release_state(eval_range.major_version_range[0])
             last_state = self.__create_release_state(eval_range.major_version_range[1])
             if not eval_range.only_release_commits:
+                # Only commits will be considered.
                 first_state = first_state.convert_to_commit_state()
-                last_state = last_state.convert_to_commit_state()
+                if self.__oracle.get_most_recent_major_release_version() == last_state.index:
+                    # If the upper boundary is the most recent major release, we simply set the latest commit as upper boundary.
+                    last_commit = self.__oracle.get_most_recent_commit_nb()
+                    last_state = self.__create_commit_state(last_commit)
+                else:
+                    last_state = last_state.convert_to_commit_state()
             return first_state, last_state
         elif eval_range.commit_nb_range:
             if eval_range.only_release_commits:

From 3655068354afc1401781706a7301ac3e14b44ac3 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 4 Feb 2026 13:36:12 +0000
Subject: [PATCH 02/55] Fix bug where API is called for v8_sandbox instead of
 v8

---
 bughog/subject/js_engine/v8_sandbox/state_oracle.py | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/bughog/subject/js_engine/v8_sandbox/state_oracle.py b/bughog/subject/js_engine/v8_sandbox/state_oracle.py
index 962f8c73..6e65f73b 100644
--- a/bughog/subject/js_engine/v8_sandbox/state_oracle.py
+++ b/bughog/subject/js_engine/v8_sandbox/state_oracle.py
@@ -2,6 +2,7 @@
 from typing import Literal
 
 from bughog.subject.js_engine.v8.state_oracle import V8StateOracle
+from bughog.version_control.conversion import bughog_service
 
 logger = logging.getLogger(__name__)
 
@@ -19,6 +20,12 @@ def __init__(self, subject_type: str, subject_name: str) -> None:
         # There are no public executables, only artisanal.
         super().__init__(subject_type, subject_name, only_artisanal=True)
 
+    def get_most_recent_commit_nb(self) -> int:
+        """
+        We override this method because we want to call the API for v8, not v8_sandbox.
+        """
+        return bughog_service.find_latest_commit_info('v8').get('nb')
+
     def has_public_executable(self, state_index: int, state_type: Literal['release', 'commit']) -> bool:
         return False
 

From c8a61e9355ee67967c51f51022c929ddda3c679b Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 11 Feb 2026 17:00:13 +0000
Subject: [PATCH 03/55] Unify subject availability logic

Also return 'min_commit' and 'max_commit' to web UI.
---
 bughog/subject/js_engine/v8/state_oracle.py   |  3 +++
 bughog/subject/js_engine/v8/subject.py        | 10 ---------
 .../subject/js_engine/v8_sandbox/subject.py   | 10 ---------
 bughog/subject/state_oracle.py                |  4 ++++
 bughog/subject/subject.py                     | 21 ++++++++++++-------
 .../wasm_runtime/wasmtime/state_oracle.py     |  3 +++
 .../subject/wasm_runtime/wasmtime/subject.py  |  7 -------
 .../web_browser/chromium/state_oracle.py      |  3 +++
 .../subject/web_browser/chromium/subject.py   |  5 -----
 .../web_browser/firefox/state_oracle.py       |  3 +++
 bughog/subject/web_browser/firefox/subject.py |  9 --------
 11 files changed, 30 insertions(+), 48 deletions(-)

diff --git a/bughog/subject/js_engine/v8/state_oracle.py b/bughog/subject/js_engine/v8/state_oracle.py
index 4a037cc6..bb957c0f 100644
--- a/bughog/subject/js_engine/v8/state_oracle.py
+++ b/bughog/subject/js_engine/v8/state_oracle.py
@@ -47,6 +47,9 @@ def get_commit_url(self, commit_nb: int, commit_id: str | None) -> str | None:
 
     # Public executables
 
+    def get_oldest_supported_release_version(self) -> int:
+        return 6
+
     def get_most_recent_major_release_version(self) -> int:
         all_release_tags = self.__get_all_release_tags()
         major_versions = set(int(tag.split('.')[0]) for tag in all_release_tags)
diff --git a/bughog/subject/js_engine/v8/subject.py b/bughog/subject/js_engine/v8/subject.py
index edb47ff4..b3aec75e 100644
--- a/bughog/subject/js_engine/v8/subject.py
+++ b/bughog/subject/js_engine/v8/subject.py
@@ -15,15 +15,5 @@ def name(self) -> str:
     def _state_oracle_class(self) -> type[V8StateOracle]:
         return V8StateOracle
 
-    def get_availability(self) -> dict:
-        """
-        Returns availability data (minimum and maximu, release versions, and configuration options) of the subject.
-        """
-        return {
-            'name': 'v8',
-            'min_version': 6,
-            'max_version': self.state_oracle.get_most_recent_major_release_version()
-        }
-
     def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> V8Executable:
         return V8Executable(subject_configuration, state)
diff --git a/bughog/subject/js_engine/v8_sandbox/subject.py b/bughog/subject/js_engine/v8_sandbox/subject.py
index 1712817c..b43fbfc8 100644
--- a/bughog/subject/js_engine/v8_sandbox/subject.py
+++ b/bughog/subject/js_engine/v8_sandbox/subject.py
@@ -15,15 +15,5 @@ def name(self) -> str:
     def _state_oracle_class(self) -> type[V8SandboxStateOracle]:
         return V8SandboxStateOracle
 
-    def get_availability(self) -> dict:
-        """
-        Returns availability data (minimum and maximu, release versions, and configuration options) of the subject.
-        """
-        return {
-            'name': self.name,
-            'min_version': 6,
-            'max_version': self.state_oracle.get_most_recent_major_release_version()
-        }
-
     def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> V8Executable:
         return V8Executable(subject_configuration, state)
diff --git a/bughog/subject/state_oracle.py b/bughog/subject/state_oracle.py
index eeada6be..eb159aaf 100644
--- a/bughog/subject/state_oracle.py
+++ b/bughog/subject/state_oracle.py
@@ -30,6 +30,10 @@ def find_commit_of_release(self, release_version: int) -> tuple[int, str]:
     def get_commit_url(self, commit_nb: int, commit_id: str | None) -> str | None:
         pass
 
+    @abstractmethod
+    def get_oldest_supported_release_version(self) -> int:
+        pass
+
     @abstractmethod
     def get_most_recent_major_release_version(self) -> int:
         pass
diff --git a/bughog/subject/subject.py b/bughog/subject/subject.py
index 78ecd2ae..0c24dc9f 100644
--- a/bughog/subject/subject.py
+++ b/bughog/subject/subject.py
@@ -59,13 +59,6 @@ def create_executable(self, subject_configuration: SubjectConfiguration, state:
         """
         pass
 
-    @abstractmethod
-    def get_availability(self) -> dict:
-        """
-        Returns availability data (supported minimum and maximum release version) of this subject.
-        """
-        pass
-
     @staticmethod
     @abstractmethod
     def create_simulation(executable: Executable, context: Folder, params: EvaluationParameters) -> Simulation:
@@ -95,3 +88,17 @@ def assets_folder_path(self) -> str:
         Returns the paths of the assets folder associated with this subject.
         """
         return os.path.join('/app/subject', self.type, self.name)
+
+    def get_availability(self) -> dict:
+        oldest_major_version = self.state_oracle.get_oldest_supported_release_version()
+        newest_major_version = self.state_oracle.get_most_recent_major_release_version()
+
+        oldest_commit_number = self.state_oracle.find_commit_of_release(oldest_major_version)[0]
+        newest_commit_number = self.state_oracle.find_commit_of_release(newest_major_version)[0]
+        return {
+            'name': self.name,
+            'min_version': oldest_major_version,
+            'max_version': newest_major_version,
+            'min_commit': oldest_commit_number,
+            'max_commit': newest_commit_number,
+        }
diff --git a/bughog/subject/wasm_runtime/wasmtime/state_oracle.py b/bughog/subject/wasm_runtime/wasmtime/state_oracle.py
index 82afc34d..003a524d 100644
--- a/bughog/subject/wasm_runtime/wasmtime/state_oracle.py
+++ b/bughog/subject/wasm_runtime/wasmtime/state_oracle.py
@@ -30,6 +30,9 @@ def find_commit_of_release(self, release_version: int) -> tuple[int, str]:
         commit_nb = self.find_commit_nb(commit_id)
         return commit_nb, commit_id
 
+    def get_oldest_supported_release_version(self) -> int:
+        return 1
+
     def get_most_recent_major_release_version(self) -> int:
         all_release_tags = self.__get_all_release_tags()
         truncated_tags = [self.get_full_version_from_release_tag(tag) for tag in all_release_tags]
diff --git a/bughog/subject/wasm_runtime/wasmtime/subject.py b/bughog/subject/wasm_runtime/wasmtime/subject.py
index 252b6808..b08dff6c 100644
--- a/bughog/subject/wasm_runtime/wasmtime/subject.py
+++ b/bughog/subject/wasm_runtime/wasmtime/subject.py
@@ -14,12 +14,5 @@ def name(self) -> str:
     def _state_oracle_class(self) -> type[WasmtimeStateOracle]:
         return WasmtimeStateOracle
 
-    def get_availability(self) -> dict:
-        return {
-            'name': 'wasmtime',
-            'min_version': 1,
-            'max_version': self.state_oracle.get_most_recent_major_release_version()
-        }
-
     def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> WasmtimeExecutable:
         return WasmtimeExecutable(subject_configuration, state)
diff --git a/bughog/subject/web_browser/chromium/state_oracle.py b/bughog/subject/web_browser/chromium/state_oracle.py
index 311d42c7..4543aabe 100644
--- a/bughog/subject/web_browser/chromium/state_oracle.py
+++ b/bughog/subject/web_browser/chromium/state_oracle.py
@@ -53,6 +53,9 @@ def find_commit_id(self, commit_nb: int) -> str | None:
     def find_commit_of_release(self, release_version: int) -> tuple[int, str]:
         return bughog_service.find_version_commit('chromium', release_version, has_public_executable=True)
 
+    def get_oldest_supported_release_version(self) -> int:
+        return 20
+
     def get_most_recent_major_release_version(self) -> int:
         return bughog_service.find_latest_major_version('chromium')
 
diff --git a/bughog/subject/web_browser/chromium/subject.py b/bughog/subject/web_browser/chromium/subject.py
index cc4d5002..64c71f36 100644
--- a/bughog/subject/web_browser/chromium/subject.py
+++ b/bughog/subject/web_browser/chromium/subject.py
@@ -5,7 +5,6 @@
 from bughog.subject.web_browser.chromium.executable import ChromiumExecutable
 from bughog.subject.web_browser.chromium.state_oracle import ChromiumStateOracle
 from bughog.subject.web_browser.subject import WebBrowser
-from bughog.version_control.conversion import bughog_service
 from bughog.version_control.state.base import State
 
 logger = logging.getLogger(__name__)
@@ -22,7 +21,3 @@ def _state_oracle_class(self) -> type[StateOracle]:
 
     def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> ChromiumExecutable:
         return ChromiumExecutable(subject_configuration, state)
-
-    def get_availability(self) -> dict:
-        most_recent_major_version = bughog_service.find_latest_major_version('chromium')
-        return {'name': 'chromium', 'min_version': 20, 'max_version': most_recent_major_version}
diff --git a/bughog/subject/web_browser/firefox/state_oracle.py b/bughog/subject/web_browser/firefox/state_oracle.py
index b049f88d..3056421e 100644
--- a/bughog/subject/web_browser/firefox/state_oracle.py
+++ b/bughog/subject/web_browser/firefox/state_oracle.py
@@ -18,6 +18,9 @@ def find_commit_id(self, commit_nb: int) -> str | None:
     def find_commit_of_release(self, release_version: int) -> tuple[int, str]:
         return bughog_service.find_version_commit('firefox', release_version)
 
+    def get_oldest_supported_release_version(self) -> int:
+        return 20
+
     def get_most_recent_major_release_version(self) -> int:
         return bughog_service.find_latest_major_version('firefox')
 
diff --git a/bughog/subject/web_browser/firefox/subject.py b/bughog/subject/web_browser/firefox/subject.py
index 33d8fca7..e6c9dcb3 100644
--- a/bughog/subject/web_browser/firefox/subject.py
+++ b/bughog/subject/web_browser/firefox/subject.py
@@ -2,7 +2,6 @@
 from bughog.subject.state_oracle import StateOracle
 from bughog.subject.web_browser.firefox.executable import FirefoxExecutable
 from bughog.subject.web_browser.firefox.state_oracle import FirefoxStateOracle
-from bughog.version_control.conversion import bughog_service
 from bughog.subject.web_browser.subject import WebBrowser
 from bughog.version_control.state.base import State
 
@@ -18,11 +17,3 @@ def _state_oracle_class(self) -> type[StateOracle]:
 
     def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> FirefoxExecutable:
         return FirefoxExecutable(subject_configuration, state)
-
-    def get_availability(self) -> dict:
-        max_version = bughog_service.find_latest_major_version('firefox')
-        return {
-            'name': 'firefox',
-            'min_version': 20,
-            'max_version': max_version,
-        }

From 68ed18819eae92895740d9c523b1aa44b297aa0d Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 18 Feb 2026 16:47:21 +0000
Subject: [PATCH 04/55] Add playground and refactor

---
 bughog/analysis/plot_factory.py               |  12 +-
 bughog/database/mongo/mongodb.py              |  68 +-
 bughog/distribution/worker_manager.py         |  14 +-
 bughog/evaluation/evaluation.py               |  12 +-
 bughog/evaluation/experiment_result.py        |  10 +
 bughog/evaluation/experiments.py              |   9 +-
 .../evaluation_configurations.py              |   4 +-
 bughog/integration_tests/verify_results.py    |  24 +-
 bughog/main.py                                |  49 +-
 bughog/parameters.py                          | 163 ++--
 bughog/subject/factory.py                     |  25 +-
 bughog/subject/js_engine/subject.py           |   4 +-
 bughog/subject/simulation.py                  |   4 +-
 bughog/subject/subject.py                     |   4 +-
 bughog/subject/wasm_runtime/subject.py        |   6 +-
 .../web_browser/interaction/simulation.py     |  23 +-
 bughog/subject/web_browser/subject.py         |   4 +-
 bughog/version_control/state/base.py          |   3 +
 bughog/web/blueprints/api.py                  |  33 +-
 bughog/web/clients.py                         |  22 +-
 bughog/web/evaluation_thread.py               |  18 +-
 bughog/web/vue/package-lock.json              |  22 +
 bughog/web/vue/package.json                   |   1 +
 bughog/web/vue/src/App.vue                    | 775 +-----------------
 bughog/web/vue/src/components/banner.vue      |  83 ++
 .../src/components/evaluation-controls.vue    |  48 ++
 ...ation_status.vue => evaluation-status.vue} |   0
 .../src/components/experiment-controls.vue    |  50 ++
 bughog/web/vue/src/components/json-tree.vue   | 124 +++
 bughog/web/vue/src/components/poc-editor.vue  |  29 +-
 .../src/components/subject-state-selector.vue | 103 +++
 .../web/vue/src/composables/useServerInfo.js  |  44 +
 bughog/web/vue/src/composables/useWebSocket   | 169 ++++
 bughog/web/vue/src/main.js                    |  11 +-
 bughog/web/vue/src/router/index.js            |  22 +
 bughog/web/vue/src/views/Home.vue             | 752 +++++++++++++++++
 bughog/web/vue/src/views/Playground.vue       | 337 ++++++++
 bughog/worker.py                              |   8 +-
 38 files changed, 2101 insertions(+), 988 deletions(-)
 create mode 100644 bughog/web/vue/src/components/banner.vue
 create mode 100644 bughog/web/vue/src/components/evaluation-controls.vue
 rename bughog/web/vue/src/components/{evaluation_status.vue => evaluation-status.vue} (100%)
 create mode 100644 bughog/web/vue/src/components/experiment-controls.vue
 create mode 100644 bughog/web/vue/src/components/json-tree.vue
 create mode 100644 bughog/web/vue/src/components/subject-state-selector.vue
 create mode 100644 bughog/web/vue/src/composables/useServerInfo.js
 create mode 100644 bughog/web/vue/src/composables/useWebSocket
 create mode 100644 bughog/web/vue/src/router/index.js
 create mode 100644 bughog/web/vue/src/views/Home.vue
 create mode 100644 bughog/web/vue/src/views/Playground.vue

diff --git a/bughog/analysis/plot_factory.py b/bughog/analysis/plot_factory.py
index cb23a87a..a137219d 100644
--- a/bughog/analysis/plot_factory.py
+++ b/bughog/analysis/plot_factory.py
@@ -13,7 +13,7 @@ class PlotFactory:
     @staticmethod
     def get_plot_commit_data(params: EvaluationParameters) -> dict:
         commit_docs = MongoDB().get_documents_for_plotting(params)
-        state_oracle = factory.get_subject_from_params(params).state_oracle
+        state_oracle = factory.get_subject_from_params(params.subject_configuration).state_oracle
         return PlotFactory.__add_outcome_info(commit_docs, state_oracle)
 
     @staticmethod
@@ -24,7 +24,7 @@ def get_plot_release_data(params: EvaluationParameters) -> dict:
     @staticmethod
     def validate_params(params: EvaluationParameters) -> list[str]:
         missing_parameters = []
-        if not params.evaluation_range.experiment_name:
+        if not params.experiment_name:
             missing_parameters.append('selected experiment')
         if not params.subject_configuration.subject_type:
             missing_parameters.append('subject_type')
@@ -43,7 +43,7 @@ def __transform_to_bokeh_compatible(docs: list) -> dict:
         return new_docs
 
     @staticmethod
-    def __add_outcome_info(docs: list, state_oracle: StateOracle|None):
+    def __add_outcome_info(docs: list, state_oracle: StateOracle | None):
         if not docs:
             return {'commit_nb': [], 'major_version': [], 'version_printed_by_executable': [], 'outcome': []}
 
@@ -63,7 +63,9 @@ def __add_outcome_info(docs: list, state_oracle: StateOracle|None):
                 logger.error(f'Skipping state doc with unknown commit number (commit id: {commit_id}).')
                 continue
             elif commit_id is None:
-                logger.error(f'Including state doc with unknown commit id (commit number: {commit_nb}), without supplying commit url.')
+                logger.error(
+                    f'Including state doc with unknown commit id (commit number: {commit_nb}), without supplying commit url.'
+                )
                 commit_url = None
             else:
                 if state_oracle:
@@ -74,7 +76,7 @@ def __add_outcome_info(docs: list, state_oracle: StateOracle|None):
             new_doc = {
                 'commit_nb': commit_nb,
                 'commit_url': commit_url,
-                'major_version': doc['state'].get('major_version', None), # commit states don't have this field
+                'major_version': doc['state'].get('major_version', None),  # commit states don't have this field
                 'version_printed_by_executable': doc['subject_version'],
             }
             if doc['dirty']:
diff --git a/bughog/database/mongo/mongodb.py b/bughog/database/mongo/mongodb.py
index ad0994be..e7bbe447 100644
--- a/bughog/database/mongo/mongodb.py
+++ b/bughog/database/mongo/mongodb.py
@@ -14,6 +14,7 @@
 from bughog.parameters import (
     DatabaseParameters,
     EvaluationParameters,
+    ExperimentParameters,
     SubjectConfiguration,
 )
 from bughog.version_control.state.base import ShallowState, State
@@ -139,13 +140,12 @@ def gridfs(self) -> GridFS:
             raise ServerException('Database server does not have a database')
         return GridFS(self._db)
 
-    def store_result(self, eval_params: EvaluationParameters, result: ExperimentResult):
+    def store_result(self, params: ExperimentParameters, result: ExperimentResult):
         """
         Upserts the result.
         """
-        subject_config = eval_params.subject_configuration
-        eval_params = eval_params
-        collection = self.__get_data_collection(eval_params)
+        subject_config = params.subject_configuration
+        collection = self.__get_data_collection(subject_config)
         query = {
             'subject_version': result.executable_version,
             'executable_origin': result.executable_origin,
@@ -154,8 +154,8 @@ def store_result(self, eval_params: EvaluationParameters, result: ExperimentResu
             'cli_options': subject_config.cli_options,
             'extensions': subject_config.extensions,
             'state': result.state,
-            'project': eval_params.evaluation_range.project_name,
-            'experiment': eval_params.evaluation_range.experiment_name,
+            'project': params.project_name,
+            'experiment': params.experiment_name,
         }
         # if browser_config.subject_name == 'firefox':
         #     build_id = self.get_build_id_firefox(result.params.state)
@@ -177,13 +177,13 @@ def store_result(self, eval_params: EvaluationParameters, result: ExperimentResu
         }
         collection.update_one(query, update, upsert=True)
 
-    def get_result(self, params: EvaluationParameters, state: ShallowState) -> Optional[ExperimentResult]:
-        collection = self.__get_data_collection(params)
-        query = self.__to_experiment_query(params, state)
+    def get_result(self, params: ExperimentParameters) -> Optional[ExperimentResult]:
+        collection = self.__get_data_collection(params.subject_configuration)
+        query = self.__to_experiment_query(params, params.state)
         doc = collection.find_one(query)
         if doc:
             return ExperimentResult(
-                doc['executable_version'],
+                doc['subject_version'],
                 doc['executable_origin'],
                 doc['state'],
                 doc['result']['raw'],
@@ -191,12 +191,12 @@ def get_result(self, params: EvaluationParameters, state: ShallowState) -> Optio
                 doc['dirty'],
             )
         else:
-            logger.error(f'Could not find document for query {query}.')
+            logger.info(f'Could not find document for query {query}.')
             return None
 
-    def has_result(self, params: EvaluationParameters, state: ShallowState) -> bool:
-        collection = self.__get_data_collection(params)
-        query = self.__to_experiment_query(params, state)
+    def has_result(self, params: ExperimentParameters) -> bool:
+        collection = self.__get_data_collection(params.subject_configuration)
+        query = self.__to_experiment_query(params, params.state)
         nb_of_documents = collection.count_documents(query)
         return nb_of_documents > 0
 
@@ -206,11 +206,11 @@ def get_evaluated_states(
         boundary_states: Optional[tuple[State, State]],
         dirty: Optional[bool] = None,
     ) -> list[State]:
-        collection = self.__get_data_collection(params)
+        collection = self.__get_data_collection(params.subject_configuration)
         query = {
-            'project': params.evaluation_range.project_name,
+            'project': params.project_name,
             'subject_config': params.subject_configuration.subject_setting,
-            'experiment': params.evaluation_range.experiment_name,
+            'experiment': params.experiment_name,
             'result': {'$exists': True},
             'state.type': 'release' if params.evaluation_range.only_release_commits else 'commit',
         }
@@ -246,12 +246,12 @@ def get_evaluated_states(
             states.append(state)
         return states
 
-    def __to_experiment_query(self, params: EvaluationParameters, state: ShallowState) -> dict:
+    def __to_experiment_query(self, params: ExperimentParameters, state: ShallowState) -> dict:
         state_query = {'state.' + k: v for k, v in state.dict.items()}
         query = {
-            'project': params.evaluation_range.project_name,
+            'project': params.project_name,
             'subject_config': params.subject_configuration.subject_setting,
-            'experiment': params.evaluation_range.experiment_name,
+            'experiment': params.experiment_name,
         }
         query.update(state_query)
         if len(params.subject_configuration.extensions) > 0:
@@ -270,13 +270,11 @@ def __to_experiment_query(self, params: EvaluationParameters, state: ShallowStat
             query['cli_options'] = []
         return query
 
-    def __get_data_collection(self, eval_params: EvaluationParameters) -> Collection:
+    def __get_data_collection(self, subject_config: SubjectConfiguration) -> Collection:
         """
         Returns the data collection, of which the name is formatted as '{subject_type}_{subject_name}'.
         """
-        collection_name = (
-            f'{eval_params.subject_configuration.subject_type}_{eval_params.subject_configuration.subject_name}'
-        )
+        collection_name = f'{subject_config.subject_type}_{subject_config.subject_name}'
         return self.get_collection(collection_name, create_if_not_found=True)
 
     def get_binary_availability_collection(self, subject_config: SubjectConfiguration) -> Collection:
@@ -299,14 +297,14 @@ def get_stored_binary_availability(self, subject_config: SubjectConfiguration):
         return result
 
     def get_documents_for_plotting(self, params: EvaluationParameters, releases: bool = False) -> list:
-        collection = self.__get_data_collection(params)
+        collection = self.__get_data_collection(params.subject_configuration)
 
         evaluation_range = params.evaluation_range
         subject_config = params.subject_configuration
 
         query = {
-            'project': evaluation_range.project_name,
-            'experiment': evaluation_range.experiment_name,
+            'project': params.project_name,
+            'experiment': params.experiment_name,
             'subject_config': subject_config.subject_setting,
             'state.type': 'release' if releases else 'commit',
             'extensions': {'$size': len(subject_config.extensions) if subject_config.extensions else 0},
@@ -343,22 +341,22 @@ def get_documents_for_plotting(self, params: EvaluationParameters, releases: boo
         )
         return list(docs)
 
-    def remove_datapoint(self, params: EvaluationParameters, state: ShallowState) -> None:
-        collection = self.__get_data_collection(params)
-        query = self.__to_experiment_query(params, state)
+    def remove_datapoint(self, params: ExperimentParameters) -> None:
+        collection = self.__get_data_collection(params.subject_configuration)
+        query = self.__to_experiment_query(params, params.state)
         count = collection.delete_one(query)
         if count.deleted_count == 0:
-            logger.error(f'Could not remove datapoint for {state}.')
+            logger.error(f'Could not remove datapoint for {params.state}.')
         else:
-            logger.debug(f'Removed datapoint for {state}.')
+            logger.debug(f'Removed datapoint for {params.state}.')
 
     def remove_all_data_for(self, params_list: list[EvaluationParameters]) -> None:
         for params in params_list:
-            collection = self.__get_data_collection(params)
+            collection = self.__get_data_collection(params.subject_configuration)
             collection.delete_many(
                 {
-                    'project': params.evaluation_range.project_name,
-                    'experiment': params.evaluation_range.experiment_name,
+                    'project': params.project_name,
+                    'experiment': params.experiment_name,
                 }
             )
 
diff --git a/bughog/distribution/worker_manager.py b/bughog/distribution/worker_manager.py
index 4a8869aa..8eaa217e 100644
--- a/bughog/distribution/worker_manager.py
+++ b/bughog/distribution/worker_manager.py
@@ -8,7 +8,7 @@
 import docker.errors
 
 from bughog import configuration, worker
-from bughog.parameters import EvaluationParameters
+from bughog.parameters import ExperimentParameters
 from bughog.version_control.state.base import State
 from bughog.web.clients import Clients
 
@@ -16,8 +16,8 @@
 
 
 class WorkerManager:
-    def __init__(self, eval_params: EvaluationParameters) -> None:
-        self.max_nb_of_containers = eval_params.sequence_configuration.nb_of_containers
+    def __init__(self, subject_type: str, subject_name: str, max_nb_of_containers: int) -> None:
+        self.max_nb_of_containers = max_nb_of_containers
 
         if self.max_nb_of_containers == 1:
             logger.info('Running in single container mode')
@@ -26,11 +26,9 @@ def __init__(self, eval_params: EvaluationParameters) -> None:
             for i in range(self.max_nb_of_containers):
                 self.container_id_pool.put(i)
             self.client = docker.from_env()
-            subject_type = eval_params.subject_configuration.subject_type
-            subject_name = eval_params.subject_configuration.subject_name
             self.worker_image_ref = self.__get_worker_image_ref(subject_type, subject_name)
 
-    def start_experiment(self, params: EvaluationParameters, state: State, blocking_wait=True) -> None:
+    def start_experiment(self, params: ExperimentParameters, state: State, blocking_wait=True) -> None:
         if self.max_nb_of_containers != 1:
             return self.__run_container(params, state, blocking_wait)
 
@@ -38,7 +36,7 @@ def start_experiment(self, params: EvaluationParameters, state: State, blocking_
         worker.run(params, state)
         Clients.push_results_to_all()
 
-    def __run_container(self, params: EvaluationParameters, state: State, blocking_wait=True) -> None:
+    def __run_container(self, params: ExperimentParameters, state: State, blocking_wait=True) -> None:
         while blocking_wait and self.get_nb_of_running_worker_containers() >= self.max_nb_of_containers:
             time.sleep(1)
         container_id = self.container_id_pool.get()
@@ -122,7 +120,7 @@ def start_container_thread():
         thread.start()
         logger.info(f"Container '{container_name}' started experiments for '{state}'")
         # Sleep to avoid all workers downloading executables at once, clogging up all IO.
-        time.sleep(.1)
+        time.sleep(0.1)
 
     def get_nb_of_running_worker_containers(self):
         return len(self.get_runnning_containers())
diff --git a/bughog/evaluation/evaluation.py b/bughog/evaluation/evaluation.py
index 7a335df1..e455ca88 100644
--- a/bughog/evaluation/evaluation.py
+++ b/bughog/evaluation/evaluation.py
@@ -5,7 +5,7 @@
 from bughog.evaluation.collectors.collector import Collector
 from bughog.evaluation.experiment_result import ExperimentResult
 from bughog.evaluation.interaction import Interaction
-from bughog.parameters import EvaluationParameters
+from bughog.parameters import ExperimentParameters
 from bughog.subject import factory
 from bughog.subject.executable import Executable, ExecutableStatus
 from bughog.subject.simulation import Simulation
@@ -20,16 +20,16 @@ def __init__(self, subject_type: str):
         self.experiments = factory.create_experiments(subject_type)
         self.should_stop = False
 
-    def evaluate(self, params: EvaluationParameters, state: State, is_worker=False):
-        if MongoDB().has_result(params, state.to_shallow_state()):
+    def evaluate(self, params: ExperimentParameters, state: State, is_worker=False):
+        if MongoDB().has_result(params):
             logger.warning(
-                f"Experiment '{params.evaluation_range.experiment_name}' for '{state}' was already performed, skipping."
+                f"Experiment '{params.experiment_name}' for '{params.state}' was already performed, skipping."
             )
             return
 
-        subject = factory.get_subject_from_params(params)
+        subject = factory.get_subject_from_params(params.subject_configuration)
 
-        experiment_folder = self.experiments.get_experiment_folder(params)
+        experiment_folder = self.experiments.get_experiment_folder(params.project_name, params.experiment_name)
         executable = subject.create_executable(params.subject_configuration, state)
         runtime_flags = self.experiments.framework.get_runtime_flags(experiment_folder)
         runtime_env_vars = self.experiments.framework.get_runtime_env_vars(experiment_folder)
diff --git a/bughog/evaluation/experiment_result.py b/bughog/evaluation/experiment_result.py
index 706b6b6b..a64dab06 100644
--- a/bughog/evaluation/experiment_result.py
+++ b/bughog/evaluation/experiment_result.py
@@ -57,3 +57,13 @@ def padded_subject_version(self) -> Optional[str]:
                 return None
             padded_version.append('0' * (padding_target - len(sub)) + sub)
         return '.'.join(padded_version)
+
+    def to_dict(self) -> dict:
+        return {
+            'executable_version': self.executable_version,
+            'executable_origin': self.executable_origin,
+            'state': self.state,
+            'raw_results': self.raw_results,
+            'result_variables': list(self.result_variables),
+            'is_dirty': self.is_dirty,
+        }
diff --git a/bughog/evaluation/experiments.py b/bughog/evaluation/experiments.py
index 1016c509..72d13ea3 100644
--- a/bughog/evaluation/experiments.py
+++ b/bughog/evaluation/experiments.py
@@ -3,7 +3,6 @@
 import shutil
 
 from bughog.evaluation.file_structure import Folder
-from bughog.parameters import EvaluationParameters
 from bughog.subject.evaluation_framework import EvaluationFramework
 
 logger = logging.getLogger(__name__)
@@ -104,7 +103,9 @@ def add_folder_or_file(self, project: str, poc: str, folder_name: str | None, fi
         poc_folder = project_folder.get_folder(poc)
         if folder_name is not None:
             if poc_folder.file_exists(folder_name):
-                raise Exception(f'Could not create {folder_name} in {poc_folder.path}, because a file with the same name exists.')
+                raise Exception(
+                    f'Could not create {folder_name} in {poc_folder.path}, because a file with the same name exists.'
+                )
             elif poc_folder.folder_exists(folder_name):
                 folder = poc_folder.get_folder(folder_name)
             else:
@@ -157,9 +158,7 @@ def __get_experiment_folder(self, project_name: str, experiment_name: str) -> Fo
                 return experiment
         raise Exception(f"Could not find experiment '{experiment_name}'")
 
-    def get_experiment_folder(self, params: EvaluationParameters) -> Folder:
-        project_name = params.evaluation_range.project_name
-        experiment_name = params.evaluation_range.experiment_name
+    def get_experiment_folder(self, project_name: str, experiment_name: str) -> Folder:
         return self.__get_experiment_folder(project_name, experiment_name)
 
     def get_experiment_dir_tree(self, project_name: str, experiment_name: str) -> dict:
diff --git a/bughog/integration_tests/evaluation_configurations.py b/bughog/integration_tests/evaluation_configurations.py
index 1fe125d0..807506ec 100644
--- a/bughog/integration_tests/evaluation_configurations.py
+++ b/bughog/integration_tests/evaluation_configurations.py
@@ -26,8 +26,6 @@ def get_default_evaluation_range(
 ) -> EvaluationRange:
     min_version, max_version = factory.get_subject_availability(subject_type, subject_name)
     return EvaluationRange(
-        verify_results.TEST_PROJECT_NAME,
-        experiment,
         (min_version, max_version),
         None,
         only_releases,
@@ -48,6 +46,8 @@ def get_default_evaluation_parameters(
 ) -> EvaluationParameters:
     database_params = configuration.get_database_params()
     return EvaluationParameters(
+        verify_results.TEST_PROJECT_NAME,
+        experiment,
         get_default_configuration(subject_type, subject_name),
         get_default_evaluation_range(subject_type, subject_name, experiment, only_releases),
         get_default_sequence_config(sequence_limit),
diff --git a/bughog/integration_tests/verify_results.py b/bughog/integration_tests/verify_results.py
index ea067914..05cc28fb 100644
--- a/bughog/integration_tests/verify_results.py
+++ b/bughog/integration_tests/verify_results.py
@@ -23,7 +23,7 @@ def get_all_testable_subject_types() -> Generator[str]:
         if TEST_PROJECT_NAME in all_experiments.get_projects():
             yield subject_type
         else:
-            logger.warning(f'Skipping {subject_type} testing, because no "{TEST_PROJECT_NAME} was found.')
+            logger.warning(f'Skipping {subject_type} testing, because no "{TEST_PROJECT_NAME}" was found.')
 
 
 def verify_all() -> dict:
@@ -43,25 +43,29 @@ def verify_all() -> dict:
     return grouped_results
 
 
-def __verify_experiment(eval_parameters: EvaluationParameters, all_experiments: Experiments) -> dict | None:
-    experiment_name = eval_parameters.evaluation_range.experiment_name
-    experiment_folder = all_experiments.get_experiment_folder(eval_parameters)
+def __verify_experiment(params: EvaluationParameters, all_experiments: Experiments) -> dict | None:
+    experiment_name = params.experiment_name
+    experiment_folder = all_experiments.get_experiment_folder(params.project_name, experiment_name)
 
     verification_func = __get_verification_function(all_experiments.framework, experiment_folder)
     if verification_func is None:
         return None
 
-    states = MongoDB().get_evaluated_states(eval_parameters, None)
+    states = MongoDB().get_evaluated_states(params, None)
     nb_of_success_results = len(list(filter(lambda x: verification_func(x), states)))
-    nb_of_fail_results = len(list(filter(lambda x: not verification_func(x) and not ExperimentResult.poc_is_dirty(x.result_variables), states)))
+    nb_of_fail_results = len(
+        list(
+            filter(lambda x: not verification_func(x) and not ExperimentResult.poc_is_dirty(x.result_variables), states)
+        )
+    )
     nb_of_error_results = len(list(filter(lambda x: ExperimentResult.poc_is_dirty(x.result_variables), states)))
     nb_of_results = nb_of_success_results + nb_of_fail_results + nb_of_error_results
     success_ratio = 0 if nb_of_results == 0 else round((nb_of_success_results / nb_of_results) * 100)
 
     return {
         'experiment_name': experiment_name,
-        'subject_type': eval_parameters.subject_configuration.subject_type,
-        'subject_name': eval_parameters.subject_configuration.subject_name,
+        'subject_type': params.subject_configuration.subject_type,
+        'subject_name': params.subject_configuration.subject_name,
         'nb_of_success_results': nb_of_success_results,
         'nb_of_fail_results': nb_of_fail_results,
         'nb_of_error_results': nb_of_error_results,
@@ -85,14 +89,14 @@ def __get_verification_function(eval_framework: EvaluationFramework, experiment_
         case _:
             if type(param_value) is str:
                 reproducing_ranges = ast.literal_eval(param_value)
-                if type(reproducing_ranges) is list[tuple[int,int]]:
+                if type(reproducing_ranges) is list[tuple[int, int]]:
                     return __create_complex_verification_function(reproducing_ranges)
 
     logger.warning(f'Skipping {experiment_folder.name}, because could not parse given "{param_name}".')
     return None
 
 
-def __create_complex_verification_function(reproducing_ranges: list[tuple[int,int]]) -> Callable:
+def __create_complex_verification_function(reproducing_ranges: list[tuple[int, int]]) -> Callable:
     def verification_function(state: State):
         for start, end in reproducing_ranges:
             if start <= state.index <= end:
diff --git a/bughog/main.py b/bughog/main.py
index 749df886..ff3151a6 100644
--- a/bughog/main.py
+++ b/bughog/main.py
@@ -11,13 +11,13 @@
 from bughog.parameters import (
     DatabaseParameters,
     EvaluationParameters,
+    ExperimentParameters,
 )
 from bughog.search_strategy.bgb_search import BiggestGapBisectionSearch
 from bughog.search_strategy.bgb_sequence import BiggestGapBisectionSequence
 from bughog.search_strategy.composite_search import CompositeSearch
 from bughog.search_strategy.sequence_strategy import SequenceFinished, SequenceStrategy
 from bughog.subject import factory
-from bughog.version_control.state.base import ShallowState
 from bughog.version_control.state_factory import StateFactory
 from bughog.web.clients import Clients
 
@@ -52,7 +52,11 @@ def connect_to_database(self, db_connection_params: DatabaseParameters) -> None:
     def run(self, eval_params_list: list[EvaluationParameters]) -> None:
         # Sequence_configuration settings are the same over evaluation parameters (quick fix)
         self.__update_state(is_running=True, reason='user', status='running')
-        worker_manager = WorkerManager(eval_params_list[0])
+
+        subject_type = eval_params_list[0].subject_configuration.subject_type
+        subject_name = eval_params_list[0].subject_configuration.subject_name
+        nb_of_containers = eval_params_list[0].sequence_configuration.nb_of_containers
+        worker_manager = WorkerManager(subject_type, subject_name, nb_of_containers)
         self.stop_gracefully = False
         self.stop_forcefully = False
         try:
@@ -60,7 +64,7 @@ def run(self, eval_params_list: list[EvaluationParameters]) -> None:
             for eval_params in eval_params_list:
                 if self.stop_gracefully or self.stop_forcefully:
                     break
-                self.__update_eval_queue(eval_params.evaluation_range.experiment_name, 'active')
+                self.__update_eval_queue(eval_params.experiment_name, 'active')
                 self.__update_state(
                     is_running=True,
                     reason='user',
@@ -111,8 +115,8 @@ def run_single_evaluation(self, eval_params: EvaluationParameters, worker_manage
         nb_of_iterations = 3
         for i in range(1, nb_of_iterations + 1):
             start_time = time.time()
-            subject = factory.get_subject_from_params(eval_params)
-            experiment_name = eval_params.evaluation_range.experiment_name
+            subject = factory.get_subject_from_params(eval_params.subject_configuration)
+            experiment_name = eval_params.experiment_name
             search_strategy = self.create_sequence_strategy(eval_params)
 
             logger.info(
@@ -125,7 +129,8 @@ def run_single_evaluation(self, eval_params: EvaluationParameters, worker_manage
                     current_state = search_strategy.next(wait=False)
 
                     # Start worker to perform evaluation
-                    worker_manager.start_experiment(eval_params, current_state)
+                    experiment_params = eval_params.to_experiment_parameters(current_state.to_shallow_state())
+                    worker_manager.start_experiment(experiment_params, current_state)
 
             except SequenceFinished:
                 worker_manager.wait_until_all_evaluations_are_done()
@@ -141,7 +146,7 @@ def run_single_evaluation(self, eval_params: EvaluationParameters, worker_manage
 
         worker_manager.wait_until_all_evaluations_are_done()
         self.state['reason'] = 'finished'
-        self.__update_eval_queue(eval_params.evaluation_range.experiment_name, 'done')
+        self.__update_eval_queue(eval_params.experiment_name, 'done')
         Clients.push_notification_to_all(f'Evaluation of {experiment_name} has finished.')
 
     def retry_dirty_tests(self, eval_params: EvaluationParameters, worker_manager: WorkerManager) -> None:
@@ -150,7 +155,7 @@ def retry_dirty_tests(self, eval_params: EvaluationParameters, worker_manager: W
             logger.info('No tests are associated with a dirty result.')
             return
 
-        experiment = eval_params.evaluation_range.experiment_name
+        experiment = eval_params.experiment_name
         message = f'Retrying {nb_of_dirty_states} tests with a dirty result for {experiment}.'
         logger.info(message)
 
@@ -158,19 +163,35 @@ def retry_dirty_tests(self, eval_params: EvaluationParameters, worker_manager: W
         for dirty_state in dirty_states:
             if self.stop_gracefully or self.stop_forcefully:
                 return
-            MongoDB().remove_datapoint(eval_params, dirty_state.to_shallow_state())
-            worker_manager.start_experiment(eval_params, dirty_state)
+            experiment_params = eval_params.to_experiment_parameters(dirty_state.to_shallow_state())
+            MongoDB().remove_datapoint(experiment_params)
+            worker_manager.start_experiment(experiment_params, dirty_state)
         worker_manager.wait_until_all_evaluations_are_done()
 
         dirty_states_after_retry = MongoDB().get_evaluated_states(eval_params, None, dirty=True)
         logger.info(f'Dirty test results reduced from {nb_of_dirty_states} to {len(dirty_states_after_retry)}.')
 
+    def run_single_experiment(self, params: ExperimentParameters) -> None:
+        try:
+            self.__update_state(is_running=True, reason='user', status='running')
+            subject_config = params.subject_configuration
+            state = params.state.to_deep_state(subject_config.subject_type, subject_config.subject_name)
+            if not state.has_available_executable():
+                Clients.push_notification_to_all(f'No available executable for state {state.commit_nb}.', type='error')
+            else:
+                worker_manager = WorkerManager(subject_config.subject_type, subject_config.subject_name, 1)
+                worker_manager.start_experiment(params, state)
+                Clients.push_complete_experiment_result(params)
+        finally:
+            # TODO: error handling
+            self.__update_state(is_running=False, reason='idle', status='running')
+
     @staticmethod
     def create_sequence_strategy(eval_params: EvaluationParameters) -> SequenceStrategy:
         sequence_config = eval_params.sequence_configuration
         search_strategy = sequence_config.search_strategy
         sequence_limit = sequence_config.sequence_limit
-        subject = factory.get_subject_from_params(eval_params)
+        subject = factory.get_subject_from_params(eval_params.subject_configuration)
         state_factory = StateFactory(subject.state_oracle, eval_params)
 
         if search_strategy == 'bgb_sequence':
@@ -229,8 +250,8 @@ def push_info(self, ws, *args) -> None:
                 update['state'] = self.state
         Clients.push_info(ws, update)
 
-    def remove_datapoint(self, params: EvaluationParameters, state: ShallowState) -> None:
-        MongoDB().remove_datapoint(params, state)
+    def remove_datapoint(self, params: ExperimentParameters) -> None:
+        MongoDB().remove_datapoint(params)
         Clients.push_results_to_all()
 
     def remove_cached_executable(self, subject_type: str, subject_name: str, state_name: str) -> None:
@@ -246,7 +267,7 @@ def __init_eval_queue(self, eval_params_list: list[EvaluationParameters]) -> Non
         for eval_params in eval_params_list:
             self.eval_queue.append(
                 {
-                    'experiment': eval_params.evaluation_range.experiment_name,
+                    'experiment': eval_params.experiment_name,
                     'state': 'pending',
                 }
             )
diff --git a/bughog/parameters.py b/bughog/parameters.py
index 54a3a7b4..4832f527 100644
--- a/bughog/parameters.py
+++ b/bughog/parameters.py
@@ -7,19 +7,21 @@
 from typing import Optional
 
 from bughog.exceptions import MissingParametersError
+from bughog.version_control.state.base import ShallowState
 
 logger = logging.getLogger(__name__)
 
 
 @dataclass(frozen=True)
-class EvaluationParameters:
+class ExperimentParameters:
     """
-    All parameters required to define an evaluation.
+    All parameters required to define an experiment.
     """
 
+    project_name: str
+    experiment_name: str
     subject_configuration: SubjectConfiguration
-    evaluation_range: EvaluationRange
-    sequence_configuration: SequenceConfiguration
+    state: ShallowState
     database_params: DatabaseParameters
 
     def serialize(self) -> str:
@@ -27,12 +29,33 @@ def serialize(self) -> str:
         return base64.b64encode(pickled_bytes).decode('ascii')
 
     @staticmethod
-    def deserialize(pickled_str: str) -> EvaluationParameters:
+    def deserialize(pickled_str: str) -> ExperimentParameters:
         pickled_bytes = base64.b64decode(pickled_str)
         return pickle.loads(pickled_bytes)
 
+
+@dataclass(frozen=True)
+class EvaluationParameters:
+    """
+    All parameters required to define an evaluation.
+    """
+
+    project_name: str
+    experiment_name: str
+    subject_configuration: SubjectConfiguration
+    evaluation_range: EvaluationRange
+    sequence_configuration: SequenceConfiguration
+    database_params: DatabaseParameters
+
+    def to_experiment_parameters(self, state: ShallowState) -> ExperimentParameters:
+        return ExperimentParameters(
+            self.project_name, self.experiment_name, self.subject_configuration, state, self.database_params
+        )
+
     def to_plot_parameters(self, experiment_name: str, dirty_results_allowed: bool = True) -> PlotParameters:
         return PlotParameters(
+            self.project_name,
+            experiment_name,
             self.subject_configuration,
             self.evaluation_range,
             self.sequence_configuration,
@@ -56,14 +79,16 @@ def to_dict(self) -> dict:
     @staticmethod
     def from_dict(data: dict) -> SubjectConfiguration:
         return SubjectConfiguration(
-            data['subject_type'], data['subject_name'], data['subject_setting'], data['cli_options'], data['extensions']
+            data['subject_type'],
+            data['subject_name'],
+            data.get('subject_setting', 'default'),
+            data.get('cli_options', []),
+            data.get('extensions', []),
         )
 
 
 @dataclass(frozen=True)
 class EvaluationRange:
-    project_name: str
-    experiment_name: str
     major_version_range: tuple[int, int] | None = None
     commit_nb_range: tuple[int, int] | None = None
     only_release_commits: bool = False
@@ -76,6 +101,31 @@ def __post_init__(self):
         else:
             raise AttributeError('Evaluation ranges require either major versions or commit numbers')
 
+    @staticmethod
+    def from_dict(data: dict) -> EvaluationRange:
+        return EvaluationRange(
+            EvaluationRange.__get_version_range(data),
+            EvaluationRange.__get_commit_nb_range(data),
+            data.get('only_release_commits', False),
+        )
+
+    @staticmethod
+    def __get_version_range(form_data: dict[str, str]) -> tuple[int, int] | None:
+        if range := form_data.get('version_range', None):
+            if len(range) == 2:
+                return (int(range[0]), int(range[1]))
+        return None
+
+    @staticmethod
+    def __get_commit_nb_range(form_data: dict[str, str]) -> tuple[int, int] | None:
+        lower_rev_number = form_data.get('lower_commit_nb', None)
+        upper_rev_number = form_data.get('upper_commit_nb', None)
+        lower_rev_number = int(lower_rev_number) if lower_rev_number else None
+        upper_rev_number = int(upper_rev_number) if upper_rev_number else None
+        if lower_rev_number is None or upper_rev_number is None:
+            return None
+        return (lower_rev_number, upper_rev_number) if lower_rev_number is not None else None
+
 
 @dataclass(frozen=True)
 class SequenceConfiguration:
@@ -83,6 +133,14 @@ class SequenceConfiguration:
     sequence_limit: int = 10000
     search_strategy: str | None = None
 
+    @staticmethod
+    def from_dict(data: dict) -> SequenceConfiguration:
+        return SequenceConfiguration(
+            int(data.get('nb_of_containers', 1)),
+            int(data.get('sequence_limit', 50)),
+            data.get('search_strategy', None),
+        )
+
 
 @dataclass(frozen=True)
 class DatabaseParameters:
@@ -116,42 +174,10 @@ def __repr__(self) -> str:
 class PlotParameters(EvaluationParameters):
     experiment: Optional[str]
     dirty_results_allowed: bool
-    # subject_name: Optional[str]
-    # database_collection: Optional[str]
-    # major_version_range: Optional[tuple[int, int]] = None
-    # revision_number_range: Optional[tuple[int, int]] = None
-    # subject_config: str = 'default'
-    # cli_options: Optional[list[str]] = None
-    # dirty_allowed: bool = True
-
-    # @staticmethod
-    # def from_dict(data: dict) -> PlotParameters:
-    #     if data.get('lower_version', None) and data.get('upper_version', None):
-    #         major_version_range = (data['lower_version'], data['upper_version'])
-    #     else:
-    #         major_version_range = None
-    #     if data.get('lower_revision_nb', None) and data.get('upper_revision_nb', None):
-    #         revision_number_range = (
-    #             data['lower_revision_nb'],
-    #             data['upper_revision_nb'],
-    #         )
-    #     else:
-    #         revision_number_range = None
-    #     return PlotParameters(
-    #         data.get('plot_experiment', None),
-    #         data.get('target_mech_id', None),
-    #         data.get('subject_name', None),
-    #         data.get('db_collection', None),
-    #         major_version_range=major_version_range,
-    #         revision_number_range=revision_number_range,
-    #         subject_config=data.get('subject_setting', 'default'),
-    #         cli_options=data.get('cli_options', []),
-    #         dirty_allowed=data.get('dirty_allowed', True),
-    #    )
 
 
 @staticmethod
-def evaluation_factory(
+def create_evaluation_params(
     kwargs: dict, database_params: DatabaseParameters, only_to_plot=False
 ) -> list[EvaluationParameters]:
     experiments = set(x for x in kwargs.get('experiments', []) + [kwargs.get('experiment_to_plot')] if x is not None)
@@ -159,23 +185,15 @@ def evaluation_factory(
         raise MissingParametersError()
 
     subject_configuration = SubjectConfiguration.from_dict(kwargs)
-    sequence_configuration = SequenceConfiguration(
-        int(kwargs.get('nb_of_containers', 1)),
-        int(kwargs.get('sequence_limit', 50)),
-        kwargs.get('search_strategy'),
-    )
+    sequence_configuration = SequenceConfiguration.from_dict(kwargs)
     evaluation_params_list = []
     for experiment in sorted(experiments):
         if only_to_plot and experiment != kwargs.get('experiment_to_plot'):
             continue
-        evaluation_range = EvaluationRange(
+        evaluation_range = EvaluationRange.from_dict(kwargs)
+        evaluation_params = EvaluationParameters(
             kwargs['project_name'],
             experiment,
-            __get_version_range(kwargs),
-            __get_commit_nb_range(kwargs),
-            kwargs.get('only_release_commits', False),
-        )
-        evaluation_params = EvaluationParameters(
             subject_configuration,
             evaluation_range,
             sequence_configuration,
@@ -185,6 +203,28 @@ def evaluation_factory(
     return evaluation_params_list
 
 
+@staticmethod
+def create_experiment_params(kwargs: dict, database_params: DatabaseParameters) -> ExperimentParameters:
+    subject_configuration = SubjectConfiguration.from_dict(kwargs)
+    if 'major_version' in kwargs:
+        state_type = 'version'
+    elif 'commit_nb' in kwargs or 'commit_id' in kwargs:
+        state_type = 'commit'
+    else:
+        raise MissingParametersError(
+            'Experiment parameters require either a major version, commit number, or commit id.'
+        )
+    state = ShallowState(
+        state_type,
+        kwargs.get('major_version'),
+        kwargs.get('commit_nb'),
+        kwargs.get('commit_id'),
+    )
+    return ExperimentParameters(
+        kwargs['project_name'], kwargs['poc_name'], subject_configuration, state, database_params
+    )
+
+
 @staticmethod
 def __get_cookie_name(form_data: dict[str, str]) -> str | None:
     if form_data['check_for'] == 'request':
@@ -192,22 +232,3 @@ def __get_cookie_name(form_data: dict[str, str]) -> str | None:
     if 'cookie_name' in form_data:
         return form_data['cookie_name']
     return 'generic'
-
-
-@staticmethod
-def __get_version_range(form_data: dict[str, str]) -> tuple[int, int] | None:
-    if range := form_data.get('version_range', None):
-        if len(range) == 2:
-            return (int(range[0]), int(range[1]))
-    return None
-
-
-@staticmethod
-def __get_commit_nb_range(form_data: dict[str, str]) -> tuple[int, int] | None:
-    lower_rev_number = form_data.get('lower_commit_nb', None)
-    upper_rev_number = form_data.get('upper_commit_nb', None)
-    lower_rev_number = int(lower_rev_number) if lower_rev_number else None
-    upper_rev_number = int(upper_rev_number) if upper_rev_number else None
-    if lower_rev_number is None or upper_rev_number is None:
-        return None
-    return (lower_rev_number, upper_rev_number) if lower_rev_number is not None else None
diff --git a/bughog/subject/factory.py b/bughog/subject/factory.py
index 99f40412..90270a00 100644
--- a/bughog/subject/factory.py
+++ b/bughog/subject/factory.py
@@ -2,7 +2,7 @@
 from functools import lru_cache
 
 from bughog.evaluation.experiments import Experiments
-from bughog.parameters import EvaluationParameters
+from bughog.parameters import SubjectConfiguration
 from bughog.subject.evaluation_framework import EvaluationFramework
 from bughog.subject.js_engine.evaluation_framework import JSEngineEvaluationFramework
 from bughog.subject.js_engine.v8.subject import V8Subject
@@ -17,19 +17,8 @@
 from bughog.subject.web_browser.firefox.subject import Firefox
 
 subjects = {
-    'js_engine': {
-        'evaluation_framework': JSEngineEvaluationFramework,
-        'subjects': [
-            V8Subject(),
-            V8SandboxSubject()
-        ]
-    },
-    'wasm_runtime': {
-        'evaluation_framework': WasmRuntimeEvaluationFramework,
-        'subjects': [
-            WasmtimeSubject()
-        ]
-    },
+    'js_engine': {'evaluation_framework': JSEngineEvaluationFramework, 'subjects': [V8Subject(), V8SandboxSubject()]},
+    'wasm_runtime': {'evaluation_framework': WasmRuntimeEvaluationFramework, 'subjects': [WasmtimeSubject()]},
     'web_browser': {
         'evaluation_framework': BrowserEvaluationFramework,
         'subjects': [
@@ -86,15 +75,15 @@ def get_all_subject_availability() -> list[dict]:
 
 
 @staticmethod
-def get_subject_availability(subject_type: str, subject_name: str) -> tuple[int,int]:
+def get_subject_availability(subject_type: str, subject_name: str) -> tuple[int, int]:
     subject_availability = get_subject(subject_type, subject_name).get_availability()
     return subject_availability['min_version'], subject_availability['max_version']
 
 
 @staticmethod
-def get_subject_from_params(params: EvaluationParameters) -> Subject:
-    subject_type = params.subject_configuration.subject_type
-    subject_name = params.subject_configuration.subject_name
+def get_subject_from_params(config: SubjectConfiguration) -> Subject:
+    subject_type = config.subject_type
+    subject_name = config.subject_name
     return get_subject(subject_type, subject_name)
 
 
diff --git a/bughog/subject/js_engine/subject.py b/bughog/subject/js_engine/subject.py
index b2ee67ab..1326fd5e 100644
--- a/bughog/subject/js_engine/subject.py
+++ b/bughog/subject/js_engine/subject.py
@@ -1,7 +1,7 @@
 from bughog.evaluation.collectors.collector import Collector
 from bughog.evaluation.collectors.logs import LogCollector
 from bughog.evaluation.file_structure import Folder
-from bughog.parameters import EvaluationParameters
+from bughog.parameters import ExperimentParameters
 from bughog.subject.executable import Executable
 from bughog.subject.js_engine.simulation import JSEngineSimulation
 from bughog.subject.subject import Subject
@@ -13,7 +13,7 @@ def type(self) -> str:
         return 'js_engine'
 
     @staticmethod
-    def create_simulation(executable: Executable, context: Folder, params: EvaluationParameters) -> JSEngineSimulation:
+    def create_simulation(executable: Executable, context: Folder, params: ExperimentParameters) -> JSEngineSimulation:
         return JSEngineSimulation(executable, context, params)
 
     @staticmethod
diff --git a/bughog/subject/simulation.py b/bughog/subject/simulation.py
index c9822393..e6a9cdfa 100644
--- a/bughog/subject/simulation.py
+++ b/bughog/subject/simulation.py
@@ -2,12 +2,12 @@
 from abc import ABC, abstractmethod
 
 from bughog.evaluation.file_structure import Folder
-from bughog.parameters import EvaluationParameters
+from bughog.parameters import ExperimentParameters
 from bughog.subject.executable import Executable
 
 
 class Simulation(ABC):
-    def __init__(self, executable: Executable, context: Folder, params: EvaluationParameters) -> None:
+    def __init__(self, executable: Executable, context: Folder, params: ExperimentParameters) -> None:
         self.executable = executable
         self.context = context
         self.params = params
diff --git a/bughog/subject/subject.py b/bughog/subject/subject.py
index 0c24dc9f..b7709a9e 100644
--- a/bughog/subject/subject.py
+++ b/bughog/subject/subject.py
@@ -12,7 +12,7 @@
 
 from bughog.evaluation.collectors.collector import Collector
 from bughog.evaluation.file_structure import Folder
-from bughog.parameters import EvaluationParameters, SubjectConfiguration
+from bughog.parameters import ExperimentParameters, SubjectConfiguration
 from bughog.subject.executable import Executable
 from bughog.subject.simulation import Simulation
 from bughog.subject.state_oracle import StateOracle
@@ -61,7 +61,7 @@ def create_executable(self, subject_configuration: SubjectConfiguration, state:
 
     @staticmethod
     @abstractmethod
-    def create_simulation(executable: Executable, context: Folder, params: EvaluationParameters) -> Simulation:
+    def create_simulation(executable: Executable, context: Folder, params: ExperimentParameters) -> Simulation:
         """
         Creates and returns the simulation object based on the given executable, experiment context and eval params.
         """
diff --git a/bughog/subject/wasm_runtime/subject.py b/bughog/subject/wasm_runtime/subject.py
index 6229fb8a..1147a8b7 100644
--- a/bughog/subject/wasm_runtime/subject.py
+++ b/bughog/subject/wasm_runtime/subject.py
@@ -1,7 +1,7 @@
 from bughog.evaluation.collectors.collector import Collector
 from bughog.evaluation.collectors.logs import LogCollector
 from bughog.evaluation.file_structure import Folder
-from bughog.parameters import EvaluationParameters
+from bughog.parameters import ExperimentParameters
 from bughog.subject.executable import Executable
 from bughog.subject.subject import Subject
 from bughog.subject.wasm_runtime.simulation import WasmRuntimeSimulation
@@ -13,7 +13,9 @@ def type(self) -> str:
         return 'wasm_runtime'
 
     @staticmethod
-    def create_simulation(executable: Executable, context: Folder, params: EvaluationParameters) -> WasmRuntimeSimulation:
+    def create_simulation(
+        executable: Executable, context: Folder, params: ExperimentParameters
+    ) -> WasmRuntimeSimulation:
         return WasmRuntimeSimulation(executable, context, params)
 
     @staticmethod
diff --git a/bughog/subject/web_browser/interaction/simulation.py b/bughog/subject/web_browser/interaction/simulation.py
index 4f611e93..129c87a7 100644
--- a/bughog/subject/web_browser/interaction/simulation.py
+++ b/bughog/subject/web_browser/interaction/simulation.py
@@ -5,15 +5,17 @@
 from pyvirtualdisplay.display import Display
 
 from bughog.evaluation.file_structure import Folder
-from bughog.parameters import EvaluationParameters
+from bughog.parameters import ExperimentParameters
 from bughog.subject.simulation import Simulation
 from bughog.subject.web_browser.executable import BrowserExecutable
 
 # TODO: all pyautogui are imported inside functions because the import needs DISPLAY var, while not all containers need and have that.
 
+
 class BrowserSimulation(Simulation):
-    def __init__(self, executable: BrowserExecutable, folder: Folder, params: EvaluationParameters):
+    def __init__(self, executable: BrowserExecutable, folder: Folder, params: ExperimentParameters):
         import pyautogui as gui
+
         super().__init__(executable, folder, params)
         disp = Display(visible=True, size=(1920, 1080), backend='xvfb', use_xauth=True)
         disp.start()
@@ -72,6 +74,7 @@ def new_tab(self, url: str):
 
     def click_position(self, x: str, y: str):
         import pyautogui as gui
+
         max_x, max_y = gui.size()
 
         gui.moveTo(self.parse_position(x, max_x), self.parse_position(y, max_y))
@@ -79,36 +82,46 @@ def click_position(self, x: str, y: str):
 
     def click(self, el_id: str):
         import pyautogui as gui
+
         el_image_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), f'elements/{el_id}.png')
         x, y = gui.locateCenterOnScreen(el_image_path)
         self.click_position(str(x), str(y))
 
     def write(self, text: str):
         import pyautogui as gui
+
         gui.write(text, interval=0.1)
 
     def press(self, key: str):
         import pyautogui as gui
+
         gui.press(key)
 
     def hold(self, key: str):
         import pyautogui as gui
+
         gui.keyDown(key)
 
     def release(self, key: str):
         import pyautogui as gui
+
         gui.keyUp(key)
 
     def hotkey(self, *keys: str):
         import pyautogui as gui
+
         gui.hotkey(*keys)
 
     def screenshot(self, filename: str):
         import pyautogui as gui
-        project_name = self.params.evaluation_range.project_name
-        experiment_name = self.params.evaluation_range.experiment_name
+
+        project_name = self.params.project_name
+        experiment_name = self.params.experiment_name
         executable_name = f'{self.executable.executable_name}-{self.executable.version}'
-        file_path = os.path.join('/app/logs/screenshots/', f'{project_name}-{experiment_name}-{self.executable.state.name}-{executable_name}.jpg')
+        file_path = os.path.join(
+            '/app/logs/screenshots/',
+            f'{project_name}-{experiment_name}-{self.executable.state.name}-{executable_name}.jpg',
+        )
         gui.screenshot(file_path)
 
     def reproduced(self):
diff --git a/bughog/subject/web_browser/subject.py b/bughog/subject/web_browser/subject.py
index 42ece35d..5390112d 100644
--- a/bughog/subject/web_browser/subject.py
+++ b/bughog/subject/web_browser/subject.py
@@ -4,7 +4,7 @@
 from bughog.evaluation.collectors.logs import LogCollector
 from bughog.evaluation.collectors.requests import RequestCollector
 from bughog.evaluation.file_structure import Folder
-from bughog.parameters import EvaluationParameters
+from bughog.parameters import ExperimentParameters
 from bughog.subject.executable import Executable
 from bughog.subject.subject import Subject
 from bughog.subject.web_browser.interaction.simulation import BrowserSimulation
@@ -19,7 +19,7 @@ def type(self):
         return 'web_browser'
 
     @staticmethod
-    def create_simulation(executable: Executable, context: Folder, params: EvaluationParameters) -> BrowserSimulation:
+    def create_simulation(executable: Executable, context: Folder, params: ExperimentParameters) -> BrowserSimulation:
         return BrowserSimulation(executable, context, params)
 
     @staticmethod
diff --git a/bughog/version_control/state/base.py b/bughog/version_control/state/base.py
index e3711d81..3cef12fa 100644
--- a/bughog/version_control/state/base.py
+++ b/bughog/version_control/state/base.py
@@ -27,6 +27,9 @@ def dict(self) -> dict:
         }
         return {k: v for k, v in fields.items() if v is not None}
 
+    def to_deep_state(self, subject_type: str, subject_name: str) -> State:
+        return State.from_dict(subject_type, subject_name, self.dict)
+
 
 class State(ABC):
     def __init__(self, oracle: StateOracle):
diff --git a/bughog/web/blueprints/api.py b/bughog/web/blueprints/api.py
index 8c431ff8..170449ab 100644
--- a/bughog/web/blueprints/api.py
+++ b/bughog/web/blueprints/api.py
@@ -13,9 +13,8 @@
 from bughog.parameters import MissingParametersError
 from bughog.subject import factory
 from bughog.subject.factory import get_all_subject_availability
-from bughog.version_control.state.base import ShallowState
 from bughog.web.clients import Clients
-from bughog.web.evaluation_thread import run_eval_thread
+from bughog.web.evaluation_thread import run_eval_thread, run_experiment_thread
 
 logger = logging.getLogger(__name__)
 api = Blueprint('api', __name__, url_prefix='/api')
@@ -59,7 +58,7 @@ def start_evaluation():
     data = request.json.copy()
     try:
         database_params = configuration.get_database_params()
-        params = application_logic.evaluation_factory(data, database_params)
+        params = application_logic.create_evaluation_params(data, database_params)
         run_eval_thread(__get_main(), params)
         return {'status': 'OK'}
     except MissingParametersError:
@@ -80,6 +79,22 @@ def stop_evaluation():
     return {'status': 'OK'}
 
 
+@api.route('/experiment/start/', methods=['POST'])
+def start_experiment():
+    if request.json is None:
+        return {'status': 'NOK', 'msg': 'No experiment parameters found'}
+
+    data = request.json.copy()
+    try:
+        database_params = configuration.get_database_params()
+        params = application_logic.create_experiment_params(data, database_params)
+        __get_main().remove_datapoint(params)
+        run_experiment_thread(__get_main(), params)
+        return {'status': 'OK'}
+    except MissingParametersError:
+        return {'status': 'NOK', 'msg': 'Could not start experiment due to missing parameters.'}
+
+
 """
 Requesting information
 """
@@ -100,6 +115,9 @@ def init_websocket(ws):
                 Clients.associate_params(ws, params)
             if requested_variables := message.get('get', []):
                 __get_main().push_info(ws, *requested_variables)
+            if params_dict := message.get('request_experiment_result', None):
+                params = application_logic.create_experiment_params(params_dict, configuration.get_database_params())
+                Clients.push_complete_experiment_result(params)
         except ValueError:
             logger.warning('Ignoring invalid message from client.')
 
@@ -229,15 +247,12 @@ def remove_datapoint():
     data = request.json.copy()
     if not isinstance(data, dict):
         return {'status': 'NOK', 'msg': 'Received dataformat is not a dictionary.'}
-    if (type := data.get('type')) not in ['release', 'commit']:
+    if (data.get('type')) not in ['release', 'commit']:
         return {'status': 'NOK', 'msg': 'Type argument should be release or commit.'}
     database_params = configuration.get_database_params()
     try:
-        params_list = application_logic.evaluation_factory(data, database_params, only_to_plot=True)
-        if len(params_list) < 1:
-            return {'status': 'NOK', 'msg': 'Could not construct removal parameters.'}
-        state = ShallowState(type, data.get('major_version'), data.get('commit_nb'), data.get('commit_id'))
-        __get_main().remove_datapoint(params_list[0], state)
+        params = application_logic.create_experiment_params(data, database_params)
+        __get_main().remove_datapoint(params)
     except MissingParametersError:
         return {'status': 'NOK', 'msg': 'Could not remove datapoint due to missing parameters'}
     return {'status': 'OK'}
diff --git a/bughog/web/clients.py b/bughog/web/clients.py
index eddbc566..4e37b5e8 100644
--- a/bughog/web/clients.py
+++ b/bughog/web/clients.py
@@ -7,7 +7,8 @@
 
 from bughog import configuration
 from bughog.analysis.plot_factory import PlotFactory
-from bughog.parameters import MissingParametersError, evaluation_factory
+from bughog.database.mongo.mongodb import MongoDB
+from bughog.parameters import ExperimentParameters, MissingParametersError, create_evaluation_params
 from bughog.subject import factory
 
 logger = logging.getLogger(__name__)
@@ -62,7 +63,7 @@ def push_results(ws_client: Server):
                 return
             params['experiments'] = [params['experiment_to_plot']]
             try:
-                eval_params = evaluation_factory(params, configuration.get_database_params())
+                eval_params = create_evaluation_params(params, configuration.get_database_params())
                 if len(eval_params) < 1:
                     return
                 plot_params = eval_params[0].to_plot_parameters(params['experiment_to_plot'])
@@ -131,3 +132,20 @@ def push_notification_to_all(message: str, type: Literal['info', 'error'] = 'inf
         Clients.__remove_disconnected_clients()
         for ws_client in Clients.__clients.keys():
             ws_client.send(json.dumps({'notification': {'message': message, 'type': type}}))
+
+    @staticmethod
+    def push_complete_experiment_result(params: ExperimentParameters) -> None:
+        Clients.__remove_disconnected_clients()
+
+        if params is None:
+            logger.error('Could not find any associated parameters for this client.')
+            return
+        result = MongoDB().get_result(params)
+
+        if result is None:
+            data = json.dumps({'update': {'experiment_result': None}})
+        else:
+            data = json.dumps({'update': {'experiment_result': result.to_dict()}})
+
+        for ws_client in Clients.__clients.keys():
+            ws_client.send(data)
diff --git a/bughog/web/evaluation_thread.py b/bughog/web/evaluation_thread.py
index 3c017efe..487424d9 100644
--- a/bughog/web/evaluation_thread.py
+++ b/bughog/web/evaluation_thread.py
@@ -2,7 +2,7 @@
 import threading
 
 from bughog.main import Main
-from bughog.parameters import EvaluationParameters
+from bughog.parameters import EvaluationParameters, ExperimentParameters
 from bughog.web.clients import Clients
 
 logger = logging.getLogger(__name__)
@@ -24,3 +24,19 @@ def thread_wrapper():
     else:
         THREAD = threading.Thread(target=thread_wrapper)
         THREAD.start()
+
+
+def run_experiment_thread(main: Main, experiment_params: ExperimentParameters):
+    global THREAD
+
+    def thread_wrapper():
+        try:
+            main.run_single_experiment(experiment_params)
+        except Exception as e:
+            Clients.push_notification_to_all(str(e), type='error')
+
+    if THREAD and THREAD.is_alive():
+        Clients.push_notification_to_all('Experiment thread is already running.', type='error')
+    else:
+        THREAD = threading.Thread(target=thread_wrapper)
+        THREAD.start()
diff --git a/bughog/web/vue/package-lock.json b/bughog/web/vue/package-lock.json
index e370e2ff..9a05c351 100644
--- a/bughog/web/vue/package-lock.json
+++ b/bughog/web/vue/package-lock.json
@@ -16,6 +16,7 @@
         "oh-vue-icons": "^1.0.0-rc3",
         "vue": "^3.2.47",
         "vue-multiselect": "^2.1.9",
+        "vue-router": "^4.6.4",
         "vue3-toastify": "^0.2.8"
       },
       "devDependencies": {
@@ -615,6 +616,12 @@
         "@vue/shared": "3.5.27"
       }
     },
+    "node_modules/@vue/devtools-api": {
+      "version": "6.6.4",
+      "resolved": "https://registry.npmjs.org/@vue/devtools-api/-/devtools-api-6.6.4.tgz",
+      "integrity": "sha512-sGhTPMuXqZ1rVOk32RylztWkfXTRhuS7vgAKv0zjqk8gbsHkJ7xfFf+jbySxt7tWObEJwyKaHMikV/WGDiQm8g==",
+      "license": "MIT"
+    },
     "node_modules/@vue/reactivity": {
       "version": "3.5.27",
       "resolved": "https://registry.npmjs.org/@vue/reactivity/-/reactivity-3.5.27.tgz",
@@ -2288,6 +2295,21 @@
         "npm": ">= 3.0.0"
       }
     },
+    "node_modules/vue-router": {
+      "version": "4.6.4",
+      "resolved": "https://registry.npmjs.org/vue-router/-/vue-router-4.6.4.tgz",
+      "integrity": "sha512-Hz9q5sa33Yhduglwz6g9skT8OBPii+4bFn88w6J+J4MfEo4KRRpmiNG/hHHkdbRFlLBOqxN8y8gf2Fb0MTUgVg==",
+      "license": "MIT",
+      "dependencies": {
+        "@vue/devtools-api": "^6.6.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/posva"
+      },
+      "peerDependencies": {
+        "vue": "^3.5.0"
+      }
+    },
     "node_modules/vue3-toastify": {
       "version": "0.2.8",
       "resolved": "https://registry.npmjs.org/vue3-toastify/-/vue3-toastify-0.2.8.tgz",
diff --git a/bughog/web/vue/package.json b/bughog/web/vue/package.json
index 6ae3ab9e..d0813380 100644
--- a/bughog/web/vue/package.json
+++ b/bughog/web/vue/package.json
@@ -17,6 +17,7 @@
     "oh-vue-icons": "^1.0.0-rc3",
     "vue": "^3.2.47",
     "vue-multiselect": "^2.1.9",
+    "vue-router": "^4.6.4",
     "vue3-toastify": "^0.2.8"
   },
   "devDependencies": {
diff --git a/bughog/web/vue/src/App.vue b/bughog/web/vue/src/App.vue
index 1d9e812e..b8e06903 100644
--- a/bughog/web/vue/src/App.vue
+++ b/bughog/web/vue/src/App.vue
@@ -1,773 +1,12 @@
-<script>
-import '@vueform/slider/themes/default.css';
-import { useDebounceFn } from '@vueuse/core';
-import axios from 'axios';
-import 'vue-multiselect/dist/vue-multiselect.min.css';
-import { useDarkMode } from './composables/useDarkMode';
-import { useEvalParams } from './composables/useEvalParams';
-import { toast } from 'vue3-toastify';
-
-import Slider from '@vueform/slider';
-import EvaluationStatus from './components/evaluation_status.vue';
-import Gantt from "./components/gantt.vue";
-import PocEditor from "./components/poc-editor.vue";
-import SectionHeader from "./components/section-header.vue";
-import Tooltip from "./components/tooltip.vue";
-import { useSubjectAvailability } from './composables/useSubjectAvailability';
+<template>
+  <router-view></router-view>
+</template>
 
+<script>
 export default {
-  components: {
-    Gantt,
-    PocEditor,
-    SectionHeader,
-    Slider,
-    Tooltip,
-    EvaluationStatus,
-  },
-  setup() {
-    const { darkMode } = useDarkMode()
-    const { evalParams, resetEvalParams } = useEvalParams()
-    const { subject_availability } = useSubjectAvailability(() => {
-      evalParams.version_range = subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name);
-    })
-    return {
-      darkMode,
-      evalParams,
-      resetEvalParams,
-      subject_availability,
-    }
-  },
-  data() {
-    return {
-      timer: null,
-      projects: [],
-      subject_settings: [],
-      cli_options_str: "",
-      previous_cli_options_list: [],
-      experiments: [],
-      select_all_experiments: false,
-      server_info: {
-        db_info: {
-          "host": null,
-          "connected": false
-        },
-        logs: [],
-        state: {},
-      },
-      results: {
-        nb_of_evaluations: 0,
-      },
-      selected: {
-        experiment: null,
-      },
-      dialog: {
-        new_experiment_name: null,
-        new_project_name: null
-      },
-      target_mech_id_input: null,
-      target_mech_id: null,
-      fatal_error: null,
-      hide_advanced_evaluation_options: true,
-      hide_advanced_subject_options: true,
-      hide_logs: true,
-      hide_poc_editor: true,
-      system: null,
-      available_domains: null,
-      websocket: null,
-    }
-  },
-  computed: {
-    "banner_message": function () {
-      if (this.fatal_error) {
-        return `A fatal error has occurred! Please, check the logs below...`
-      }
-      else if (this.server_info.db_info.connected) {
-        return `Connected to MongoDB at ${this.server_info.db_info.host}`;
-      } else {
-        return `Connecting to database...`;
-      }
-    },
-    "computed_slider_merge": function () {
-      const version_range = this.subject_availability.get_subject_version_range(this.evalParams.subject_type, this.evalParams.subject_name);
-      return Math.ceil((version_range[1] - version_range[0]) / 7);
-    }
-  },
-  watch: {
-    "selected.experiment": function (val) {
-      if (val !== null) {
-        this.hide_poc_editor = false;
-      }
-    },
-    "target_mech_id_input": function (val) {
-      if (val === null || val === "") {
-        this.evalParams.target_mech_id = this.evalParams.experiment_to_plot;
-      } else {
-        this.evalParams.target_mech_id = val;
-      }
-    },
-    "evalParams.experiment_to_plot": function (val) {
-      if (val === null) {
-        console.log("Clearing plot.");
-        this.$refs.gantt.clear_plot();
-      }
-      if (this.target_mech_id_input === null || this.target_mech_id_input === "") {
-        this.evalParams.target_mech_id = val;
-      }
-    },
-    "evalParams.subject_type": function (val) {
-      console.log(`Setting subject type to '${val}'`);
-      const subject_names = this.subject_availability.get_available_subject_names_for_type(val);
-      if (subject_names !== null && subject_names.length > 0) {
-        this.evalParams.subject_name = subject_names[0];
-      }
-      this.get_projects(() => {
-        if (this.projects.length === 1) {
-          this.evalParams.project_name = this.projects[0];
-        } else {
-          this.evalParams.project_name = null;
-        }
-      });
-      this.selected.experiment = null;
-    },
-    "evalParams.subject_name": function (subject_name) {
-      if (subject_name === null) {
-        console.log("Unsetting subject");
-      } else {
-        console.log("Setting subject: " + subject_name)
-        this.evalParams.version_range = this.subject_availability.get_subject_version_range(this.evalParams.subject_type, subject_name);
-      }
-    },
-    "evalParams.project_name": function (project_name) {
-      if (project_name === null) {
-        console.log("Unsetting project name.");
-        this.experiments = [];
-      } else {
-        console.log(`Setting project name to '${project_name}'`);
-      }
-      this.evalParams.experiments = [];
-      this.select_all_experiments = false;
-      this.evalParams.experiment_to_plot = null;
-      this.selected.experiment = null;
-    },
-    "evalParams.experiments": function (experiments) {
-      if (experiments.length === 1) {
-        this.evalParams.experiment_to_plot = experiments[0];
-        this.propagate_new_params()
-      }
-      else if (this.evalParams.experiment_to_plot) {
-        if (!experiments.includes(this.evalParams.experiment_to_plot)) {
-          this.evalParams.experiment_to_plot = null;
-        }
-      }
-    },
-    "cli_options_str": function (val) {
-      if (val !== "") {
-        this.evalParams.cli_options = val.trim().split(" ");
-      } else {
-        this.evalParams.cli_options = [];
-      }
-    },
-    "select_all_experiments": function (val) {
-      if (this.select_all_experiments === true) {
-        this.evalParams.experiments = this.experiments
-          .filter(tuple => tuple[1]) // Only select enabled checkboxes
-          .map(tuple => tuple[0]);;
-      } else {
-        this.evalParams.experiments = [];
-      }
-    },
-  },
-  created: function () {
-    this.websocket = this.create_socket();
-    this.propagate_new_params = useDebounceFn(() => {
-      console.log('<- Propagating parameter change ->');
-      const eval_params = JSON.parse(JSON.stringify(this.evalParams));
-      this.send_with_socket({new_params: eval_params});
-    }, 50);
-    this.get_projects();
-    const path = `/api/poc/domain/`;
-    axios.get(path)
-    .then((res) => {
-      if (res.data.status === "OK") {
-        this.available_domains = res.data.domains;
-      }
-    })
-    this.timer = setInterval(() => {
-      if (this.projects.length == 0 && this.evalParams.subject_type !== null) {
-        this.get_projects();
-      }
-      if (this.system == null) {
-        this.get_system_info();
-      }
-      this.fetch_server_info(["logs"]);
-    }, 2000);
-  },
-  mounted: function () {
-    setTimeout(function () {
-      log_section.scrollTo({ "top": log_section.scrollHeight, "behavior": "auto" });
-    },
-      500
-    );
-  },
-  methods: {
-    create_socket() {
-      const protocol = window.location.protocol === 'https:' ? 'wss:' : 'ws:';
-      const url = `${protocol}//${window.location.host}/api/socket/`;
-      const websocket = new WebSocket(url);
-      websocket.addEventListener("open", () => {
-        console.log("WebSocket opened!");
-        // Get all info upon open
-        this.send_with_socket({
-          "get": ["all"],
-        });
-        // This might be a re-open after connection loss, which means we might have to propagate our params again
-        this.propagate_new_params();
-      });
-      websocket.addEventListener("message", (e) => {
-        const data = JSON.parse(e.data);
-        if (data.hasOwnProperty("notification")) {
-          const notification_msg = data.notification.message;
-          const notification_type = data.notification.type;
-          if (notification_type === 'info') {
-            toast.info(notification_msg);
-          }
-          if (notification_type === 'error') {
-            toast.error(notification_msg);
-          }
-        }
-        if (data.hasOwnProperty("update")) {
-          if (data.update.hasOwnProperty("plot_data")) {
-            const revision_data = data.update.plot_data.revision_data;
-            const version_data = data.update.plot_data.version_data;
-            this.$refs.gantt.update_plot(this.evalParams.subject_name, revision_data, version_data);
-            this.results.nb_of_evaluations = revision_data.outcome.length + version_data.outcome.length;
-          }
-          if (data.update.hasOwnProperty("experiments")) {
-            this.experiments = data.update.experiments;
-          }
-          if (data.update.hasOwnProperty("previous_cli_options")) {
-            this.previous_cli_options_list = data.update.previous_cli_options;
-          }
-          else {
-            for (const variable in data.update) {
-              this.server_info[variable] = data.update[variable];
-            }
-          }
-        }
-      });
-      websocket.addEventListener("error", (event) => {
-        console.log("WebSocket error:", event.code, event.reason);
-      });
-      websocket.addEventListener("close",  (event) => {
-        console.log("WebSocket closed:", event.code, event.reason);
-      });
-      return websocket;
-    },
-    send_with_socket(data_in_dict) {
-      if (this.websocket === null || this.websocket === undefined || this.websocket.readyState > 1) {
-        console.log(`Websocket connection died, reviving...`);
-        this.websocket = this.create_socket();
-      } else if (this.websocket.readyState === 0) {
-        console.log(`Websocket is still trying to connect... (readyState: ${this.websocket.readyState})`);
-      } else {
-        this.websocket.send(JSON.stringify(data_in_dict));
-      }
-    },
-    fetch_server_info(info_types) {
-      this.send_with_socket({
-        "get": info_types
-      });
-    },
-    get_projects(cb) {
-      if (this.evalParams.subject_type === null || this.evalParams.subject_type === undefined) {
-        console.warn('Could not get projects because the subject type is not defined.');
-        return;
-      }
-      const path = `/api/poc/${this.evalParams.subject_type}/`;
-      axios.get(path)
-        .then((res) => {
-          if (res.data.status == "OK") {
-            this.projects = res.data.projects;
-            if (cb !== undefined) {
-              cb();
-            }
-          }
-        })
-        .catch((error) => {
-          console.error(error);
-        });
-    },
-    get_system_info() {
-      const path = `/api/system/`;
-      axios.get(path)
-        .then((res) => {
-          if (res.data.status == "OK") {
-            this.system = res.data;
-            const cpu_count = res.data["cpu_count"];
-            console.log(`${cpu_count} CPU cores detected by backend.`)
-            if (process.env.NODE_ENV === "development") {
-              console.log("Development mode: number of containers set to 1.");
-              this.evalParams.nb_of_containers = 1;
-            } else if (this.evalParams.nb_of_containers === null) {
-              if ("cpu_count" in res.data) {
-                const nb_of_containers = Math.max(cpu_count - 1, 1);
-                console.log(`Number of number of containers set to ${nb_of_containers}`);
-                this.evalParams.nb_of_containers = nb_of_containers;
-              } else {
-                this.evalParams.nb_of_containers = 1;
-              }
-            }
-          }
-        })
-        .catch((error) => {
-          console.error(error);
-        });
-    },
-    submit_form() {
-      const path = `/api/evaluation/start/`;
-      const payload = {
-        ...this.evalParams,
-      };
-      axios.post(path, payload)
-        .then((res) => {
-          if (res.data.status === "NOK") {
-            toast.error(res.data.msg, {
-              position: toast.POSITION.TOP_RIGHT
-            });
-          }
-        })
-        .catch((error) => {
-          console.error(error);
-        });
-    },
-    stop(forcefully) {
-      const path = `/api/evaluation/stop/`;
-      const data = {};
-      if (forcefully) {
-        data["forcefully"] = true;
-      }
-      axios.post(path, data)
-        .then((res) => {
-
-        })
-        .catch((error) => {
-          console.error(error);
-        });
-    },
-    fetch_results(url) {
-      return axios.put(url, JSON.stringify(this.evalParams), {
-        headers: {
-          'Content-Type': 'application/json',
-        }
-      })
-    },
-    create_new_experiment() {
-      const url = `/api/poc/${this.evalParams.subject_type}/${this.evalParams.project_name}/`;
-      axios.post(url, {'poc_name': this.dialog.new_experiment_name})
-      .then((res) => {
-        if (res.data.status === "OK") {
-          this.dialog.new_experiment_name = null;
-        } else {
-          alert(res.data.msg);
-        }
-      })
-      .catch((error) => {
-        console.error('Could not create new experiment');
-      });
-    },
-    async create_new_project() {
-      try {
-        const url = `/api/poc/${this.evalParams.subject_type}/`;
-        const new_project_name = this.dialog.new_project_name;
-
-        const res = await axios.post(url, {'project_name': new_project_name});
-
-        if (res.data.status === "OK") {
-          this.dialog.new_project_name = null;
-          const initial_project_count = this.projects.length;
-          let tries_left = 3;
-
-          while (tries_left > 0 && this.projects.length === initial_project_count) {
-            tries_left--;
-
-            await new Promise((resolve) => {
-              this.get_projects(() => {
-                if (this.projects.length > initial_project_count) {
-                  console.log(`Setting new project: ${new_project_name}`);
-                  this.evalParams.project_name = new_project_name;
-                  this.propagate_new_params();
-                }
-                resolve();
-              });
-            });
-            await new Promise((r) => setTimeout(r, 200))
-          }
-          if (this.projects.length === initial_project_count) {
-            console.warn('New project not detected after retries');
-          }
-        } else {
-          alert(res.data.msg);
-        }
-      } catch (error) {
-        console.error('Could not create new project', error);
-      }
-    }
-  },
-  beforeDestroy() {
-    clearInterval(this.timer);
-  }
+  name: 'App'
 }
 </script>
 
-<template>
-  <div id="option-board" class="grid grid-rows-[4rem,50rem,auto,auto] grid-cols-[18rem,58rem] content-start gap-3 justify-center h-screen">
-
-    <!-- Banner -->
-    <header class="banner-page row-start-1 col-span-2">
-
-      <!-- <p>[FRAMEWORK NAME + LOGO]</p> -->
-      <p :class="{ '!font-bold !text-red-600' : fatal_error }">{{ banner_message }}</p>
-
-      <select id="subject-type-select" class="w-64 block p-2 border border-gray-300 rounded" v-model="this.evalParams.subject_type" :disabled="subject_availability.is_empty()" @change="propagate_new_params">
-        <option value="" disabled>Select subject type</option>
-        <option v-for="subject_type in subject_availability.get_available_subject_types()" :key="subject_type" :value="subject_type">
-          {{ subject_type }}
-        </option>
-      </select>
-
-      <label class="inline-flex items-center cursor-pointer">
-        <input id="darkmode_toggle" type="checkbox" class="sr-only peer" v-model="this.darkMode">
-        <div
-          class="relative w-11 h-6 bg-gray-200 peer-focus:outline-none peer-focus:ring-4 peer-focus:ring-blue-300 dark:peer-focus:ring-blue-800 rounded-full peer dark:bg-gray-700 peer-checked:after:translate-x-full rtl:peer-checked:after:-translate-x-full peer-checked:after:border-white after:content-[''] after:absolute after:top-[2px] after:start-[2px] after:bg-white after:border-gray-300 after:border after:rounded-full after:h-5 after:w-5 after:transition-all dark:border-gray-600 peer-checked:bg-blue-600">
-        </div>
-        <span class="ms-3 text-sm font-medium text-gray-900 dark:text-gray-300">Dark mode</span>
-      </label>
-    </header>
-
-    <!-- Subject settings and experiments -->
-    <div class="row-start-2 row-span-1 gap-3 flex flex-col">
-      <!-- Subject settings -->
-      <div class="form-section">
-        <section-header section="eval_range"></section-header>
-
-        <!-- Subject --><div class="form-subsection">
-    <h2 class="form-subsection-title">Subject</h2>
-    <div class="flex flex-row justify-center mx-5">
-      <div v-for="subject_name in subject_availability.get_available_subject_names_for_type(this.evalParams.subject_type)" :key="subject_name" class="radio-item flex-auto">
-        <input type="radio" :id="subject_name" name="subject" :value="subject_name" v-model="evalParams.subject_name" @change="propagate_new_params" />
-        <label :for="subject_name">{{ subject_name }}</label>
-      </div>
-    </div>
-  </div>
-
-        <div class="form-subsection">
-          <h2 class="form-subsection-title">Subject version range</h2>
-          <div class="flex flex-wrap">
-            <div class="w-5/6 m-auto pt-12">
-              <Slider
-                ref="version_slider"
-                v-model="evalParams.version_range"
-                :lazy=true
-                :min="subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name)[0]"
-                :max="subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name)[1]"
-                :merge="computed_slider_merge"
-                :disabled=false
-                class="slider"
-                @change="propagate_new_params"
-              />
-            </div>
-            <div class="pt-5 checkbox-item">
-              <input
-                v-model="this.evalParams.only_release_commits"
-                :true-value="false"
-                :false-value="true"
-                type="checkbox">
-              <label>Deep search
-                <tooltip tooltip="deep_search"></tooltip>
-              </label>
-            </div>
-          </div>
-        </div>
-      </div>
-
-      <!-- Experiments -->
-      <div class="form-section flex flex-col grow h-0">
-        <section-header section="experiments" class="w-1/2"></section-header>
-        <div class="flex mb-2 mr-1">
-          <select id="project_dropdown" v-model="this.evalParams.project_name" @change="propagate_new_params" >
-            <option disabled value="">Select a project</option>
-            <option v-for="project in projects">{{ project }}</option>
-          </select>
-          <button class="button ml-2" onclick="create_project_dialog.showModal()">
-            +
-          </button>
-        </div>
-        <div class="h-0 grow overflow-y-auto overflow-x-hidden">
-          <ul class="horizontal-select">
-            <li>
-              <div class="bg-gray-100 dark:bg-gray-800">
-                <input id="select_all_experiments" type="checkbox" class="ml-1" v-model="this.select_all_experiments">
-                <label for="vue-checkbox-list" class="flex group w-full">
-                  <div class="pl-0 w-full">
-                    <p class="truncate w-0 grow">
-                      Select all experiments
-                    </p>
-                    <p class="text-gray-600 dark:text-gray-500">
-                      ({{ experiments.length }})
-                    </p>
-                  </div>
-                </label>
-              </div>
-            </li>
-            <li v-for="tuple in experiments" :key="tuple[0]">
-              <div>
-                <input v-model="this.evalParams.experiments" type="checkbox" class="ml-1" :value="tuple[0]" :disabled="!tuple[1]">
-                <label for="vue-checkbox-list" class="flex group w-full">
-                  <div class="pl-0 w-full">
-                    <div v-if="!tuple[1]" class="text-red-500 font-bold">
-                      !
-                    </div>
-                    <p class="truncate w-0 grow">
-                      {{ tuple[0] }}
-                    </p>
-                  </div>
-                  <div role="button" @click="this.selected.experiment=tuple[0]" class="invisible w-content collapse group-hover:visible">
-                    <v-icon name="fa-regular-edit"/>
-                  </div>
-                </label>
-              </div>
-            </li>
-          </ul>
-        </div>
-        <div v-if="this.evalParams.project_name" role="button" class="button mt-2" onclick="create_experiment_dialog.showModal()">
-          Add new experiment
-        </div>
-      </div>
-    </div>
-
-    <!-- Start button and results section -->
-    <div class="row-start-2 col-start-2 flex flex-col h-full">
-      <div v-if="this.server_info.state.is_running == true">
-        <button @click="stop(false)" class="w-1/2 bg-yellow-300 dark:bg-yellow-500">Stop gracefully</button>
-        <button @click="stop(true)" class="w-1/2 bg-red-400 dark:bg-red-800">Stop forcefully</button>
-      </div>
-      <div v-else>
-        <button @click="submit_form" class="w-full bg-green-300 dark:bg-green-900">Start evaluation</button>
-      </div>
-      <div class="results-section mt-2 h-full flex flex-col">
-        <section-header section="results" left></section-header>
-        <div class="flex flex-wrap justify-between h-fit">
-          <select class="w-fit h-fit" v-model="this.evalParams.experiment_to_plot" @change="propagate_new_params">
-            <option disabled value="">Select an experiment</option>
-            <option v-for="experiment in this.evalParams.experiments">{{ experiment }}</option>
-          </select>
-          <div class="flex flex-wrap">
-            <evaluation-status :server_info="this.server_info">
-            </evaluation-status>
-          </div>
-          <div class="flex flex-wrap">
-            <ul class="my-3 w-64">
-              <li><b>Number of experiments:</b> {{ results.nb_of_evaluations }}</li>
-            </ul>
-          </div>
-        </div>
-        <gantt ref="gantt" :eval_params="this.evalParams"></gantt>
-      </div>
-    </div>
-
-    <!-- PoC editor -->
-    <div class="form-section col-span-2 row-start-3">
-      <div class="flex">
-        <h2 class="flex flex-initial w-1/2 form-section-title pt-2">
-          Experiment editor
-          <div v-if="this.selected.experiment !== null && !this.hide_poc_editor" class="px-1 font-normal">
-            ({{ this.selected.experiment }})
-          </div>
-        </h2>
-        <div class="w-full text-right">
-          <button class="collapse-button" @click="this.hide_poc_editor = !this.hide_poc_editor">
-            <div class="flex items-center">
-              <p class="text-xl pb-1 px-1">+</p>
-            </div>
-          </button>
-        </div>
-      </div>
-      <div :class="this.hide_poc_editor ? 'hidden w-full' : 'w-full'">
-        <poc-editor
-        :darkMode="this.darkMode"
-        :available_domains="this.available_domains"
-        :project="this.evalParams.project_name"
-        :poc="selected.experiment"
-        :subject_type="this.evalParams.subject_type"></poc-editor>
-      </div>
-    </div>
-
-    <!-- Advanced subject options -->
-    <!-- <div class="form-section col-span-2 row-start-4">
-      <div class="flex">
-        <h2 class="flex flex-initial w-1/2 form-section-title pt-2">
-          Advanced subject options
-        </h2>
-        <div class="w-full text-right">
-          <button class="collapse-button" @click="this.hide_advanced_subject_options = !this.hide_advanced_subject_options">
-            <div class="flex items-center">
-              <p class="text-xl pb-1 px-1">+</p>
-            </div>
-          </button>
-        </div>
-      </div>
-      <div :class="this.hide_advanced_subject_options ? 'hidden w-full' : 'w-full'">
-        <div>
-          <label for="cli_options" class="pb-2">CLI flags</label>
-          <input class="w-full dark:!text-white dark:!bg-gray-800" type="text" name="cli_options" v-model="this.cli_options_str">
-        </div>
-        <div>
-          <div>
-            <label class="pt-4 pb-2">Previously used CLI flags</label>
-          </div>
-          <ul class="">
-            <li v-for="cli_options_str in this.previous_cli_options_list">
-              <div role="button" @click="this.cli_options_str=cli_options_str" class="button my-1 !text-black !text-left !bg-white hover:!bg-gray-100 dark:!text-white dark:!bg-gray-800 dark:hover:!bg-gray-600">
-                {{ cli_options_str }}
-              </div>
-            </li>
-          </ul>
-        </div>
-      </div>
-    </div> -->
-
-    <!-- Advanced evaluation options -->
-    <div class="form-section h-fit col-span-2 row-start-4">
-      <div class="flex">
-        <h2 class="flex-initial w-1/2 form-section-title pt-2">Advanced evaluation options</h2>
-        <div class="w-full text-right">
-          <button class="collapse-button" @click="this.hide_advanced_evaluation_options = !this.hide_advanced_evaluation_options">
-            <div class="flex items-center">
-              <p class="text-xl pb-1 px-1">+</p>
-            </div>
-          </button>
-        </div>
-      </div>
-      <div :class="hide_advanced_evaluation_options ? 'hidden' : ''">
-        <div class="grid grid-cols-[auto,auto,auto] justify-start">
-          <!-- <div class="flex flex-col">
-            <div class="form-subsection">
-              <section-header section="subject_rev_range"></section-header>
-              <div class="p-1 w-1/2">
-                <label for="lower_commit_nb">Lower commit nb</label>
-                <input v-model.lazy="this.evalParams.lower_commit_nb" class="number-input w-32" type="number">
-              </div>
-
-              <div class="p-1 w-1/2">
-                <label for="upper_commit_nb">Upper rev nb</label>
-                <input v-model.lazy="this.evalParams.upper_commit_nb" class="number-input w-32" type="number">
-              </div>
-            </div>
-          </div> -->
-
-          <!-- Evaluation settings -->
-          <div class="form-subsection w-fit eval_opts col-start-3">
-            <section-header section="eval_settings"></section-header>
-            <div class="form-subsection">
-              <section-header section="search_strategy"></section-header>
-
-              <div class="radio-item">
-                <input v-model="this.evalParams.search_strategy" type="radio" id="bin_seq" name="search_strategy_option"
-                  value="bgb_sequence">
-                <label for="bgb_sequence">BGB sequence</label>
-                <tooltip tooltip="bgb_sequence"></tooltip>
-              </div>
-
-              <div class="radio-item">
-                <input v-model="this.evalParams.search_strategy" type="radio" id="bgb_search" name="search_strategy_option"
-                  value="bgb_search">
-                <label for="bgb_search">BGB search</label>
-                <tooltip tooltip="bgb_search"></tooltip>
-              </div>
-
-              <div class="radio-item">
-                <input v-model="this.evalParams.search_strategy" type="radio" id="comp_search" name="search_strategy_option"
-                  value="comp_search">
-                <label for="comp_search">Composite search</label>
-                <tooltip tooltip="comp_search"></tooltip>
-              </div>
-              <br>
-
-              <div class="flex items-baseline mb-1">
-                <label for="sequence_limit" class="mb-0 align-middle">Sequence limit</label>
-                <tooltip tooltip="sequence_limit"></tooltip>
-              </div>
-              <input v-model.number="this.evalParams.sequence_limit" class="input-box" type="number" min="1" max="10000">
-            </div>
-
-            <div class="form-subsection">
-              <section-header section="parallel_containers"></section-header>
-              <input v-model.number="this.evalParams.nb_of_containers" class="input-box" type="number" id="nb_of_containers"
-                name="nb_of_containers" min="1" max="16">
-            </div>
-          </div>
-        </div>
-      </div>
-    </div>
-
-    <!-- Logs -->
-    <div class="results-section h-fit col-span-2 row-start-5 flex-1">
-      <div class="flex">
-        <h2 class="flex-initial w-1/2 form-section-title">Log</h2>
-        <div class="w-full text-right">
-          <button class="collapse-button" @click="this.hide_logs = !this.hide_logs">
-            <div class="flex items-center">
-              <p class="text-xl pb-1 px-1">+</p>
-            </div>
-          </button>
-        </div>
-      </div>
-      <div :class="hide_logs ? 'hidden' : ''">
-        <div id="log_section" class="mt-3 h-96 bg-white overflow-y-scroll flex flex-col dark:bg-dark-3">
-          <ul>
-            <li v-for="entry in this.server_info.logs">
-              <p>{{ entry }}</p>
-            </li>
-          </ul>
-        </div>
-      </div>
-    </div>
-  </div>
-
-  <!-- Create file dialog -->
-  <dialog id="create_experiment_dialog" class="dialog">
-    <form method="dialog" @submit="create_new_experiment">
-      <p>
-        <label>
-          <div class="pb-5">
-            Enter new experiment name:
-          </div>
-          <input type="text" v-model="dialog.new_experiment_name" class="input-box" required autocomplete="off" />
-        </label>
-      </p>
-      <div class="flex pt-3">
-        <input type="submit" value="Create file" class="button m-2 w-full">
-        <input type="button" value="Cancel" class="button m-2" onclick="create_experiment_dialog.close()">
-      </div>
-    </form>
-  </dialog>
-
-  <!-- Create project dialog -->
-  <dialog id="create_project_dialog" class="dialog">
-    <form method="dialog" @submit="create_new_project">
-      <p>
-        <label>
-          <div class="pb-5">
-            Enter new project name:
-          </div>
-          <input type="text" v-model="dialog.new_project_name" class="input-box" required autocomplete="off" />
-        </label>
-      </p>
-      <div class="flex pt-3">
-        <input type="submit" value="Create project" class="button m-2 w-full">
-        <input type="button" value="Cancel" class="button m-2" onclick="create_project_dialog.close()">
-      </div>
-    </form>
-  </dialog>
-</template>
-
+<style>
+</style>
diff --git a/bughog/web/vue/src/components/banner.vue b/bughog/web/vue/src/components/banner.vue
new file mode 100644
index 00000000..e64404b6
--- /dev/null
+++ b/bughog/web/vue/src/components/banner.vue
@@ -0,0 +1,83 @@
+<script setup>
+import { ref, computed } from 'vue';
+
+const props = defineProps({
+  fatal_error: {
+    type: Boolean,
+    default: false
+  },
+  banner_message: {
+    type: String,
+    default: 'Welcome'
+  },
+  subject_availability: {
+    type: Object,
+    required: true,
+    default: () => ({
+      is_empty: () => false,
+      get_available_subject_types: () => []
+    })
+  },
+  modelValue: {
+    type: Object,
+    default: () => ({ subject_type: '' })
+  }
+});
+
+const emit = defineEmits(['update:modelValue', 'params-changed', 'toggle-dark-mode']);
+
+
+const evalParams = computed({
+  get: () => props.modelValue,
+  set: (val) => emit('update:modelValue', val)
+});
+
+const darkMode = ref(false);
+
+const propagate_new_params = () => {
+  emit('params-changed', evalParams.value);
+};
+
+const toggleDarkMode = () => {
+  emit('toggle-dark-mode', darkMode.value);
+};
+</script>
+
+<template>
+  <header class="banner-page row-start-1 col-span-2">
+    <!-- <p>[FRAMEWORK NAME + LOGO]</p> -->
+    <p :class="{ '!font-bold !text-red-600': fatal_error }">
+      {{ banner_message }}
+    </p>
+
+    <select
+      id="subject-type-select"
+      class="w-64 block p-2 border border-gray-300 rounded"
+      v-model="evalParams.subject_type"
+      :disabled="subject_availability?.is_empty ? subject_availability.is_empty() : false"
+      @change="propagate_new_params"
+    >
+      <option value="" disabled>Select subject type</option>
+      <option
+        v-for="subject_type in (subject_availability?.get_available_subject_types ? subject_availability.get_available_subject_types() : [])"
+        :key="subject_type"
+        :value="subject_type"
+      >
+        {{ subject_type }}
+      </option>
+    </select>
+
+    <label class="inline-flex items-center cursor-pointer">
+      <input
+        id="darkmode_toggle"
+        type="checkbox"
+        class="sr-only peer"
+        v-model="darkMode"
+        @change="toggleDarkMode"
+      >
+      <div class="relative w-11 h-6 bg-gray-200 peer-focus:outline-none peer-focus:ring-4 peer-focus:ring-blue-300 dark:peer-focus:ring-blue-800 rounded-full peer dark:bg-gray-700 peer-checked:after:translate-x-full rtl:peer-checked:after:-translate-x-full peer-checked:after:border-white after:content-[''] after:absolute after:top-[2px] after:start-[2px] after:bg-white after:border-gray-300 after:border after:rounded-full after:h-5 after:w-5 after:transition-all dark:border-gray-600 peer-checked:bg-blue-600">
+      </div>
+      <span class="ms-3 text-sm font-medium text-gray-900 dark:text-gray-300">Dark mode</span>
+    </label>
+  </header>
+</template>
diff --git a/bughog/web/vue/src/components/evaluation-controls.vue b/bughog/web/vue/src/components/evaluation-controls.vue
new file mode 100644
index 00000000..db1f112b
--- /dev/null
+++ b/bughog/web/vue/src/components/evaluation-controls.vue
@@ -0,0 +1,48 @@
+<script setup>
+
+const props = defineProps({
+  isRunning: {
+    type: Boolean,
+    required: true
+  },
+  canStart: {
+    type: Boolean,
+    default: true
+  }
+});
+
+const emit = defineEmits(['start', 'stop-gracefully', 'stop-forcefully']);
+
+</script>
+
+<template>
+  <div class="flex flex-col w-full">
+    <div v-if="isRunning" class="flex gap-2 w-full">
+      <button
+        @click="$emit('stop-gracefully')"
+        class="flex-1 bg-yellow-300 hover:bg-yellow-400 text-black font-bold py-2 px-4 rounded dark:bg-yellow-600 dark:text-white transition-colors"
+      >
+        Stop gracefully
+      </button>
+      <button
+        @click="$emit('stop-forcefully')"
+        class="flex-1 bg-red-400 hover:bg-red-500 text-white font-bold py-2 px-4 rounded dark:bg-red-800 transition-colors"
+      >
+        Stop forcefully
+      </button>
+    </div>
+
+    <div v-else class="w-full">
+      <button
+        @click="$emit('start')"
+        :disabled="!canStart"
+        :class="canStart
+          ? 'bg-green-300 hover:bg-green-400 dark:bg-green-700 dark:hover:bg-green-600 cursor-pointer'
+          : 'bg-gray-300 dark:bg-gray-700 cursor-not-allowed text-gray-500'"
+        class="w-full text-black dark:text-white font-bold py-2 px-4 rounded transition-colors"
+      >
+        Start evaluation
+      </button>
+    </div>
+  </div>
+</template>
diff --git a/bughog/web/vue/src/components/evaluation_status.vue b/bughog/web/vue/src/components/evaluation-status.vue
similarity index 100%
rename from bughog/web/vue/src/components/evaluation_status.vue
rename to bughog/web/vue/src/components/evaluation-status.vue
diff --git a/bughog/web/vue/src/components/experiment-controls.vue b/bughog/web/vue/src/components/experiment-controls.vue
new file mode 100644
index 00000000..78139062
--- /dev/null
+++ b/bughog/web/vue/src/components/experiment-controls.vue
@@ -0,0 +1,50 @@
+<script setup>
+import { computed } from 'vue';
+
+const props = defineProps({
+  isRunning: {
+    type: Boolean,
+    required: true
+  },
+  hasResult: {
+    type: Boolean,
+    default: false
+  },
+  canStart: {
+    type: Boolean,
+    default: true
+  }
+});
+
+const emit = defineEmits(['start', 'stop']);
+
+const buttonText = computed(() => {
+  if (props.isRunning) {
+    return 'Stop experiment';
+  }
+  return props.hasResult ? 'Rerun experiment' : 'Run experiment';
+});
+
+const buttonClass = computed(() => {
+  if (props.isRunning) {
+    return 'bg-yellow-300 hover:bg-yellow-400 dark:bg-yellow-600 dark:hover:bg-yellow-500';
+  }
+  if (!props.canStart) {
+    return 'bg-gray-300 dark:bg-gray-700 cursor-not-allowed text-gray-500';
+  }
+  return 'bg-green-300 hover:bg-green-400 dark:bg-green-700 dark:hover:bg-green-600';
+});
+</script>
+
+<template>
+  <div class="w-full">
+    <button
+      @click="isRunning ? $emit('stop') : $emit('start')"
+      :disabled="!isRunning && !canStart"
+      :class="buttonClass"
+      class="w-full text-black dark:text-white font-bold py-2 px-4 rounded transition-colors"
+    >
+      {{ buttonText }}
+    </button>
+  </div>
+</template>
diff --git a/bughog/web/vue/src/components/json-tree.vue b/bughog/web/vue/src/components/json-tree.vue
new file mode 100644
index 00000000..4b85b7ab
--- /dev/null
+++ b/bughog/web/vue/src/components/json-tree.vue
@@ -0,0 +1,124 @@
+<template>
+  <div class="font-mono text-sm leading-6 min-w-max">
+    <!-- Primitive Value -->
+    <div v-if="!isObject && !isArray">
+      <div class="flex items-start hover:bg-gray-50 dark:hover:bg-gray-800/50 rounded px-1">
+        <span v-if="objectKey !== null" class="text-purple-600 dark:text-purple-400 mr-2">"{{ objectKey }}":</span>
+        <span :class="valueClass">{{ formatValue(data) }}</span>
+        <span v-if="!isLast" class="text-gray-400 ml-0.5">,</span>
+      </div>
+    </div>
+
+    <!-- Object or Array -->
+    <div v-else>
+      <!-- Opening Line -->
+      <div
+        @click="toggle"
+        class="flex items-center cursor-pointer hover:bg-gray-100 dark:hover:bg-gray-700 rounded px-1 select-none group"
+      >
+        <!-- Toggler arrow -->
+        <span
+          class="text-gray-400 dark:text-gray-500 w-4 mr-1 transition-transform duration-200 inline-block text-center"
+          :class="{ 'rotate-90': expanded }"
+        >▶</span>
+
+        <!-- Key (if exists) -->
+        <span v-if="objectKey !== null" class="text-purple-600 dark:text-purple-400 mr-2">"{{ objectKey }}":</span>
+
+        <!-- Open Bracket/Brace -->
+        <span class="text-gray-600 dark:text-gray-300 font-bold">{{ isArray ? '[' : '{' }}</span>
+
+        <!-- Collapsed state preview -->
+        <span v-if="!expanded" class="flex items-center text-gray-400 ml-2">
+          <span class="text-xs italic">{{ itemCount }} items</span>
+          <span class="ml-2 text-gray-600 dark:text-gray-300 font-bold">{{ isArray ? ']' : '}' }}</span>
+          <span v-if="!isLast" class="text-gray-400 ml-0.5">,</span>
+        </span>
+      </div>
+
+      <!-- Expanded Content -->
+      <div v-if="expanded" class="ml-2 pl-4 border-l border-gray-200 dark:border-gray-700">
+        <template v-if="isArray">
+          <json-tree
+            v-for="(value, index) in data"
+            :key="index"
+            :data="value"
+            :object-key="null"
+            :depth="depth + 1"
+            :is-last="index === data.length - 1"
+            :initial-expanded="false"
+          />
+        </template>
+        <template v-else>
+          <json-tree
+            v-for="(value, key, index) in data"
+            :key="key"
+            :data="value"
+            :object-key="key"
+            :depth="depth + 1"
+            :is-last="index === Object.keys(data).length - 1"
+            :initial-expanded="false"
+          />
+        </template>
+      </div>
+
+      <!-- Closing Bracket/Brace (only when expanded) -->
+      <!-- Added padding-left to align with the start of the opening line (ignoring the arrow) -->
+      <div v-if="expanded" class="hover:bg-gray-50 dark:hover:bg-gray-800/50 rounded px-1 flex items-center">
+        <!-- Spacer to match arrow width (w-4) + margin (mr-1) -->
+        <span class="w-4 mr-1 inline-block"></span>
+
+        <span class="text-gray-600 dark:text-gray-300 font-bold">{{ isArray ? ']' : '}' }}</span>
+        <span v-if="!isLast" class="text-gray-400 ml-0.5">,</span>
+      </div>
+    </div>
+  </div>
+</template>
+
+<script>
+export default {
+  name: 'JsonTree',
+  props: {
+    data: { required: true },
+    objectKey: { type: [String, Number], default: null },
+    depth: { type: Number, default: 0 },
+    isLast: { type: Boolean, default: true },
+    initialExpanded: { type: Boolean, default: false }
+  },
+  data() {
+    return {
+      expanded: this.initialExpanded || (this.depth < 1 && this.objectKey === null)
+    }
+  },
+  computed: {
+    isObject() {
+      return this.data && typeof this.data === 'object' && !Array.isArray(this.data);
+    },
+    isArray() {
+      return Array.isArray(this.data);
+    },
+    itemCount() {
+      if (this.isArray) return this.data.length;
+      if (this.isObject) return Object.keys(this.data).length;
+      return 0;
+    },
+    valueClass() {
+      if (typeof this.data === 'string') return 'text-green-600 dark:text-green-400 font-medium whitespace-nowrap';
+      if (typeof this.data === 'number') return 'text-blue-600 dark:text-blue-400 font-medium';
+      if (typeof this.data === 'boolean') return 'text-orange-600 dark:text-orange-400 font-bold';
+      if (this.data === null) return 'text-red-500 dark:text-red-400 italic';
+      return 'text-gray-500';
+    }
+  },
+  methods: {
+    toggle() {
+      this.expanded = !this.expanded;
+    },
+    formatValue(val) {
+      if (typeof val === 'string') return `"${val}"`;
+      if (val === null) return 'null';
+      return val;
+    }
+  }
+}
+</script>
diff --git a/bughog/web/vue/src/components/poc-editor.vue b/bughog/web/vue/src/components/poc-editor.vue
index d8a06bb7..f2ccb737 100644
--- a/bughog/web/vue/src/components/poc-editor.vue
+++ b/bughog/web/vue/src/components/poc-editor.vue
@@ -93,14 +93,16 @@ import { getMode as getInteractionScriptMode } from '../interaction_script_mode'
         this.active_folder = folder_name;
         if (file_name === null) {
           console.log("Clearing PoC editor.");
-          this.editor.setValue("");
-          this.editor.clearSelection();
-          this.active_file.name = null;
-          this.active_file.content = null;
-          this.active_poc.name = null;
-          this.active_poc.active_domain = null;
-          this.active_poc.active_path = null;
-          this.active_poc.tree = null;
+          if (this.editor !== null) {
+            this.editor.setValue("");
+            this.editor.clearSelection();
+            this.active_file.name = null;
+            this.active_file.content = null;
+            this.active_poc.name = null;
+            this.active_poc.active_domain = null;
+            this.active_poc.active_path = null;
+            this.active_poc.tree = null;
+          }
         } else {
           axios.get(this.file_api_path)
           .then((res) => {
@@ -274,10 +276,13 @@ import { getMode as getInteractionScriptMode } from '../interaction_script_mode'
           "readOnly": val === null
         });
       },
-      "poc": function(val) {
-        this.set_active_file(null, null);
-        this.active_poc.name = val;
-        this.update_poc_tree();
+      "poc": {
+        immediate: true,
+        handler: function (val) {
+          this.set_active_file(null, null);
+          this.active_poc.name = val;
+          this.update_poc_tree();
+        }
       },
       "project": function() {
         this.set_active_file(null, null);
diff --git a/bughog/web/vue/src/components/subject-state-selector.vue b/bughog/web/vue/src/components/subject-state-selector.vue
new file mode 100644
index 00000000..8b4cd194
--- /dev/null
+++ b/bughog/web/vue/src/components/subject-state-selector.vue
@@ -0,0 +1,103 @@
+<script setup>
+import { computed } from 'vue';
+import Slider from '@vueform/slider';
+
+const props = defineProps({
+  modelValue: {
+    type: [Number, Array],
+    required: true
+  },
+  mode: {
+    type: String,
+    default: 'version',
+    validator: (value) => ['version', 'commit'].includes(value)
+  },
+  min: {
+    type: Number,
+    default: 1
+  },
+  max: {
+    type: Number,
+    default: 100
+  },
+  disabled: {
+    type: Boolean,
+    default: false
+  }
+});
+
+const emit = defineEmits(['update:modelValue']);
+
+const internalValue = computed({
+  get: () => props.modelValue,
+  set: (val) => emit('update:modelValue', val)
+});
+
+const isSliderMode = computed(() => {
+  return props.mode === 'version' && (props.max - props.min) <= 200;
+});
+</script>
+
+<template>
+  <div class="w-full">
+    <div class="flex justify-between items-center mb-2">
+      <label class="block text-sm font-bold text-gray-700 dark:text-gray-200">
+        {{ mode === 'version' ? 'Subject Version' : 'Commit Number' }}
+      </label>
+      <span class="text-xs text-gray-500 dark:text-gray-400">
+        Range: {{ min }} - {{ max }}
+      </span>
+    </div>
+
+    <div v-if="isSliderMode" class="px-2 py-4">
+      <Slider
+        v-model="internalValue"
+        :min="min"
+        :max="max"
+        :disabled="disabled"
+        :tooltips="true"
+        class="slider-blue"
+      />
+    </div>
+
+    <div v-else class="relative">
+      <div class="flex items-center">
+        <button
+          @click="internalValue = Math.max(min, internalValue - 1)"
+          class="px-3 py-2 bg-gray-200 hover:bg-gray-300 rounded-l border border-r-0 border-gray-300 dark:bg-gray-700 dark:border-gray-600 dark:text-white"
+          :disabled="disabled || internalValue <= min"
+        >
+          -
+        </button>
+        <input
+          v-model.number="internalValue"
+          type="number"
+          :min="min"
+          :max="max"
+          :disabled="disabled"
+          class="w-full text-center p-2 border-t border-b border-gray-300 focus:ring-blue-500 focus:border-blue-500 dark:bg-gray-800 dark:border-gray-600 dark:text-white"
+        />
+        <button
+          @click="internalValue = Math.min(max, internalValue + 1)"
+          class="px-3 py-2 bg-gray-200 hover:bg-gray-300 rounded-r border border-l-0 border-gray-300 dark:bg-gray-700 dark:border-gray-600 dark:text-white"
+          :disabled="disabled || internalValue >= max"
+        >
+          +
+        </button>
+      </div>
+
+      <div v-if="mode === 'commit'" class="flex justify-between mt-1">
+        <button @click="internalValue = min" class="text-xs text-blue-500 hover:underline">Min</button>
+        <button @click="internalValue = max" class="text-xs text-blue-500 hover:underline">Max</button>
+      </div>
+    </div>
+  </div>
+</template>
+
+<style scoped>
+.slider-blue {
+  --slider-connect-bg: #3b82f6;
+  --slider-tooltip-bg: #3b82f6;
+  --slider-handle-ring-color: #3b82f630;
+}
+</style>
diff --git a/bughog/web/vue/src/composables/useServerInfo.js b/bughog/web/vue/src/composables/useServerInfo.js
new file mode 100644
index 00000000..3ecc00d7
--- /dev/null
+++ b/bughog/web/vue/src/composables/useServerInfo.js
@@ -0,0 +1,44 @@
+import { reactive, computed } from 'vue';
+
+export function useServerInfo() {
+  const serverInfo = reactive({
+    db_info: {
+      host: null,
+      connected: false
+    },
+    logs: [],
+    state: {
+      is_running: false
+    },
+  });
+
+  const bannerMessage = computed(() => {
+    if (serverInfo.db_info.connected) {
+      return `Connected to MongoDB at ${serverInfo.db_info.host}`;
+    } else {
+      return `Connecting to database...`;
+    }
+  });
+
+  const updateServerInfo = (data) => {
+    if (data.logs) {
+      serverInfo.logs = data.logs;
+    }
+
+    for (const key in data) {
+      if (key === 'logs') continue;
+      serverInfo[key] = data[key];
+    }
+  };
+
+  const addLogEntry = (entry) => {
+    serverInfo.logs.push(entry);
+  };
+
+  return {
+    serverInfo,
+    bannerMessage,
+    updateServerInfo,
+    addLogEntry
+  };
+}
diff --git a/bughog/web/vue/src/composables/useWebSocket b/bughog/web/vue/src/composables/useWebSocket
new file mode 100644
index 00000000..b429a96a
--- /dev/null
+++ b/bughog/web/vue/src/composables/useWebSocket
@@ -0,0 +1,169 @@
+import { ref, onMounted, onUnmounted } from 'vue';
+import { toast } from 'vue3-toastify';
+
+export function useWebSocket(options = {}) {
+  const {
+    onMessage = () => {},
+    onOpen = () => {},
+    onError = () => {},
+    onClose = () => {},
+    autoConnect = true,
+    reconnectInterval = 3000,
+    maxReconnectAttempts = Infinity,
+  } = options;
+
+  const websocket = ref(null);
+  const isConnected = ref(false);
+  const reconnectAttempts = ref(0);
+  const reconnectTimer = ref(null);
+
+  const createSocket = () => {
+    const protocol = window.location.protocol === 'https:' ? 'wss:' : 'ws:';
+    const url = `${protocol}//${window.location.host}/api/socket/`;
+
+    const ws = new WebSocket(url);
+
+    ws.addEventListener('open', () => {
+      console.log('WebSocket opened!');
+      isConnected.value = true;
+      reconnectAttempts.value = 0;
+
+      onOpen(ws);
+    });
+
+    ws.addEventListener('message', (event) => {
+      try {
+        const data = JSON.parse(event.data);
+
+        // Handle notifications
+        if (data.hasOwnProperty('notification')) {
+          const { message, type } = data.notification;
+
+          if (type === 'info') {
+            toast.info(message);
+          } else if (type === 'error') {
+            toast.error(message);
+          }
+        }
+
+        // Call custom message handler with parsed data
+        onMessage(data);
+      } catch (error) {
+        console.error('Error parsing WebSocket message:', error);
+      }
+    });
+
+    ws.addEventListener('error', (event) => {
+      console.log('WebSocket error:', event.code, event.reason);
+      isConnected.value = false;
+
+      // Call custom error handler
+      onError(event);
+    });
+
+    ws.addEventListener('close', (event) => {
+      console.log('WebSocket closed:', event.code, event.reason);
+      isConnected.value = false;
+
+      // Call custom close handler
+      onClose(event);
+
+      // Attempt to reconnect
+      attemptReconnect();
+    });
+
+    return ws;
+  };
+
+  /**
+   * Attempts to reconnect to the WebSocket server
+   */
+  const attemptReconnect = () => {
+    if (reconnectAttempts.value >= maxReconnectAttempts) {
+      console.log('Max reconnect attempts reached');
+      return;
+    }
+
+    reconnectAttempts.value++;
+    console.log(`Attempting to reconnect... (${reconnectAttempts.value}/${maxReconnectAttempts})`);
+
+    reconnectTimer.value = setTimeout(() => {
+      websocket.value = createSocket();
+    }, reconnectInterval);
+  };
+
+  /**
+   * Sends data through the WebSocket connection
+   * @param {Object} data - Data to send (will be stringified)
+   */
+  const send = (data) => {
+    if (websocket.value === null || websocket.value === undefined || websocket.value.readyState > 1) {
+      console.log('WebSocket connection died, reviving...');
+      websocket.value = createSocket();
+
+      // Queue the message to be sent after reconnection
+      setTimeout(() => send(data), 1000);
+      return;
+    }
+
+    if (websocket.value.readyState === 0) {
+      console.log(`WebSocket is still trying to connect... (readyState: ${websocket.value.readyState})`);
+      // Queue the message to be sent after connection is established
+      setTimeout(() => send(data), 500);
+      return;
+    }
+
+    if (websocket.value.readyState === 1) {
+      websocket.value.send(JSON.stringify(data));
+    }
+  };
+
+  /**
+   * Manually connects the WebSocket
+   */
+  const connect = () => {
+    if (websocket.value && websocket.value.readyState === 1) {
+      console.log('WebSocket already connected');
+      return;
+    }
+
+    websocket.value = createSocket();
+  };
+
+  /**
+   * Manually disconnects the WebSocket
+   */
+  const disconnect = () => {
+    if (reconnectTimer.value) {
+      clearTimeout(reconnectTimer.value);
+      reconnectTimer.value = null;
+    }
+
+    if (websocket.value) {
+      websocket.value.close();
+      websocket.value = null;
+    }
+
+    isConnected.value = false;
+  };
+
+  // Lifecycle hooks
+  onMounted(() => {
+    if (autoConnect) {
+      connect();
+    }
+  });
+
+  onUnmounted(() => {
+    disconnect();
+  });
+
+  return {
+    websocket,
+    isConnected,
+    send,
+    connect,
+    disconnect,
+    reconnectAttempts,
+  };
+}
diff --git a/bughog/web/vue/src/main.js b/bughog/web/vue/src/main.js
index 32e46650..91c8452d 100644
--- a/bughog/web/vue/src/main.js
+++ b/bughog/web/vue/src/main.js
@@ -1,8 +1,10 @@
 import { createApp } from 'vue'
-import './style.css'
 import App from './App.vue'
+import router from './router'
+
+import './style.css'
 import 'flowbite'
-import 'axios'
+
 import Vue3Toastify from 'vue3-toastify';
 import 'vue3-toastify/dist/index.css';
 
@@ -10,6 +12,9 @@ import { OhVueIcon, addIcons } from "oh-vue-icons";
 import { MdInfooutline, FaRegularEdit, FaLink, FaPlus } from "oh-vue-icons/icons";
 
 addIcons(MdInfooutline, FaRegularEdit, FaLink, FaPlus);
+
 const app = createApp(App);
+app.use(router);
 app.use(Vue3Toastify, {autoclose: 5000, position: 'top-right'});
-app.component("v-icon", OhVueIcon).mount('#app')
+app.component("v-icon", OhVueIcon);
+app.mount('#app')
diff --git a/bughog/web/vue/src/router/index.js b/bughog/web/vue/src/router/index.js
new file mode 100644
index 00000000..8c685cb4
--- /dev/null
+++ b/bughog/web/vue/src/router/index.js
@@ -0,0 +1,22 @@
+import { createRouter, createWebHistory } from 'vue-router'
+import Home from '../views/Home.vue'
+import Playground from '../views/Playground.vue'
+
+const router = createRouter({
+  history: createWebHistory(),
+  routes: [
+    {
+      path: '/',
+      name: 'home',
+      component: Home
+    },
+    {
+      path: '/play/:subject_type/:subject_name/:project_name/:poc_name',
+      name: 'playground',
+      component: Playground,
+      props: true
+    }
+  ]
+})
+
+export default router
diff --git a/bughog/web/vue/src/views/Home.vue b/bughog/web/vue/src/views/Home.vue
new file mode 100644
index 00000000..42ab088e
--- /dev/null
+++ b/bughog/web/vue/src/views/Home.vue
@@ -0,0 +1,752 @@
+<script>
+import '@vueform/slider/themes/default.css';
+import { useDebounceFn } from '@vueuse/core';
+import axios from 'axios';
+import 'vue-multiselect/dist/vue-multiselect.min.css';
+import { useDarkMode } from '../composables/useDarkMode';
+import { useEvalParams } from '../composables/useEvalParams';
+import { useServerInfo } from '../composables/useServerInfo';
+import { useWebSocket } from '../composables/useWebSocket';
+import { toast } from 'vue3-toastify';
+
+import Banner from '../components/banner.vue';
+import EvaluationControls from '../components/evaluation-controls.vue';
+import EvaluationStatus from '../components/evaluation-status.vue';
+import Gantt from "../components/gantt.vue";
+import PocEditor from "../components/poc-editor.vue";
+import SectionHeader from "../components/section-header.vue";
+import Slider from '@vueform/slider';
+import Tooltip from "../components/tooltip.vue";
+import { useSubjectAvailability } from '../composables/useSubjectAvailability';
+
+export default {
+  components: {
+    Banner,
+    EvaluationStatus,
+    EvaluationControls,
+    Gantt,
+    PocEditor,
+    SectionHeader,
+    Slider,
+    Tooltip,
+  },
+  setup() {
+    const { darkMode } = useDarkMode()
+    const { evalParams, resetEvalParams } = useEvalParams()
+    const { serverInfo, updateServerInfo, bannerMessage } = useServerInfo();
+    const { subject_availability } = useSubjectAvailability(() => {
+      evalParams.version_range = subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name);
+    });
+    const socketHandlers = {
+        onOpen: () => {},
+        onMessage: () => {}
+    };
+    const { send: sendWithSocket, isConnected } = useWebSocket({
+      autoConnect: true,
+      onOpen: (ws) => {
+        socketHandlers.onOpen(ws);
+      },
+      onMessage: (data) => {
+        socketHandlers.onMessage(data);
+      }
+    });
+    return {
+      darkMode,
+      evalParams,
+      resetEvalParams,
+      subject_availability,
+
+      server_info: serverInfo,
+      updateServerInfo,
+
+      sendWithSocket,
+      isConnected,
+      registerSocketHandlers: (handlers) => {
+        socketHandlers.onOpen = handlers.onOpen;
+        socketHandlers.onMessage = handlers.onMessage;
+      }
+    }
+  },
+  data() {
+    return {
+      timer: null,
+      projects: [],
+      subject_settings: [],
+      cli_options_str: "",
+      previous_cli_options_list: [],
+      experiments: [],
+      select_all_experiments: false,
+      results: {
+        nb_of_evaluations: 0,
+      },
+      selected: {
+        experiment: null,
+      },
+      dialog: {
+        new_experiment_name: null,
+        new_project_name: null
+      },
+      target_mech_id_input: null,
+      target_mech_id: null,
+      fatal_error: null,
+      hide_advanced_evaluation_options: true,
+      hide_advanced_subject_options: true,
+      hide_logs: true,
+      hide_poc_editor: true,
+      system: null,
+      available_domains: null,
+    }
+  },
+  computed: {
+    "banner_message": function () {
+      if (this.fatal_error) {
+        return `A fatal error has occurred! Please, check the logs below...`
+      }
+      if (this.server_info.db_info.connected) {
+        return `Connected to MongoDB at ${this.server_info.db_info.host}`;
+      } else {
+        return `Connecting to database...`;
+      }
+    },
+    "computed_slider_merge": function () {
+      const version_range = this.subject_availability.get_subject_version_range(this.evalParams.subject_type, this.evalParams.subject_name);
+      return Math.ceil((version_range[1] - version_range[0]) / 7);
+    }
+  },
+  watch: {
+    "selected.experiment": function (val) {
+      if (val !== null) {
+        this.hide_poc_editor = false;
+      }
+    },
+    "target_mech_id_input": function (val) {
+      if (val === null || val === "") {
+        this.evalParams.target_mech_id = this.evalParams.experiment_to_plot;
+      } else {
+        this.evalParams.target_mech_id = val;
+      }
+    },
+    "evalParams.experiment_to_plot": function (val) {
+      if (val === null) {
+        console.log("Clearing plot.");
+        this.$refs.gantt.clear_plot();
+      }
+      if (this.target_mech_id_input === null || this.target_mech_id_input === "") {
+        this.evalParams.target_mech_id = val;
+      }
+    },
+    "evalParams.subject_type": function (val) {
+      console.log(`Setting subject type to '${val}'`);
+      const subject_names = this.subject_availability.get_available_subject_names_for_type(val);
+      if (subject_names !== null && subject_names.length > 0) {
+        this.evalParams.subject_name = subject_names[0];
+      }
+      this.get_projects(() => {
+        if (this.projects.length === 1) {
+          this.evalParams.project_name = this.projects[0];
+        } else {
+          this.evalParams.project_name = null;
+        }
+      });
+      this.selected.experiment = null;
+    },
+    "evalParams.subject_name": function (subject_name) {
+      if (subject_name === null) {
+        console.log("Unsetting subject");
+      } else {
+        console.log("Setting subject: " + subject_name)
+        this.evalParams.version_range = this.subject_availability.get_subject_version_range(this.evalParams.subject_type, subject_name);
+      }
+    },
+    "evalParams.project_name": function (project_name) {
+      if (project_name === null) {
+        console.log("Unsetting project name.");
+        this.experiments = [];
+      } else {
+        console.log(`Setting project name to '${project_name}'`);
+      }
+      this.evalParams.experiments = [];
+      this.select_all_experiments = false;
+      this.evalParams.experiment_to_plot = null;
+      this.selected.experiment = null;
+    },
+    "evalParams.experiments": function (experiments) {
+      if (experiments.length === 1) {
+        this.evalParams.experiment_to_plot = experiments[0];
+        this.propagate_new_params()
+      }
+      else if (this.evalParams.experiment_to_plot) {
+        if (!experiments.includes(this.evalParams.experiment_to_plot)) {
+          this.evalParams.experiment_to_plot = null;
+        }
+      }
+    },
+    "cli_options_str": function (val) {
+      if (val !== "") {
+        this.evalParams.cli_options = val.trim().split(" ");
+      } else {
+        this.evalParams.cli_options = [];
+      }
+    },
+    "select_all_experiments": function (val) {
+      if (this.select_all_experiments === true) {
+        this.evalParams.experiments = this.experiments
+          .filter(tuple => tuple[1]) // Only select enabled checkboxes
+          .map(tuple => tuple[0]);;
+      } else {
+        this.evalParams.experiments = [];
+      }
+    },
+  },
+  created: function () {
+    this.registerSocketHandlers({
+      onOpen: () => {
+        this.sendWithSocket({ get: ['all'] });
+        this.propagate_new_params();
+      },
+      onMessage: (data) => {
+        this.onSocketMessage(data);
+      }
+    });
+
+    this.propagate_new_params = useDebounceFn(() => {
+      console.log('<- Propagating parameter change ->');
+      const eval_params = JSON.parse(JSON.stringify(this.evalParams));
+     this.sendWithSocket({new_params: eval_params});
+    }, 50);
+
+    if (this.isConnected) {
+      this.sendWithSocket({ get: ['all'] });
+    }
+
+    this.get_projects();
+    const path = `/api/poc/domain/`;
+    axios.get(path)
+    .then((res) => {
+      if (res.data.status === "OK") {
+        this.available_domains = res.data.domains;
+      }
+    })
+    this.timer = setInterval(() => {
+      if (this.projects.length == 0 && this.evalParams.subject_type !== null) {
+        this.get_projects();
+      }
+      if (this.system == null) {
+        this.get_system_info();
+      }
+      this.fetch_server_info(["logs"]);
+    }, 2000);
+  },
+  mounted: function () {
+    setTimeout(function () {
+      log_section.scrollTo({ "top": log_section.scrollHeight, "behavior": "auto" });
+    },
+      500
+    );
+  },
+  methods: {
+    onSocketMessage(data) {
+      if (data.hasOwnProperty("update")) {
+        if (data.update.hasOwnProperty("plot_data")) {
+          const revision_data = data.update.plot_data.revision_data;
+          const version_data = data.update.plot_data.version_data;
+          this.$refs.gantt.update_plot(this.evalParams.subject_name, revision_data, version_data);
+          this.results.nb_of_evaluations = revision_data.outcome.length + version_data.outcome.length;
+        }
+        if (data.update.hasOwnProperty("experiments")) {
+          this.experiments = data.update.experiments;
+        }
+        if (data.update.hasOwnProperty("previous_cli_options")) {
+          this.previous_cli_options_list = data.update.previous_cli_options;
+        }
+        else {
+          this.updateServerInfo(data.update);
+        }
+      }
+    },
+    fetch_server_info(info_types) {
+      this.sendWithSocket({
+        "get": info_types
+      });
+    },
+    get_projects(cb) {
+      if (this.evalParams.subject_type === null || this.evalParams.subject_type === undefined) {
+        console.warn('Could not get projects because the subject type is not defined.');
+        return;
+      }
+      const path = `/api/poc/${this.evalParams.subject_type}/`;
+      axios.get(path)
+        .then((res) => {
+          if (res.data.status == "OK") {
+            this.projects = res.data.projects;
+            if (cb !== undefined) {
+              cb();
+            }
+          }
+        })
+        .catch((error) => {
+          console.error(error);
+        });
+    },
+    get_system_info() {
+      const path = `/api/system/`;
+      axios.get(path)
+        .then((res) => {
+          if (res.data.status == "OK") {
+            this.system = res.data;
+            const cpu_count = res.data["cpu_count"];
+            console.log(`${cpu_count} CPU cores detected by backend.`)
+            if (process.env.NODE_ENV === "development") {
+              console.log("Development mode: number of containers set to 1.");
+              this.evalParams.nb_of_containers = 1;
+            } else if (this.evalParams.nb_of_containers === null) {
+              if ("cpu_count" in res.data) {
+                const nb_of_containers = Math.max(cpu_count - 1, 1);
+                console.log(`Number of number of containers set to ${nb_of_containers}`);
+                this.evalParams.nb_of_containers = nb_of_containers;
+              } else {
+                this.evalParams.nb_of_containers = 1;
+              }
+            }
+          }
+        })
+        .catch((error) => {
+          console.error(error);
+        });
+    },
+    submit_form() {
+      const path = `/api/evaluation/start/`;
+      const payload = {
+        ...this.evalParams,
+      };
+      axios.post(path, payload)
+        .then((res) => {
+          if (res.data.status === "NOK") {
+            toast.error(res.data.msg, {
+              position: toast.POSITION.TOP_RIGHT
+            });
+          }
+        })
+        .catch((error) => {
+          console.error(error);
+        });
+    },
+    stop(forcefully) {
+      const path = `/api/evaluation/stop/`;
+      const data = {};
+      if (forcefully) {
+        data["forcefully"] = true;
+      }
+      axios.post(path, data)
+        .then((res) => {
+
+        })
+        .catch((error) => {
+          console.error(error);
+        });
+    },
+    fetch_results(url) {
+      return axios.put(url, JSON.stringify(this.evalParams), {
+        headers: {
+          'Content-Type': 'application/json',
+        }
+      })
+    },
+    create_new_experiment() {
+      const url = `/api/poc/${this.evalParams.subject_type}/${this.evalParams.project_name}/`;
+      axios.post(url, {'poc_name': this.dialog.new_experiment_name})
+      .then((res) => {
+        if (res.data.status === "OK") {
+          this.dialog.new_experiment_name = null;
+        } else {
+          alert(res.data.msg);
+        }
+      })
+      .catch((error) => {
+        console.error('Could not create new experiment');
+      });
+    },
+    async create_new_project() {
+      try {
+        const url = `/api/poc/${this.evalParams.subject_type}/`;
+        const new_project_name = this.dialog.new_project_name;
+
+        const res = await axios.post(url, {'project_name': new_project_name});
+
+        if (res.data.status === "OK") {
+          this.dialog.new_project_name = null;
+          const initial_project_count = this.projects.length;
+          let tries_left = 3;
+
+          while (tries_left > 0 && this.projects.length === initial_project_count) {
+            tries_left--;
+
+            await new Promise((resolve) => {
+              this.get_projects(() => {
+                if (this.projects.length > initial_project_count) {
+                  console.log(`Setting new project: ${new_project_name}`);
+                  this.evalParams.project_name = new_project_name;
+                  this.propagate_new_params();
+                }
+                resolve();
+              });
+            });
+            await new Promise((r) => setTimeout(r, 200))
+          }
+          if (this.projects.length === initial_project_count) {
+            console.warn('New project not detected after retries');
+          }
+        } else {
+          alert(res.data.msg);
+        }
+      } catch (error) {
+        console.error('Could not create new project', error);
+      }
+    }
+  },
+  beforeDestroy() {
+    clearInterval(this.timer);
+  }
+}
+</script>
+
+<template>
+  <div id="option-board" class="grid grid-rows-[4rem,50rem,auto,auto] grid-cols-[18rem,58rem] content-start gap-3 justify-center h-screen">
+
+    <!-- Banner -->
+    <Banner
+      :fatal_error="fatal_error"
+      :banner_message="banner_message"
+      :subject_availability="subject_availability"
+      v-model="evalParams"
+      @params-changed="propagate_new_params"
+      @toggle-dark-mode="darkMode = $event"
+    />
+
+    <!-- Subject settings and experiments -->
+    <div class="row-start-2 row-span-1 gap-3 flex flex-col">
+      <!-- Subject settings -->
+      <div class="form-section">
+        <section-header section="eval_range"></section-header>
+
+        <!-- Subject --><div class="form-subsection">
+    <h2 class="form-subsection-title">Subject</h2>
+    <div class="flex flex-row justify-center mx-5">
+      <div v-for="subject_name in subject_availability.get_available_subject_names_for_type(this.evalParams.subject_type)" :key="subject_name" class="radio-item flex-auto">
+        <input type="radio" :id="subject_name" name="subject" :value="subject_name" v-model="evalParams.subject_name" @change="propagate_new_params" />
+        <label :for="subject_name">{{ subject_name }}</label>
+      </div>
+    </div>
+  </div>
+
+        <div class="form-subsection">
+          <h2 class="form-subsection-title">Subject version range</h2>
+          <div class="flex flex-wrap">
+            <div class="w-5/6 m-auto pt-12">
+              <Slider
+                ref="version_slider"
+                v-model="evalParams.version_range"
+                :lazy=true
+                :min="subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name)[0]"
+                :max="subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name)[1]"
+                :merge="computed_slider_merge"
+                :disabled=false
+                class="slider"
+                @change="propagate_new_params"
+              />
+            </div>
+            <div class="pt-5 checkbox-item">
+              <input
+                v-model="this.evalParams.only_release_commits"
+                :true-value="false"
+                :false-value="true"
+                type="checkbox">
+              <label>Deep search
+                <tooltip tooltip="deep_search"></tooltip>
+              </label>
+            </div>
+          </div>
+        </div>
+      </div>
+
+      <!-- Experiments -->
+      <div class="form-section flex flex-col grow h-0">
+        <section-header section="experiments" class="w-1/2"></section-header>
+        <div class="flex mb-2 mr-1">
+          <select id="project_dropdown" v-model="this.evalParams.project_name" @change="propagate_new_params" >
+            <option disabled value="">Select a project</option>
+            <option v-for="project in projects">{{ project }}</option>
+          </select>
+          <button class="button ml-2" onclick="create_project_dialog.showModal()">
+            +
+          </button>
+        </div>
+        <div class="h-0 grow overflow-y-auto overflow-x-hidden">
+          <ul class="horizontal-select">
+            <li>
+              <div class="bg-gray-100 dark:bg-gray-800">
+                <input id="select_all_experiments" type="checkbox" class="ml-1" v-model="this.select_all_experiments">
+                <label for="vue-checkbox-list" class="flex group w-full">
+                  <div class="pl-0 w-full">
+                    <p class="truncate w-0 grow">
+                      Select all experiments
+                    </p>
+                    <p class="text-gray-600 dark:text-gray-500">
+                      ({{ experiments.length }})
+                    </p>
+                  </div>
+                </label>
+              </div>
+            </li>
+            <li v-for="tuple in experiments" :key="tuple[0]">
+              <div>
+                <input v-model="this.evalParams.experiments" type="checkbox" class="ml-1" :value="tuple[0]" :disabled="!tuple[1]">
+                <label for="vue-checkbox-list" class="flex group w-full">
+                  <div class="pl-0 w-full">
+                    <div v-if="!tuple[1]" class="text-red-500 font-bold">
+                      !
+                    </div>
+                    <p class="truncate w-0 grow">
+                      {{ tuple[0] }}
+                    </p>
+                  </div>
+                  <div role="button" @click="this.selected.experiment=tuple[0]" class="invisible w-content collapse group-hover:visible">
+                    <v-icon name="fa-regular-edit"/>
+                  </div>
+                </label>
+              </div>
+            </li>
+          </ul>
+        </div>
+        <div v-if="this.evalParams.project_name" role="button" class="button mt-2" onclick="create_experiment_dialog.showModal()">
+          Add new experiment
+        </div>
+      </div>
+    </div>
+
+    <!-- Start button and results section -->
+    <div class="row-start-2 col-start-2 flex flex-col h-full">
+      <EvaluationControls
+        :is-running="server_info.state.is_running === true"
+        :can-start="true"
+        @start="submit_form"
+        @stop-gracefully="stop(false)"
+        @stop-forcefully="stop(true)"
+      />
+      <div class="results-section mt-2 h-full flex flex-col">
+        <section-header section="results" left></section-header>
+        <div class="flex flex-wrap justify-between h-fit">
+          <select class="w-fit h-fit" v-model="this.evalParams.experiment_to_plot" @change="propagate_new_params">
+            <option disabled value="">Select an experiment</option>
+            <option v-for="experiment in this.evalParams.experiments">{{ experiment }}</option>
+          </select>
+          <div class="flex flex-wrap">
+            <evaluation-status :server_info="this.server_info">
+            </evaluation-status>
+          </div>
+          <div class="flex flex-wrap">
+            <ul class="my-3 w-64">
+              <li><b>Number of experiments:</b> {{ results.nb_of_evaluations }}</li>
+            </ul>
+          </div>
+        </div>
+        <gantt ref="gantt" :eval_params="this.evalParams"></gantt>
+      </div>
+    </div>
+
+    <!-- PoC editor -->
+    <div class="form-section col-span-2 row-start-3">
+      <div class="flex">
+        <h2 class="flex flex-initial w-1/2 form-section-title pt-2">
+          Experiment editor
+          <div v-if="this.selected.experiment !== null && !this.hide_poc_editor" class="px-1 font-normal">
+            ({{ this.selected.experiment }})
+          </div>
+        </h2>
+        <div class="w-full text-right">
+          <button class="collapse-button" @click="this.hide_poc_editor = !this.hide_poc_editor">
+            <div class="flex items-center">
+              <p class="text-xl pb-1 px-1">+</p>
+            </div>
+          </button>
+        </div>
+      </div>
+      <div :class="this.hide_poc_editor ? 'hidden w-full' : 'w-full'">
+        <poc-editor
+        :darkMode="this.darkMode"
+        :available_domains="this.available_domains"
+        :project="this.evalParams.project_name"
+        :poc="selected.experiment"
+        :subject_type="this.evalParams.subject_type"></poc-editor>
+      </div>
+    </div>
+
+    <!-- Advanced subject options -->
+    <!-- <div class="form-section col-span-2 row-start-4">
+      <div class="flex">
+        <h2 class="flex flex-initial w-1/2 form-section-title pt-2">
+          Advanced subject options
+        </h2>
+        <div class="w-full text-right">
+          <button class="collapse-button" @click="this.hide_advanced_subject_options = !this.hide_advanced_subject_options">
+            <div class="flex items-center">
+              <p class="text-xl pb-1 px-1">+</p>
+            </div>
+          </button>
+        </div>
+      </div>
+      <div :class="this.hide_advanced_subject_options ? 'hidden w-full' : 'w-full'">
+        <div>
+          <label for="cli_options" class="pb-2">CLI flags</label>
+          <input class="w-full dark:!text-white dark:!bg-gray-800" type="text" name="cli_options" v-model="this.cli_options_str">
+        </div>
+        <div>
+          <div>
+            <label class="pt-4 pb-2">Previously used CLI flags</label>
+          </div>
+          <ul class="">
+            <li v-for="cli_options_str in this.previous_cli_options_list">
+              <div role="button" @click="this.cli_options_str=cli_options_str" class="button my-1 !text-black !text-left !bg-white hover:!bg-gray-100 dark:!text-white dark:!bg-gray-800 dark:hover:!bg-gray-600">
+                {{ cli_options_str }}
+              </div>
+            </li>
+          </ul>
+        </div>
+      </div>
+    </div> -->
+
+    <!-- Advanced evaluation options -->
+    <div class="form-section h-fit col-span-2 row-start-4">
+      <div class="flex">
+        <h2 class="flex-initial w-1/2 form-section-title pt-2">Advanced evaluation options</h2>
+        <div class="w-full text-right">
+          <button class="collapse-button" @click="this.hide_advanced_evaluation_options = !this.hide_advanced_evaluation_options">
+            <div class="flex items-center">
+              <p class="text-xl pb-1 px-1">+</p>
+            </div>
+          </button>
+        </div>
+      </div>
+      <div :class="hide_advanced_evaluation_options ? 'hidden' : ''">
+        <div class="grid grid-cols-[auto,auto,auto] justify-start">
+          <!-- <div class="flex flex-col">
+            <div class="form-subsection">
+              <section-header section="subject_rev_range"></section-header>
+              <div class="p-1 w-1/2">
+                <label for="lower_commit_nb">Lower commit nb</label>
+                <input v-model.lazy="this.evalParams.lower_commit_nb" class="number-input w-32" type="number">
+              </div>
+
+              <div class="p-1 w-1/2">
+                <label for="upper_commit_nb">Upper rev nb</label>
+                <input v-model.lazy="this.evalParams.upper_commit_nb" class="number-input w-32" type="number">
+              </div>
+            </div>
+          </div> -->
+
+          <!-- Evaluation settings -->
+          <div class="form-subsection w-fit eval_opts col-start-3">
+            <section-header section="eval_settings"></section-header>
+            <div class="form-subsection">
+              <section-header section="search_strategy"></section-header>
+
+              <div class="radio-item">
+                <input v-model="this.evalParams.search_strategy" type="radio" id="bin_seq" name="search_strategy_option"
+                  value="bgb_sequence">
+                <label for="bgb_sequence">BGB sequence</label>
+                <tooltip tooltip="bgb_sequence"></tooltip>
+              </div>
+
+              <div class="radio-item">
+                <input v-model="this.evalParams.search_strategy" type="radio" id="bgb_search" name="search_strategy_option"
+                  value="bgb_search">
+                <label for="bgb_search">BGB search</label>
+                <tooltip tooltip="bgb_search"></tooltip>
+              </div>
+
+              <div class="radio-item">
+                <input v-model="this.evalParams.search_strategy" type="radio" id="comp_search" name="search_strategy_option"
+                  value="comp_search">
+                <label for="comp_search">Composite search</label>
+                <tooltip tooltip="comp_search"></tooltip>
+              </div>
+              <br>
+
+              <div class="flex items-baseline mb-1">
+                <label for="sequence_limit" class="mb-0 align-middle">Sequence limit</label>
+                <tooltip tooltip="sequence_limit"></tooltip>
+              </div>
+              <input v-model.number="this.evalParams.sequence_limit" class="input-box" type="number" min="1" max="10000">
+            </div>
+
+            <div class="form-subsection">
+              <section-header section="parallel_containers"></section-header>
+              <input v-model.number="this.evalParams.nb_of_containers" class="input-box" type="number" id="nb_of_containers"
+                name="nb_of_containers" min="1" max="16">
+            </div>
+          </div>
+        </div>
+      </div>
+    </div>
+
+    <!-- Logs -->
+    <div class="results-section h-fit col-span-2 row-start-5 flex-1">
+      <div class="flex">
+        <h2 class="flex-initial w-1/2 form-section-title">Log</h2>
+        <div class="w-full text-right">
+          <button class="collapse-button" @click="this.hide_logs = !this.hide_logs">
+            <div class="flex items-center">
+              <p class="text-xl pb-1 px-1">+</p>
+            </div>
+          </button>
+        </div>
+      </div>
+      <div :class="hide_logs ? 'hidden' : ''">
+        <div id="log_section" class="mt-3 h-96 bg-white overflow-y-scroll flex flex-col dark:bg-dark-3">
+          <ul>
+            <li v-for="entry in this.server_info.logs">
+              <p>{{ entry }}</p>
+            </li>
+          </ul>
+        </div>
+      </div>
+    </div>
+  </div>
+
+  <!-- Create file dialog -->
+  <dialog id="create_experiment_dialog" class="dialog">
+    <form method="dialog" @submit="create_new_experiment">
+      <p>
+        <label>
+          <div class="pb-5">
+            Enter new experiment name:
+          </div>
+          <input type="text" v-model="dialog.new_experiment_name" class="input-box" required autocomplete="off" />
+        </label>
+      </p>
+      <div class="flex pt-3">
+        <input type="submit" value="Create file" class="button m-2 w-full">
+        <input type="button" value="Cancel" class="button m-2" onclick="create_experiment_dialog.close()">
+      </div>
+    </form>
+  </dialog>
+
+  <!-- Create project dialog -->
+  <dialog id="create_project_dialog" class="dialog">
+    <form method="dialog" @submit="create_new_project">
+      <p>
+        <label>
+          <div class="pb-5">
+            Enter new project name:
+          </div>
+          <input type="text" v-model="dialog.new_project_name" class="input-box" required autocomplete="off" />
+        </label>
+      </p>
+      <div class="flex pt-3">
+        <input type="submit" value="Create project" class="button m-2 w-full">
+        <input type="button" value="Cancel" class="button m-2" onclick="create_project_dialog.close()">
+      </div>
+    </form>
+  </dialog>
+</template>
+
diff --git a/bughog/web/vue/src/views/Playground.vue b/bughog/web/vue/src/views/Playground.vue
new file mode 100644
index 00000000..2d891a92
--- /dev/null
+++ b/bughog/web/vue/src/views/Playground.vue
@@ -0,0 +1,337 @@
+<script>
+import '@vueform/slider/themes/default.css';
+import { useDebounceFn } from '@vueuse/core';
+import axios from 'axios';
+import { toast } from 'vue3-toastify';
+import { useDarkMode } from '../composables/useDarkMode';
+import { useServerInfo } from '../composables/useServerInfo';
+import { useSubjectAvailability } from '../composables/useSubjectAvailability';
+import { useWebSocket } from '../composables/useWebSocket';
+
+import ExperimentControls from '../components/experiment-controls.vue';
+import JsonTree from '../components/json-tree.vue';
+import PocEditor from "../components/poc-editor.vue";
+import SectionHeader from "../components/section-header.vue";
+import SubjectStateSelector from "../components/subject-state-selector.vue";
+import Tooltip from "../components/tooltip.vue";
+
+export default {
+  components: {
+    ExperimentControls,
+    JsonTree,
+    PocEditor,
+    SectionHeader,
+    SubjectStateSelector,
+    Tooltip,
+  },
+  props: {
+    subject_type: { type: String, required: true },
+    subject_name: { type: String, required: true },
+    project_name: { type: String, required: true },
+    poc_name: { type: String, required: true },
+  },
+  setup() {
+    const { darkMode } = useDarkMode()
+    const { serverInfo, updateServerInfo, bannerMessage } = useServerInfo();
+    const { subject_availability } = useSubjectAvailability();
+    const socketHandlers = {
+      onOpen: () => {},
+      onMessage: () => {}
+    };
+    const { send: sendWithSocket, isConnected } = useWebSocket({
+      autoConnect: true,
+      onOpen: (ws) => {
+        socketHandlers.onOpen(ws);
+      },
+      onMessage: (data) => {
+        socketHandlers.onMessage(data);
+      }
+    });
+    return {
+      darkMode,
+      subject_availability,
+
+      server_info: serverInfo,
+      updateServerInfo,
+
+      sendWithSocket,
+      isConnected,
+
+      registerSocketHandlers: (handlers) => {
+        socketHandlers.onOpen = handlers.onOpen;
+        socketHandlers.onMessage = handlers.onMessage;
+      }
+    }
+  },
+  data() {
+    return {
+      commit_nb: null,
+      experiment_result: null,
+    }
+  },
+  computed: {
+    experiment_parameters() {
+      return {
+        subject_type: this.subject_type,
+        subject_name: this.subject_name,
+        project_name: this.project_name,
+        poc_name: this.poc_name,
+        commit_nb: this.commit_nb,
+      };
+    },
+    valid_subject_names() {
+      return this.subject_availability.get_available_subject_names_for_type(this.subject_type) || [];
+    },
+    min_commit_nb() {
+      const subject = this.subject_availability.get_subject_by_name(this.subject_type, this.subject_name);
+      return subject["min_commit"];
+    },
+    max_commit_nb() {
+      const subject = this.subject_availability.get_subject_by_name(this.subject_type, this.subject_name);
+      return subject["max_commit"];
+    },
+  },
+  watch: {
+    // Watch for URL changes (e.g. when switching Subject Name).
+    '$route.params': {
+      handler: 'load_page_data',
+      immediate: true
+    },
+    'commit_nb': function() {
+      this.request_experiment_result();
+    },
+    'subject_name': function() {
+      this.request_experiment_result();
+    }
+  },
+  created() {
+    this.registerSocketHandlers({
+      onOpen: () => {
+      },
+      onMessage: (data) => {
+        this.onSocketMessage(data);
+      }
+    });
+    this.request_experiment_result = useDebounceFn(() => {
+      console.log('<- Propagating parameter change ->');
+      const experiment_params = JSON.parse(JSON.stringify(this.experiment_parameters));
+      this.sendWithSocket({'request_experiment_result': experiment_params});
+    }, 50);
+  },
+  methods: {
+    onSocketMessage(data) {
+      if (data.hasOwnProperty("update")) {
+        if (data.update.hasOwnProperty("experiment_result")) {
+          this.experiment_result = data.update.experiment_result;
+        } else {
+          this.updateServerInfo(data.update);
+        }
+      }
+    },
+    switch_subject(new_subject_name) {
+      this.$router.push({
+        name: 'playground',
+        params: {
+          subject_type: this.subject_type,
+          subject_name: new_subject_name,
+          project_name: this.project_name,
+          poc_name: this.poc_name
+        }
+      });
+    },
+    load_page_data() {
+      console.log(`Loading playground for ${this.subject_name} / ${this.poc_name}`);
+    },
+
+    // Experiment execution
+    start_experiment() {
+      const path = `/api/experiment/start/`;
+      axios.post(path, this.experiment_parameters)
+        .then((res) => {
+          if (res.data.status === "NOK") {
+            toast.error(res.data.msg, {
+              position: toast.POSITION.TOP_RIGHT
+            });
+          }
+        })
+        .catch((error) => {
+          console.error(error);
+        });
+    },
+    stop(forcefully) {
+      const path = `/api/experiment/stop/`;
+      const data = {};
+      if (forcefully) {
+        data["forcefully"] = true;
+      }
+      axios.post(path, data)
+        .then((res) => {
+
+        })
+        .catch((error) => {
+          console.error(error);
+        });
+    },
+    get_result_class(outcome) {
+      const map = {
+        'pass': 'bg-green-100 text-green-800 border-green-300',
+        'fail': 'bg-red-100 text-red-800 border-red-300',
+        'timeout': 'bg-orange-100 text-orange-800 border-orange-300'
+      };
+      return map[outcome] || 'bg-gray-100';
+    }
+  }
+}
+</script>
+
+<template>
+  <div class="pt-2 w-[70vw] mx-auto">
+    <div id="option-board" class="grid grid-rows-[auto_auto] grid-cols-1 content-start gap-3">
+
+      <!-- Subject selection, results panel and experiment control -->
+      <div class="grid grid-rows-1 grid-cols-[320px_1fr] gap-2">
+
+        <!-- Subject selection and experiment start control -->
+        <div class="grid grid-rows-[1fr_auto_auto_auto] gap-2">
+
+          <div class="bg-white dark:bg-gray-800 p-4 rounded shadow-sm">
+            <section-header section="eval_range"></section-header>
+
+            <div class="form-subsection mt-2">
+              <div v-if="valid_subject_names.length > 0" class="flex flex-col space-y-2">
+                <div v-for="name in valid_subject_names" :key="name" class="flex items-center">
+                  <input
+                    type="radio"
+                    :id="name"
+                    :value="name"
+                    :checked="name === subject_name"
+                    @change="switch_subject(name)"
+                    class="w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 focus:ring-blue-500"
+                  />
+                  <label :for="name" class="ms-2 text-sm font-medium cursor-pointer">
+                    {{ name }}
+                  </label>
+                </div>
+              </div>
+              <div v-else class="text-sm italic text-gray-500">
+                Loading subjects...
+              </div>
+            </div>
+          </div>
+
+          <div class="bg-white dark:bg-gray-800 p-4 rounded shadow-sm flex-1 flex flex-col">
+            <section-header section="eval_range"></section-header>
+
+            <div class="mt-4 space-y-4">
+              <div class="text-sm">
+                <p><strong>Project:</strong> {{ project_name }}</p>
+                <p><strong>PoC:</strong> {{ poc_name }}</p>
+              </div>
+
+              <subject-state-selector
+                v-model="this.commit_nb"
+                mode="commit"
+                :min="this.min_commit_nb"
+                :max="this.max_commit_nb"
+                class="mt-4"
+              ></subject-state-selector>
+            </div>
+          </div>
+
+          <!-- Experiment control -->
+          <ExperimentControls
+            :is-running="server_info.state.is_running === true"
+            :hasResult="experiment_result !== null"
+            :can-start="true"
+            @start="start_experiment"
+            @stop-gracefully="stop(false)"
+            @stop-forcefully="stop(true)"
+          />
+
+          <!-- Experiment meta-data -->
+          <div class="flex flex-col border rounded-md p-4 bg-white dark:bg-gray-800">
+            <h3 class="font-bold mb-4 text-lg border-b pb-2">Experiment meta-data</h3>
+            <!-- Row 1: Executable Version -->
+            <div class="flex justify-between py-2 border-b">
+              <span class="font-medium text-xs text-gray-700 dark:text-gray-300">Executable version</span>
+              <span v-if="experiment_result?.executable_version" class="font-mono text-xs text-gray-600 dark:text-gray-400">
+                {{ experiment_result.executable_version }}
+              </span>
+              <span v-else class="font-mono text-xs text-gray-600 dark:text-gray-400">-</span>
+            </div>
+            <!-- Row 2: Commit ID -->
+            <div class="flex justify-between py-2 border-b">
+              <span class="font-medium text-xs text-gray-700 dark:text-gray-300">Commit id</span>
+              <span v-if="experiment_result?.state.commit_id" class="font-mono text-xs text-gray-600 dark:text-gray-400 truncate max-w-[12rem]" :title="experiment_result.state.commit_id">
+                {{ experiment_result.state.commit_id }}
+              </span>
+              <span v-else class="font-mono text-xs text-gray-600 dark:text-gray-400">-</span>
+            </div>
+            <!-- Row 3: Clean -->
+            <div class="flex justify-between py-2 border-b last:border-0">
+              <span class="font-medium text-xs text-gray-700 dark:text-gray-300">Clean</span>
+              <span
+                v-if="experiment_result?.is_dirty !== undefined"
+                class="font-mono font-bold text-xs"
+                :class="experiment_result.is_dirty ? 'text-red-600' : 'text-green-600'"
+              >
+                {{ experiment_result.is_dirty ? "no" : "yes" }}
+              </span>
+              <span v-else class="font-mono text-xs text-gray-600 dark:text-gray-400">-</span>
+            </div>
+          </div>
+        </div>
+
+        <!-- Results -->
+        <div class="grid grid-cols-[auto_1fr] gap-2">
+
+          <!-- BugHog variables -->
+          <div class="flex flex-col min-h-0 h-full border rounded-md p-4 bg-white dark:bg-gray-800 overflow-y-auto min-w-64 max-w-96">
+            <h3 class="font-bold mb-4 text-lg border-b pb-2">Variables</h3>
+
+            <div v-if="experiment_result?.result_variables">
+              <div
+                v-for="([key, value], index) in experiment_result?.result_variables"
+                :key="index"
+                class="flex justify-between py-2 border-b last:border-0 px-2"
+              >
+                <span class="font-medium text-gray-700 dark:text-gray-300">{{ key }}</span>
+                <span
+                  class="font-mono"
+                  :class="{
+                    'text-green-600 font-bold': key === 'reproduced' && value === 'OK',
+                    'text-red-600 font-bold': key === 'reproduced' && value !== 'OK',
+                    'text-gray-600 dark:text-gray-400': key !== 'reproduced'
+                  }"
+                >
+                  {{ value }}
+                </span>
+              </div>
+            </div>
+            <div v-else class="text-gray-500 italic">No variables</div>
+          </div>
+
+          <!-- BugHog raw data -->
+          <div class="flex-1 gap-4 min-h-0 overflow-auto border rounded-md p-4 bg-white dark:bg-gray-800 h-[700px]" >
+              <h3 class="font-bold mb-4 text-lg border-b pb-2">Raw data</h3>
+              <json-tree v-if="experiment_result?.raw_results" :data="experiment_result.raw_results" :initial-expanded="true"></json-tree>
+              <div v-else class="text-gray-500 italic">No raw data</div>
+          </div>
+        </div>
+      </div>
+
+      <!-- PoC Editor -->
+      <div class="bg-white dark:bg-gray-800 p-4 rounded shadow-sm flex-shrink-0 col-span-full">
+          <div>
+            <poc-editor
+              :darkMode="this.darkMode"
+              :project="this.project_name"
+              :poc="this.poc_name"
+              :subject_type="this.subject_type"
+              :available_domains="['leak.test', 'b.test', 'a.test', 'sub.a.test']"
+            ></poc-editor>
+          </div>
+        </div>
+    </div>
+  </div>
+</template>
diff --git a/bughog/worker.py b/bughog/worker.py
index f9a7edf7..e0bfd6aa 100644
--- a/bughog/worker.py
+++ b/bughog/worker.py
@@ -6,10 +6,10 @@
 from bughog.database.mongo.mongodb import MongoDB
 from bughog.evaluation.evaluation import Evaluation
 from bughog.exceptions import SystemError, UserError
-from bughog.parameters import EvaluationParameters
+from bughog.parameters import ExperimentParameters
 from bughog.version_control.state.base import State
 
-# This logger argument is set explicitly so when this file is ran as a script, it will still use the logger configuration
+# This logger argument is set explicitly so when this file is ran as a script, it will still use the logger configuration.
 logger = logging.getLogger('bughog.worker')
 
 
@@ -23,7 +23,7 @@ def __run_by_worker() -> None:
         logger.info('Worker did not receive enough arguments.')
         os._exit(0)
 
-    params = EvaluationParameters.deserialize(sys.argv[1])
+    params = ExperimentParameters.deserialize(sys.argv[1])
     state = State.deserialize(sys.argv[2])
 
     MongoDB().connect(params.database_params)
@@ -36,7 +36,7 @@ def __run_by_worker() -> None:
     os._exit(0)
 
 
-def run(params: EvaluationParameters, state: State):
+def run(params: ExperimentParameters, state: State):
     """
     Executes evaluation based on given parameters.
     """

From f3d4c8df4214c5e0e3a75404d9931db31974e99c Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 19 Feb 2026 21:10:24 +0000
Subject: [PATCH 05/55] refactor: rename playground to lab and enhance
 experiment selection

- Rename Playground.vue to Lab.vue and update all routing/references to '/lab'
- Sync dark mode toggle with global state and fix dark mode visibility for buttons
- Enhance experiment list in Home.vue with selection counts and hover actions (Edit, Lab)
- Improve experiment selection logic to correctly sync "Select All" state
- Fix subject state selector to handle null inputs and out-of-range increments
- Stabilize Gantt chart dropdown width with truncation
- Wrap Lab page controls in styled panes to match UI consistency
---
 bughog/web/vue/src/components/banner.vue      |   5 +-
 .../src/components/subject-state-selector.vue |  12 +-
 bughog/web/vue/src/main.js                    |   4 +-
 bughog/web/vue/src/router/index.js            |   8 +-
 bughog/web/vue/src/style.css                  |   2 +-
 bughog/web/vue/src/views/Home.vue             |  65 +++-
 bughog/web/vue/src/views/Lab.vue              | 264 ++++++++++++++
 bughog/web/vue/src/views/Playground.vue       | 337 ------------------
 8 files changed, 327 insertions(+), 370 deletions(-)
 create mode 100644 bughog/web/vue/src/views/Lab.vue
 delete mode 100644 bughog/web/vue/src/views/Playground.vue

diff --git a/bughog/web/vue/src/components/banner.vue b/bughog/web/vue/src/components/banner.vue
index e64404b6..cf8a45b2 100644
--- a/bughog/web/vue/src/components/banner.vue
+++ b/bughog/web/vue/src/components/banner.vue
@@ -1,5 +1,6 @@
 <script setup>
-import { ref, computed } from 'vue';
+import { computed } from 'vue';
+import { useDarkMode } from '../composables/useDarkMode';
 
 const props = defineProps({
   fatal_error: {
@@ -32,7 +33,7 @@ const evalParams = computed({
   set: (val) => emit('update:modelValue', val)
 });
 
-const darkMode = ref(false);
+const { darkMode } = useDarkMode();
 
 const propagate_new_params = () => {
   emit('params-changed', evalParams.value);
diff --git a/bughog/web/vue/src/components/subject-state-selector.vue b/bughog/web/vue/src/components/subject-state-selector.vue
index 8b4cd194..f9ba0949 100644
--- a/bughog/web/vue/src/components/subject-state-selector.vue
+++ b/bughog/web/vue/src/components/subject-state-selector.vue
@@ -63,9 +63,9 @@ const isSliderMode = computed(() => {
     <div v-else class="relative">
       <div class="flex items-center">
         <button
-          @click="internalValue = Math.max(min, internalValue - 1)"
+          @click="internalValue = internalValue != null ? Math.max(min, internalValue - 1) : min"
           class="px-3 py-2 bg-gray-200 hover:bg-gray-300 rounded-l border border-r-0 border-gray-300 dark:bg-gray-700 dark:border-gray-600 dark:text-white"
-          :disabled="disabled || internalValue <= min"
+          :disabled="disabled || (internalValue != null && internalValue <= min)"
         >
           -
         </button>
@@ -78,17 +78,17 @@ const isSliderMode = computed(() => {
           class="w-full text-center p-2 border-t border-b border-gray-300 focus:ring-blue-500 focus:border-blue-500 dark:bg-gray-800 dark:border-gray-600 dark:text-white"
         />
         <button
-          @click="internalValue = Math.min(max, internalValue + 1)"
+          @click="internalValue = internalValue != null ? Math.min(max, internalValue + 1) : max"
           class="px-3 py-2 bg-gray-200 hover:bg-gray-300 rounded-r border border-l-0 border-gray-300 dark:bg-gray-700 dark:border-gray-600 dark:text-white"
-          :disabled="disabled || internalValue >= max"
+          :disabled="disabled || (internalValue != null && internalValue >= max)"
         >
           +
         </button>
       </div>
 
       <div v-if="mode === 'commit'" class="flex justify-between mt-1">
-        <button @click="internalValue = min" class="text-xs text-blue-500 hover:underline">Min</button>
-        <button @click="internalValue = max" class="text-xs text-blue-500 hover:underline">Max</button>
+        <button @click="internalValue = min" class="no-style text-xs text-blue-500 hover:underline">Min</button>
+        <button @click="internalValue = max" class="no-style text-xs text-blue-500 hover:underline">Max</button>
       </div>
     </div>
   </div>
diff --git a/bughog/web/vue/src/main.js b/bughog/web/vue/src/main.js
index 91c8452d..62f81ac6 100644
--- a/bughog/web/vue/src/main.js
+++ b/bughog/web/vue/src/main.js
@@ -9,9 +9,9 @@ import Vue3Toastify from 'vue3-toastify';
 import 'vue3-toastify/dist/index.css';
 
 import { OhVueIcon, addIcons } from "oh-vue-icons";
-import { MdInfooutline, FaRegularEdit, FaLink, FaPlus } from "oh-vue-icons/icons";
+import { MdInfooutline, FaRegularEdit, FaLink, FaPlus, HiBeaker } from "oh-vue-icons/icons";
 
-addIcons(MdInfooutline, FaRegularEdit, FaLink, FaPlus);
+addIcons(MdInfooutline, FaRegularEdit, FaLink, FaPlus, HiBeaker);
 
 const app = createApp(App);
 app.use(router);
diff --git a/bughog/web/vue/src/router/index.js b/bughog/web/vue/src/router/index.js
index 8c685cb4..2b7faa4c 100644
--- a/bughog/web/vue/src/router/index.js
+++ b/bughog/web/vue/src/router/index.js
@@ -1,6 +1,6 @@
 import { createRouter, createWebHistory } from 'vue-router'
 import Home from '../views/Home.vue'
-import Playground from '../views/Playground.vue'
+import Lab from '../views/Lab.vue'
 
 const router = createRouter({
   history: createWebHistory(),
@@ -11,9 +11,9 @@ const router = createRouter({
       component: Home
     },
     {
-      path: '/play/:subject_type/:subject_name/:project_name/:poc_name',
-      name: 'playground',
-      component: Playground,
+      path: '/lab/:subject_type/:subject_name/:project_name/:poc_name',
+      name: 'lab',
+      component: Lab,
       props: true
     }
   ]
diff --git a/bughog/web/vue/src/style.css b/bughog/web/vue/src/style.css
index 229b9922..70b938e2 100644
--- a/bughog/web/vue/src/style.css
+++ b/bughog/web/vue/src/style.css
@@ -39,7 +39,7 @@ select {
 }
 
 .horizontal-select label {
-  @apply w-full py-3 ml-1 text-sm text-left font-medium truncate
+  @apply w-full py-3 ml-1 text-sm text-left font-medium
 }
 
 label {
diff --git a/bughog/web/vue/src/views/Home.vue b/bughog/web/vue/src/views/Home.vue
index 42ab088e..887afa40 100644
--- a/bughog/web/vue/src/views/Home.vue
+++ b/bughog/web/vue/src/views/Home.vue
@@ -171,15 +171,22 @@ export default {
       this.selected.experiment = null;
     },
     "evalParams.experiments": function (experiments) {
+      const totalEnabled = this.experiments.filter(tuple => tuple[1]).length;
+      if (totalEnabled > 0 && experiments.length === totalEnabled) {
+        this.select_all_experiments = true;
+      } else if (experiments.length < totalEnabled) {
+        this.select_all_experiments = false;
+      }
+
       if (experiments.length === 1) {
         this.evalParams.experiment_to_plot = experiments[0];
-        this.propagate_new_params()
       }
       else if (this.evalParams.experiment_to_plot) {
         if (!experiments.includes(this.evalParams.experiment_to_plot)) {
           this.evalParams.experiment_to_plot = null;
         }
       }
+      this.propagate_new_params();
     },
     "cli_options_str": function (val) {
       if (val !== "") {
@@ -189,12 +196,17 @@ export default {
       }
     },
     "select_all_experiments": function (val) {
-      if (this.select_all_experiments === true) {
-        this.evalParams.experiments = this.experiments
-          .filter(tuple => tuple[1]) // Only select enabled checkboxes
-          .map(tuple => tuple[0]);;
+      const totalEnabled = this.experiments.filter(tuple => tuple[1]).length;
+      if (val === true) {
+        if (this.evalParams.experiments.length !== totalEnabled) {
+          this.evalParams.experiments = this.experiments
+            .filter(tuple => tuple[1])
+            .map(tuple => tuple[0]);
+        }
       } else {
-        this.evalParams.experiments = [];
+        if (this.evalParams.experiments.length === totalEnabled) {
+          this.evalParams.experiments = [];
+        }
       }
     },
   },
@@ -264,6 +276,18 @@ export default {
         }
       }
     },
+    openLab(poc_name) {
+      const routeData = this.$router.resolve({
+        name: 'lab',
+        params: {
+          subject_type: this.evalParams.subject_type,
+          subject_name: this.evalParams.subject_name,
+          project_name: this.evalParams.project_name,
+          poc_name: poc_name
+        }
+      });
+      window.open(routeData.href, '_blank');
+    },
     fetch_server_info(info_types) {
       this.sendWithSocket({
         "get": info_types
@@ -486,32 +510,37 @@ export default {
             <li>
               <div class="bg-gray-100 dark:bg-gray-800">
                 <input id="select_all_experiments" type="checkbox" class="ml-1" v-model="this.select_all_experiments">
-                <label for="vue-checkbox-list" class="flex group w-full">
+                <label for="select_all_experiments" class="flex group w-full cursor-pointer">
                   <div class="pl-0 w-full">
                     <p class="truncate w-0 grow">
                       Select all experiments
                     </p>
                     <p class="text-gray-600 dark:text-gray-500">
-                      ({{ experiments.length }})
+                      ({{ evalParams.experiments.length }}/{{ experiments.filter(t => t[1]).length }})
                     </p>
                   </div>
                 </label>
               </div>
             </li>
-            <li v-for="tuple in experiments" :key="tuple[0]">
-              <div>
-                <input v-model="this.evalParams.experiments" type="checkbox" class="ml-1" :value="tuple[0]" :disabled="!tuple[1]">
-                <label for="vue-checkbox-list" class="flex group w-full">
-                  <div class="pl-0 w-full">
-                    <div v-if="!tuple[1]" class="text-red-500 font-bold">
+            <li v-for="tuple in experiments" :key="tuple[0]" class="group">
+              <div class="flex items-center">
+                <input :id="'checkbox-' + tuple[0]" v-model="this.evalParams.experiments" type="checkbox" class="ml-1" :value="tuple[0]" :disabled="!tuple[1]">
+                <label :for="'checkbox-' + tuple[0]" class="flex w-full items-center cursor-pointer min-w-0">
+                  <div class="pl-0 grow min-w-0 flex items-center">
+                    <div v-if="!tuple[1]" class="text-red-500 font-bold mr-1">
                       !
                     </div>
-                    <p class="truncate w-0 grow">
+                    <p class="grow min-w-0 whitespace-nowrap group-hover:truncate">
                       {{ tuple[0] }}
                     </p>
                   </div>
-                  <div role="button" @click="this.selected.experiment=tuple[0]" class="invisible w-content collapse group-hover:visible">
-                    <v-icon name="fa-regular-edit"/>
+                  <div class="invisible group-hover:visible flex items-center ml-2 shrink-0 w-0 group-hover:w-auto overflow-hidden">
+                    <div role="button" @click.stop.prevent="this.selected.experiment=tuple[0]" title="Edit PoC">
+                      <v-icon name="fa-regular-edit"/>
+                    </div>
+                    <div role="button" @click.stop.prevent="openLab(tuple[0])" title="Open Lab">
+                      <v-icon name="hi-beaker"/>
+                    </div>
                   </div>
                 </label>
               </div>
@@ -536,7 +565,7 @@ export default {
       <div class="results-section mt-2 h-full flex flex-col">
         <section-header section="results" left></section-header>
         <div class="flex flex-wrap justify-between h-fit">
-          <select class="w-fit h-fit" v-model="this.evalParams.experiment_to_plot" @change="propagate_new_params">
+          <select class="w-64 truncate h-fit" v-model="this.evalParams.experiment_to_plot" @change="propagate_new_params">
             <option disabled value="">Select an experiment</option>
             <option v-for="experiment in this.evalParams.experiments">{{ experiment }}</option>
           </select>
diff --git a/bughog/web/vue/src/views/Lab.vue b/bughog/web/vue/src/views/Lab.vue
new file mode 100644
index 00000000..55ec9d5d
--- /dev/null
+++ b/bughog/web/vue/src/views/Lab.vue
@@ -0,0 +1,264 @@
+<script setup>
+import '@vueform/slider/themes/default.css';
+import { useDebounceFn } from '@vueuse/core';
+import axios from 'axios';
+import { computed, ref, watch } from 'vue';
+import { useRoute, useRouter } from 'vue-router';
+import { toast } from 'vue3-toastify';
+
+import ExperimentControls from '../components/experiment-controls.vue';
+import JsonTree from '../components/json-tree.vue';
+import PocEditor from "../components/poc-editor.vue";
+import SectionHeader from "../components/section-header.vue";
+import SubjectStateSelector from "../components/subject-state-selector.vue";
+
+import { useDarkMode } from '../composables/useDarkMode';
+import { useServerInfo } from '../composables/useServerInfo';
+import { useSubjectAvailability } from '../composables/useSubjectAvailability';
+import { useWebSocket } from '../composables/useWebSocket';
+
+const props = defineProps({
+  subject_type: { type: String, required: true },
+  subject_name: { type: String, required: true },
+  project_name: { type: String, required: true },
+  poc_name: { type: String, required: true },
+});
+
+const route = useRoute();
+const router = useRouter();
+
+const { darkMode } = useDarkMode();
+const { serverInfo, updateServerInfo } = useServerInfo();
+const { subject_availability } = useSubjectAvailability();
+
+const commit_nb = ref(null);
+const experiment_result = ref(null);
+
+// Computed
+const experiment_parameters = computed(() => ({
+  subject_type: props.subject_type,
+  subject_name: props.subject_name,
+  project_name: props.project_name,
+  poc_name: props.poc_name,
+  commit_nb: commit_nb.value,
+}));
+
+const valid_subject_names = computed(() => {
+  return subject_availability.get_available_subject_names_for_type(props.subject_type) || [];
+});
+
+const min_commit_nb = computed(() => {
+  const subject = subject_availability.get_subject_by_name(props.subject_type, props.subject_name);
+  return subject?.min_commit;
+});
+
+const max_commit_nb = computed(() => {
+  const subject = subject_availability.get_subject_by_name(props.subject_type, props.subject_name);
+  return subject?.max_commit;
+});
+
+// Socket logic
+const onSocketMessage = (data) => {
+  if (data.hasOwnProperty("update")) {
+    if (data.update.hasOwnProperty("experiment_result")) {
+      experiment_result.value = data.update.experiment_result;
+    } else {
+      updateServerInfo(data.update);
+    }
+  }
+};
+
+const { send: sendWithSocket } = useWebSocket({
+  autoConnect: true,
+  onMessage: onSocketMessage
+});
+
+const request_experiment_result = useDebounceFn(() => {
+  console.log('<- Propagating parameter change ->');
+  sendWithSocket({ request_experiment_result: JSON.parse(JSON.stringify(experiment_parameters.value)) });
+}, 50);
+
+// Watchers
+watch(() => route.params, () => {
+  console.log(`Loading lab for ${props.subject_name} / ${props.poc_name}`);
+}, { immediate: true });
+
+watch([commit_nb, () => props.subject_name], () => {
+  request_experiment_result();
+});
+
+// Methods
+const switch_subject = (new_subject_name) => {
+  router.push({
+    name: 'lab',
+    params: {
+      ...props,
+      subject_name: new_subject_name,
+    }
+  });
+};
+
+const start_experiment = () => {
+  const path = `/api/experiment/start/`;
+  axios.post(path, experiment_parameters.value)
+    .then((res) => {
+      if (res.data.status === "NOK") {
+        toast.error(res.data.msg, { position: toast.POSITION.TOP_RIGHT });
+      }
+    })
+    .catch(console.error);
+};
+
+const stop = (forcefully) => {
+  const path = `/api/experiment/stop/`;
+  const data = forcefully ? { forcefully: true } : {};
+  axios.post(path, data).catch(console.error);
+};
+</script>
+
+<template>
+  <div class="pt-2 w-[85vw] mx-auto">
+    <div id="option-board" class="grid grid-rows-[auto_auto] grid-cols-1 content-start gap-3">
+
+      <!-- Subject selection, results panel and experiment control -->
+      <div class="grid grid-rows-1 grid-cols-[320px_1fr] gap-2">
+
+        <!-- Subject selection and experiment control -->
+        <div class="grid grid-rows-[auto_auto_auto_1fr] gap-3">
+
+          <div class="form-section">
+            <h2 class="form-section-title pb-4">Experiment details</h2>
+            <div class="text-sm">
+              <p><strong>Project:</strong> {{ project_name }}</p>
+              <p><strong>PoC:</strong> {{ poc_name }}</p>
+            </div>
+          </div>
+
+          <div class="form-section">
+            <h2 class="form-section-title pb-4">Subject selection</h2>
+
+            <div v-if="valid_subject_names.length > 0" class="flex flex-col">
+              <div v-for="name in valid_subject_names" :key="name" class="radio-item">
+                <input
+                  type="radio"
+                  :id="name"
+                  :value="name"
+                  :checked="name === subject_name"
+                  @change="switch_subject(name)"
+                />
+                <label :for="name">
+                  {{ name }}
+                </label>
+              </div>
+            </div>
+            <div v-else class="text-sm italic text-gray-500">
+              Loading subjects...
+            </div>
+            <subject-state-selector
+              v-model="commit_nb"
+              mode="commit"
+              :min="min_commit_nb"
+              :max="max_commit_nb"
+              class="mt-4"
+            ></subject-state-selector>
+          </div>
+
+          <!-- Experiment control -->
+          <div class="form-section">
+            <ExperimentControls
+              :is-running="serverInfo.state.is_running === true"
+              :hasResult="experiment_result !== null"
+              :can-start="true"
+              @start="start_experiment"
+              @stop-gracefully="stop(false)"
+              @stop-forcefully="stop(true)"
+            />
+          </div>
+
+          <!-- Experiment meta-data -->
+          <div class="form-section flex flex-col">
+            <h2 class="form-section-title">Experiment meta-data</h2>
+            <!-- Row 1: Executable Version -->
+            <div class="flex justify-between py-2 border-b dark:border-gray-700">
+              <span class="font-medium text-xs text-gray-700 dark:text-gray-300">Executable version</span>
+              <span v-if="experiment_result?.executable_version" class="font-mono text-xs text-gray-600 dark:text-gray-400">
+                {{ experiment_result.executable_version }}
+              </span>
+              <span v-else class="font-mono text-xs text-gray-600 dark:text-gray-400">-</span>
+            </div>
+            <!-- Row 2: Commit ID -->
+            <div class="flex justify-between py-2 border-b dark:border-gray-700">
+              <span class="font-medium text-xs text-gray-700 dark:text-gray-300">Commit id</span>
+              <span v-if="experiment_result?.state.commit_id" class="font-mono text-xs text-gray-600 dark:text-gray-400 truncate max-w-[12rem]" :title="experiment_result.state.commit_id">
+                {{ experiment_result.state.commit_id }}
+              </span>
+              <span v-else class="font-mono text-xs text-gray-600 dark:text-gray-400">-</span>
+            </div>
+            <!-- Row 3: Clean -->
+            <div class="flex justify-between py-2 border-b dark:border-gray-700 last:border-0">
+              <span class="font-medium text-xs text-gray-700 dark:text-gray-300">Clean</span>
+              <span
+                v-if="experiment_result?.is_dirty !== undefined"
+                class="font-mono font-bold text-xs"
+                :class="experiment_result.is_dirty ? 'text-red-600' : 'text-green-600'"
+              >
+                {{ experiment_result.is_dirty ? "no" : "yes" }}
+              </span>
+              <span v-else class="font-mono text-xs text-gray-600 dark:text-gray-400">-</span>
+            </div>
+          </div>
+        </div>
+
+        <!-- Results -->
+        <div class="grid grid-cols-[auto_1fr] gap-2">
+
+          <!-- BugHog variables -->
+          <div class="results-section flex flex-col min-h-0 h-full overflow-y-auto min-w-64 max-w-96">
+            <h2 class="form-section-title border-b pb-2 dark:border-gray-700">Variables</h2>
+
+            <div v-if="experiment_result?.result_variables">
+              <div
+                v-for="([key, value], index) in experiment_result?.result_variables"
+                :key="index"
+                class="flex justify-between py-2 border-b last:border-0 px-2 dark:border-gray-700"
+              >
+                <span class="font-medium text-gray-700 dark:text-gray-300">{{ key }}</span>
+                <span
+                  class="font-mono"
+                  :class="{
+                    'text-green-600 font-bold': key === 'reproduced' && value === 'OK',
+                    'text-red-600 font-bold': key === 'reproduced' && value !== 'OK',
+                    'text-gray-600 dark:text-gray-400': key !== 'reproduced'
+                  }"
+                >
+                  {{ value }}
+                </span>
+              </div>
+            </div>
+            <div v-else class="text-gray-500 italic">No variables</div>
+          </div>
+
+          <!-- BugHog raw data -->
+          <div class="results-section flex-1 gap-4 min-h-0 overflow-auto h-[700px]" >
+              <h2 class="form-section-title border-b pb-2 dark:border-gray-700">Raw data</h2>
+              <json-tree v-if="experiment_result?.raw_results" :data="experiment_result.raw_results" :initial-expanded="true"></json-tree>
+              <div v-else class="text-gray-500 italic">No raw data</div>
+          </div>
+        </div>
+      </div>
+
+      <!-- PoC Editor -->
+      <div class="form-section flex-shrink-0 col-span-full">
+          <div>
+            <poc-editor
+              :darkMode="darkMode"
+              :project="project_name"
+              :poc="poc_name"
+              :subject_type="subject_type"
+              :available_domains="['leak.test', 'b.test', 'a.test', 'sub.a.test']"
+            ></poc-editor>
+          </div>
+        </div>
+    </div>
+  </div>
+</template>
diff --git a/bughog/web/vue/src/views/Playground.vue b/bughog/web/vue/src/views/Playground.vue
deleted file mode 100644
index 2d891a92..00000000
--- a/bughog/web/vue/src/views/Playground.vue
+++ /dev/null
@@ -1,337 +0,0 @@
-<script>
-import '@vueform/slider/themes/default.css';
-import { useDebounceFn } from '@vueuse/core';
-import axios from 'axios';
-import { toast } from 'vue3-toastify';
-import { useDarkMode } from '../composables/useDarkMode';
-import { useServerInfo } from '../composables/useServerInfo';
-import { useSubjectAvailability } from '../composables/useSubjectAvailability';
-import { useWebSocket } from '../composables/useWebSocket';
-
-import ExperimentControls from '../components/experiment-controls.vue';
-import JsonTree from '../components/json-tree.vue';
-import PocEditor from "../components/poc-editor.vue";
-import SectionHeader from "../components/section-header.vue";
-import SubjectStateSelector from "../components/subject-state-selector.vue";
-import Tooltip from "../components/tooltip.vue";
-
-export default {
-  components: {
-    ExperimentControls,
-    JsonTree,
-    PocEditor,
-    SectionHeader,
-    SubjectStateSelector,
-    Tooltip,
-  },
-  props: {
-    subject_type: { type: String, required: true },
-    subject_name: { type: String, required: true },
-    project_name: { type: String, required: true },
-    poc_name: { type: String, required: true },
-  },
-  setup() {
-    const { darkMode } = useDarkMode()
-    const { serverInfo, updateServerInfo, bannerMessage } = useServerInfo();
-    const { subject_availability } = useSubjectAvailability();
-    const socketHandlers = {
-      onOpen: () => {},
-      onMessage: () => {}
-    };
-    const { send: sendWithSocket, isConnected } = useWebSocket({
-      autoConnect: true,
-      onOpen: (ws) => {
-        socketHandlers.onOpen(ws);
-      },
-      onMessage: (data) => {
-        socketHandlers.onMessage(data);
-      }
-    });
-    return {
-      darkMode,
-      subject_availability,
-
-      server_info: serverInfo,
-      updateServerInfo,
-
-      sendWithSocket,
-      isConnected,
-
-      registerSocketHandlers: (handlers) => {
-        socketHandlers.onOpen = handlers.onOpen;
-        socketHandlers.onMessage = handlers.onMessage;
-      }
-    }
-  },
-  data() {
-    return {
-      commit_nb: null,
-      experiment_result: null,
-    }
-  },
-  computed: {
-    experiment_parameters() {
-      return {
-        subject_type: this.subject_type,
-        subject_name: this.subject_name,
-        project_name: this.project_name,
-        poc_name: this.poc_name,
-        commit_nb: this.commit_nb,
-      };
-    },
-    valid_subject_names() {
-      return this.subject_availability.get_available_subject_names_for_type(this.subject_type) || [];
-    },
-    min_commit_nb() {
-      const subject = this.subject_availability.get_subject_by_name(this.subject_type, this.subject_name);
-      return subject["min_commit"];
-    },
-    max_commit_nb() {
-      const subject = this.subject_availability.get_subject_by_name(this.subject_type, this.subject_name);
-      return subject["max_commit"];
-    },
-  },
-  watch: {
-    // Watch for URL changes (e.g. when switching Subject Name).
-    '$route.params': {
-      handler: 'load_page_data',
-      immediate: true
-    },
-    'commit_nb': function() {
-      this.request_experiment_result();
-    },
-    'subject_name': function() {
-      this.request_experiment_result();
-    }
-  },
-  created() {
-    this.registerSocketHandlers({
-      onOpen: () => {
-      },
-      onMessage: (data) => {
-        this.onSocketMessage(data);
-      }
-    });
-    this.request_experiment_result = useDebounceFn(() => {
-      console.log('<- Propagating parameter change ->');
-      const experiment_params = JSON.parse(JSON.stringify(this.experiment_parameters));
-      this.sendWithSocket({'request_experiment_result': experiment_params});
-    }, 50);
-  },
-  methods: {
-    onSocketMessage(data) {
-      if (data.hasOwnProperty("update")) {
-        if (data.update.hasOwnProperty("experiment_result")) {
-          this.experiment_result = data.update.experiment_result;
-        } else {
-          this.updateServerInfo(data.update);
-        }
-      }
-    },
-    switch_subject(new_subject_name) {
-      this.$router.push({
-        name: 'playground',
-        params: {
-          subject_type: this.subject_type,
-          subject_name: new_subject_name,
-          project_name: this.project_name,
-          poc_name: this.poc_name
-        }
-      });
-    },
-    load_page_data() {
-      console.log(`Loading playground for ${this.subject_name} / ${this.poc_name}`);
-    },
-
-    // Experiment execution
-    start_experiment() {
-      const path = `/api/experiment/start/`;
-      axios.post(path, this.experiment_parameters)
-        .then((res) => {
-          if (res.data.status === "NOK") {
-            toast.error(res.data.msg, {
-              position: toast.POSITION.TOP_RIGHT
-            });
-          }
-        })
-        .catch((error) => {
-          console.error(error);
-        });
-    },
-    stop(forcefully) {
-      const path = `/api/experiment/stop/`;
-      const data = {};
-      if (forcefully) {
-        data["forcefully"] = true;
-      }
-      axios.post(path, data)
-        .then((res) => {
-
-        })
-        .catch((error) => {
-          console.error(error);
-        });
-    },
-    get_result_class(outcome) {
-      const map = {
-        'pass': 'bg-green-100 text-green-800 border-green-300',
-        'fail': 'bg-red-100 text-red-800 border-red-300',
-        'timeout': 'bg-orange-100 text-orange-800 border-orange-300'
-      };
-      return map[outcome] || 'bg-gray-100';
-    }
-  }
-}
-</script>
-
-<template>
-  <div class="pt-2 w-[70vw] mx-auto">
-    <div id="option-board" class="grid grid-rows-[auto_auto] grid-cols-1 content-start gap-3">
-
-      <!-- Subject selection, results panel and experiment control -->
-      <div class="grid grid-rows-1 grid-cols-[320px_1fr] gap-2">
-
-        <!-- Subject selection and experiment start control -->
-        <div class="grid grid-rows-[1fr_auto_auto_auto] gap-2">
-
-          <div class="bg-white dark:bg-gray-800 p-4 rounded shadow-sm">
-            <section-header section="eval_range"></section-header>
-
-            <div class="form-subsection mt-2">
-              <div v-if="valid_subject_names.length > 0" class="flex flex-col space-y-2">
-                <div v-for="name in valid_subject_names" :key="name" class="flex items-center">
-                  <input
-                    type="radio"
-                    :id="name"
-                    :value="name"
-                    :checked="name === subject_name"
-                    @change="switch_subject(name)"
-                    class="w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 focus:ring-blue-500"
-                  />
-                  <label :for="name" class="ms-2 text-sm font-medium cursor-pointer">
-                    {{ name }}
-                  </label>
-                </div>
-              </div>
-              <div v-else class="text-sm italic text-gray-500">
-                Loading subjects...
-              </div>
-            </div>
-          </div>
-
-          <div class="bg-white dark:bg-gray-800 p-4 rounded shadow-sm flex-1 flex flex-col">
-            <section-header section="eval_range"></section-header>
-
-            <div class="mt-4 space-y-4">
-              <div class="text-sm">
-                <p><strong>Project:</strong> {{ project_name }}</p>
-                <p><strong>PoC:</strong> {{ poc_name }}</p>
-              </div>
-
-              <subject-state-selector
-                v-model="this.commit_nb"
-                mode="commit"
-                :min="this.min_commit_nb"
-                :max="this.max_commit_nb"
-                class="mt-4"
-              ></subject-state-selector>
-            </div>
-          </div>
-
-          <!-- Experiment control -->
-          <ExperimentControls
-            :is-running="server_info.state.is_running === true"
-            :hasResult="experiment_result !== null"
-            :can-start="true"
-            @start="start_experiment"
-            @stop-gracefully="stop(false)"
-            @stop-forcefully="stop(true)"
-          />
-
-          <!-- Experiment meta-data -->
-          <div class="flex flex-col border rounded-md p-4 bg-white dark:bg-gray-800">
-            <h3 class="font-bold mb-4 text-lg border-b pb-2">Experiment meta-data</h3>
-            <!-- Row 1: Executable Version -->
-            <div class="flex justify-between py-2 border-b">
-              <span class="font-medium text-xs text-gray-700 dark:text-gray-300">Executable version</span>
-              <span v-if="experiment_result?.executable_version" class="font-mono text-xs text-gray-600 dark:text-gray-400">
-                {{ experiment_result.executable_version }}
-              </span>
-              <span v-else class="font-mono text-xs text-gray-600 dark:text-gray-400">-</span>
-            </div>
-            <!-- Row 2: Commit ID -->
-            <div class="flex justify-between py-2 border-b">
-              <span class="font-medium text-xs text-gray-700 dark:text-gray-300">Commit id</span>
-              <span v-if="experiment_result?.state.commit_id" class="font-mono text-xs text-gray-600 dark:text-gray-400 truncate max-w-[12rem]" :title="experiment_result.state.commit_id">
-                {{ experiment_result.state.commit_id }}
-              </span>
-              <span v-else class="font-mono text-xs text-gray-600 dark:text-gray-400">-</span>
-            </div>
-            <!-- Row 3: Clean -->
-            <div class="flex justify-between py-2 border-b last:border-0">
-              <span class="font-medium text-xs text-gray-700 dark:text-gray-300">Clean</span>
-              <span
-                v-if="experiment_result?.is_dirty !== undefined"
-                class="font-mono font-bold text-xs"
-                :class="experiment_result.is_dirty ? 'text-red-600' : 'text-green-600'"
-              >
-                {{ experiment_result.is_dirty ? "no" : "yes" }}
-              </span>
-              <span v-else class="font-mono text-xs text-gray-600 dark:text-gray-400">-</span>
-            </div>
-          </div>
-        </div>
-
-        <!-- Results -->
-        <div class="grid grid-cols-[auto_1fr] gap-2">
-
-          <!-- BugHog variables -->
-          <div class="flex flex-col min-h-0 h-full border rounded-md p-4 bg-white dark:bg-gray-800 overflow-y-auto min-w-64 max-w-96">
-            <h3 class="font-bold mb-4 text-lg border-b pb-2">Variables</h3>
-
-            <div v-if="experiment_result?.result_variables">
-              <div
-                v-for="([key, value], index) in experiment_result?.result_variables"
-                :key="index"
-                class="flex justify-between py-2 border-b last:border-0 px-2"
-              >
-                <span class="font-medium text-gray-700 dark:text-gray-300">{{ key }}</span>
-                <span
-                  class="font-mono"
-                  :class="{
-                    'text-green-600 font-bold': key === 'reproduced' && value === 'OK',
-                    'text-red-600 font-bold': key === 'reproduced' && value !== 'OK',
-                    'text-gray-600 dark:text-gray-400': key !== 'reproduced'
-                  }"
-                >
-                  {{ value }}
-                </span>
-              </div>
-            </div>
-            <div v-else class="text-gray-500 italic">No variables</div>
-          </div>
-
-          <!-- BugHog raw data -->
-          <div class="flex-1 gap-4 min-h-0 overflow-auto border rounded-md p-4 bg-white dark:bg-gray-800 h-[700px]" >
-              <h3 class="font-bold mb-4 text-lg border-b pb-2">Raw data</h3>
-              <json-tree v-if="experiment_result?.raw_results" :data="experiment_result.raw_results" :initial-expanded="true"></json-tree>
-              <div v-else class="text-gray-500 italic">No raw data</div>
-          </div>
-        </div>
-      </div>
-
-      <!-- PoC Editor -->
-      <div class="bg-white dark:bg-gray-800 p-4 rounded shadow-sm flex-shrink-0 col-span-full">
-          <div>
-            <poc-editor
-              :darkMode="this.darkMode"
-              :project="this.project_name"
-              :poc="this.poc_name"
-              :subject_type="this.subject_type"
-              :available_domains="['leak.test', 'b.test', 'a.test', 'sub.a.test']"
-            ></poc-editor>
-          </div>
-        </div>
-    </div>
-  </div>
-</template>

From 3acab2585132effb78927572987f2b92f49a128e Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 19 Feb 2026 21:38:12 +0000
Subject: [PATCH 06/55] feat: update Lab UI with page title and active state
 indicator

- Set Lab page title to "Bughog - Lab"
- Replace non-functional stop button in ExperimentControls with a disabled "Running experiment..." indicator
- Remove unused stop experiment methods and listeners from Lab view
---
 .../web/vue/src/components/experiment-controls.vue   | 10 +++++-----
 bughog/web/vue/src/views/Lab.vue                     | 12 +++---------
 2 files changed, 8 insertions(+), 14 deletions(-)

diff --git a/bughog/web/vue/src/components/experiment-controls.vue b/bughog/web/vue/src/components/experiment-controls.vue
index 78139062..d459f434 100644
--- a/bughog/web/vue/src/components/experiment-controls.vue
+++ b/bughog/web/vue/src/components/experiment-controls.vue
@@ -16,18 +16,18 @@ const props = defineProps({
   }
 });
 
-const emit = defineEmits(['start', 'stop']);
+const emit = defineEmits(['start']);
 
 const buttonText = computed(() => {
   if (props.isRunning) {
-    return 'Stop experiment';
+    return 'Running experiment...';
   }
   return props.hasResult ? 'Rerun experiment' : 'Run experiment';
 });
 
 const buttonClass = computed(() => {
   if (props.isRunning) {
-    return 'bg-yellow-300 hover:bg-yellow-400 dark:bg-yellow-600 dark:hover:bg-yellow-500';
+    return 'bg-blue-300 dark:bg-blue-800 cursor-not-allowed text-gray-700 dark:text-gray-300';
   }
   if (!props.canStart) {
     return 'bg-gray-300 dark:bg-gray-700 cursor-not-allowed text-gray-500';
@@ -39,8 +39,8 @@ const buttonClass = computed(() => {
 <template>
   <div class="w-full">
     <button
-      @click="isRunning ? $emit('stop') : $emit('start')"
-      :disabled="!isRunning && !canStart"
+      @click="!isRunning && $emit('start')"
+      :disabled="isRunning || !canStart"
       :class="buttonClass"
       class="w-full text-black dark:text-white font-bold py-2 px-4 rounded transition-colors"
     >
diff --git a/bughog/web/vue/src/views/Lab.vue b/bughog/web/vue/src/views/Lab.vue
index 55ec9d5d..c724e4cc 100644
--- a/bughog/web/vue/src/views/Lab.vue
+++ b/bughog/web/vue/src/views/Lab.vue
@@ -1,6 +1,6 @@
 <script setup>
 import '@vueform/slider/themes/default.css';
-import { useDebounceFn } from '@vueuse/core';
+import { useDebounceFn, useTitle } from '@vueuse/core';
 import axios from 'axios';
 import { computed, ref, watch } from 'vue';
 import { useRoute, useRouter } from 'vue-router';
@@ -24,6 +24,8 @@ const props = defineProps({
   poc_name: { type: String, required: true },
 });
 
+useTitle('Bughog - Lab');
+
 const route = useRoute();
 const router = useRouter();
 
@@ -108,12 +110,6 @@ const start_experiment = () => {
     })
     .catch(console.error);
 };
-
-const stop = (forcefully) => {
-  const path = `/api/experiment/stop/`;
-  const data = forcefully ? { forcefully: true } : {};
-  axios.post(path, data).catch(console.error);
-};
 </script>
 
 <template>
@@ -170,8 +166,6 @@ const stop = (forcefully) => {
               :hasResult="experiment_result !== null"
               :can-start="true"
               @start="start_experiment"
-              @stop-gracefully="stop(false)"
-              @stop-forcefully="stop(true)"
             />
           </div>
 

From 72cde89494ff0860603175a0cf1c28623c294ee2 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 19 Feb 2026 22:37:17 +0000
Subject: [PATCH 07/55] feat: track and display running containers and optimize
 worker concurrency

- Include `nb_of_running_containers` in server state updates by querying Docker.
- WorkerManager: Replace busy-wait polling with efficient blocking queue calls for container IDs.
- Increase state polling frequency to ensure live container counts during evaluations.
---
 bughog/distribution/worker_manager.py           | 17 +++++++++++------
 bughog/main.py                                  |  2 ++
 .../vue/src/components/evaluation-status.vue    | 11 ++++++++---
 bughog/web/vue/src/views/Home.vue               |  2 +-
 4 files changed, 22 insertions(+), 10 deletions(-)

diff --git a/bughog/distribution/worker_manager.py b/bughog/distribution/worker_manager.py
index 8eaa217e..7cc61216 100644
--- a/bughog/distribution/worker_manager.py
+++ b/bughog/distribution/worker_manager.py
@@ -2,7 +2,7 @@
 import os
 import threading
 import time
-from queue import Queue
+from queue import Empty, Queue
 
 import docker
 import docker.errors
@@ -37,9 +37,13 @@ def start_experiment(self, params: ExperimentParameters, state: State, blocking_
         Clients.push_results_to_all()
 
     def __run_container(self, params: ExperimentParameters, state: State, blocking_wait=True) -> None:
-        while blocking_wait and self.get_nb_of_running_worker_containers() >= self.max_nb_of_containers:
-            time.sleep(1)
-        container_id = self.container_id_pool.get()
+        try:
+            container_id = self.container_id_pool.get(block=blocking_wait)
+        except Empty:
+            logger.warning(
+                'No container id available to run experiment. This should not happen when blocking_wait is True.'
+            )
+            return
         container_name = f'bh_worker_{container_id}'
 
         def start_container_thread():
@@ -122,8 +126,9 @@ def start_container_thread():
         # Sleep to avoid all workers downloading executables at once, clogging up all IO.
         time.sleep(0.1)
 
-    def get_nb_of_running_worker_containers(self):
-        return len(self.get_runnning_containers())
+    @staticmethod
+    def get_nb_of_running_worker_containers():
+        return len(WorkerManager.get_runnning_containers())
 
     @staticmethod
     def get_runnning_containers():
diff --git a/bughog/main.py b/bughog/main.py
index ff3151a6..09a8da6b 100644
--- a/bughog/main.py
+++ b/bughog/main.py
@@ -247,6 +247,7 @@ def push_info(self, ws, *args) -> None:
             if arg == 'logs' or all:
                 update['logs'] = configuration.Loggers.get_logs()
             if arg == 'state' or all:
+                self.state['nb_of_running_containers'] = WorkerManager.get_nb_of_running_worker_containers()
                 update['state'] = self.state
         Clients.push_info(ws, update)
 
@@ -260,6 +261,7 @@ def remove_cached_executable(self, subject_type: str, subject_name: str, state_n
     def __update_state(self, **kwargs) -> None:
         for key, value in kwargs.items():
             self.state[key] = value
+        self.state['nb_of_running_containers'] = WorkerManager.get_nb_of_running_worker_containers()
         Clients.push_info_to_all({'state': self.state})
 
     def __init_eval_queue(self, eval_params_list: list[EvaluationParameters]) -> None:
diff --git a/bughog/web/vue/src/components/evaluation-status.vue b/bughog/web/vue/src/components/evaluation-status.vue
index fdd54c9f..9ba8538f 100644
--- a/bughog/web/vue/src/components/evaluation-status.vue
+++ b/bughog/web/vue/src/components/evaluation-status.vue
@@ -20,12 +20,17 @@
 <template>
   <div class="tooltip pl-1">
     <ul class="my-3">
-      <li v-if="this.server_info.state.status === 'running'">
-        <b>Status:</b> Running &#x2705;
+      <li v-if="this.server_info.state.status === 'running'" class="flex">
+        <b class="pr-1">Status:</b>
+        <div class="pr-1">Running</div>
+        <div v-if="this.server_info.state.nb_of_running_containers !== undefined" class="pr-1">({{ this.server_info.state.nb_of_running_containers }})</div>
+        <div>&#x2705;</div>
       </li>
       <li v-else-if="this.server_info.state.status === 'waiting_to_stop'" class="flex">
         <b class="pr-1">Status:</b>
-        <div class="pr-1">Stopping... &#x231B;</div>
+        <div class="pr-1">Stopping...</div>
+        <div v-if="this.server_info.state.nb_of_running_containers !== undefined" class="pr-1">({{ this.server_info.state.nb_of_running_containers }})</div>
+        <div>&#x231B;</div>
       </li>
       <li v-else class="flex">
         <b class="pr-1">Status:</b>
diff --git a/bughog/web/vue/src/views/Home.vue b/bughog/web/vue/src/views/Home.vue
index 887afa40..ea7575b4 100644
--- a/bughog/web/vue/src/views/Home.vue
+++ b/bughog/web/vue/src/views/Home.vue
@@ -246,7 +246,7 @@ export default {
       if (this.system == null) {
         this.get_system_info();
       }
-      this.fetch_server_info(["logs"]);
+      this.fetch_server_info(["logs", "state"]);
     }, 2000);
   },
   mounted: function () {

From 3908fa6a315465a90aa4ebab27e83092d2b01630 Mon Sep 17 00:00:00 2001
From: Gertjan Franken <gertjan.franken@kuleuven.be>
Date: Wed, 25 Feb 2026 10:13:13 +0100
Subject: [PATCH 08/55] fix: add correct routing for /lab page

---
 nginx/config/core_prod.conf | 1 +
 1 file changed, 1 insertion(+)

diff --git a/nginx/config/core_prod.conf b/nginx/config/core_prod.conf
index 937412e5..78c7a858 100644
--- a/nginx/config/core_prod.conf
+++ b/nginx/config/core_prod.conf
@@ -9,6 +9,7 @@ location = /favicon.ico {
 
 location / {
     root /www/data;
+    try_files $uri $uri/ /index.html;
 }
 
 location /api/ {

From 29a3b10d6abf55dec0174dfcabd67a30e1dc27df Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 26 Feb 2026 08:17:02 +0000
Subject: [PATCH 09/55] fix: remove @staticmethod decorators from module-level
 functions

---
 bughog/parameters.py      |  3 ---
 bughog/subject/factory.py | 10 ----------
 2 files changed, 13 deletions(-)

diff --git a/bughog/parameters.py b/bughog/parameters.py
index 4832f527..0fac988d 100644
--- a/bughog/parameters.py
+++ b/bughog/parameters.py
@@ -176,7 +176,6 @@ class PlotParameters(EvaluationParameters):
     dirty_results_allowed: bool
 
 
-@staticmethod
 def create_evaluation_params(
     kwargs: dict, database_params: DatabaseParameters, only_to_plot=False
 ) -> list[EvaluationParameters]:
@@ -203,7 +202,6 @@ def create_evaluation_params(
     return evaluation_params_list
 
 
-@staticmethod
 def create_experiment_params(kwargs: dict, database_params: DatabaseParameters) -> ExperimentParameters:
     subject_configuration = SubjectConfiguration.from_dict(kwargs)
     if 'major_version' in kwargs:
@@ -225,7 +223,6 @@ def create_experiment_params(kwargs: dict, database_params: DatabaseParameters)
     )
 
 
-@staticmethod
 def __get_cookie_name(form_data: dict[str, str]) -> str | None:
     if form_data['check_for'] == 'request':
         return None
diff --git a/bughog/subject/factory.py b/bughog/subject/factory.py
index 90270a00..f4d5df92 100644
--- a/bughog/subject/factory.py
+++ b/bughog/subject/factory.py
@@ -29,24 +29,20 @@
 }
 
 
-@staticmethod
 def get_all_subject_types() -> list[str]:
     return sorted(subjects.keys())
 
 
-@staticmethod
 def get_all_subjects_for(subject_type: str) -> list[Subject]:
     if subject_objects := subjects.get(subject_type):
         return subject_objects['subjects']
     raise AttributeError(f"Subject type '{subject_type}' is not supported.")
 
 
-@staticmethod
 def get_all_subject_names_for(subject_type: str) -> list[str]:
     return [subject.name for subject in get_all_subjects_for(subject_type)]
 
 
-@staticmethod
 def create_evaluation_framework(subject_type: str) -> EvaluationFramework:
     if subject_classes := subjects.get(subject_type):
         return subject_classes['evaluation_framework'](subject_type)
@@ -58,12 +54,10 @@ def create_experiments(subject_type: str) -> Experiments:
     return Experiments(subject_type, create_evaluation_framework(subject_type))
 
 
-@staticmethod
 def invalidate_experiment_cache():
     create_experiments.cache_clear()
 
 
-@staticmethod
 def get_all_subject_availability() -> list[dict]:
     subject_availability = []
     for subject_type in get_all_subject_types():
@@ -74,20 +68,17 @@ def get_all_subject_availability() -> list[dict]:
     return subject_availability
 
 
-@staticmethod
 def get_subject_availability(subject_type: str, subject_name: str) -> tuple[int, int]:
     subject_availability = get_subject(subject_type, subject_name).get_availability()
     return subject_availability['min_version'], subject_availability['max_version']
 
 
-@staticmethod
 def get_subject_from_params(config: SubjectConfiguration) -> Subject:
     subject_type = config.subject_type
     subject_name = config.subject_name
     return get_subject(subject_type, subject_name)
 
 
-@staticmethod
 def get_subject(subject_type: str, subject_name: str) -> Subject:
     subjects = get_all_subjects_for(subject_type)
     matched_subjects = [subject for subject in subjects if subject.name == subject_name]
@@ -96,7 +87,6 @@ def get_subject(subject_type: str, subject_name: str) -> Subject:
     raise AttributeError(f"Subject '{subject_type}, {subject_name}' is not supported.")
 
 
-@staticmethod
 def initialize_all_subject_folders() -> None:
     for subject_type, specs in subjects.items():
         os.makedirs(f'/app/subject/{subject_type}/experiments/', exist_ok=True)

From f2cf1d6c716d44439a11d2f03d4a17dad7b6e214 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 26 Feb 2026 13:23:51 +0000
Subject: [PATCH 10/55] chore: upgrade frontend and Python dependencies

- Upgrade Tailwind CSS v3 -> v4 with @tailwindcss/vite plugin, removing postcss/autoprefixer setup
- Upgrade other npm deps
- Migrate style.css from @apply directives to Tailwind v4 CSS syntax
- Upgrade Python deps
- Minor UI cleanup in evaluation-status.vue
---
 bughog/web/vue/package-lock.json              | 3024 ++++++++++-------
 bughog/web/vue/package.json                   |   17 +-
 bughog/web/vue/postcss.config.js              |    5 +-
 bughog/web/vue/src/components/banner.vue      |    2 +-
 .../vue/src/components/evaluation-status.vue  |    5 +-
 bughog/web/vue/src/style.css                  |  473 ++-
 bughog/web/vue/src/views/Home.vue             |  531 +--
 bughog/web/vue/tailwind.config.js             |    1 -
 bughog/web/vue/vite.config.js                 |    5 +-
 pyproject.toml                                |   22 +-
 uv.lock                                       |  390 ++-
 11 files changed, 2587 insertions(+), 1888 deletions(-)

diff --git a/bughog/web/vue/package-lock.json b/bughog/web/vue/package-lock.json
index 9a05c351..f047b043 100644
--- a/bughog/web/vue/package-lock.json
+++ b/bughog/web/vue/package-lock.json
@@ -9,29 +9,27 @@
       "version": "0.0.0",
       "dependencies": {
         "@vueform/slider": "^2.1.10",
-        "@vueuse/core": "^13.9.0",
+        "@vueuse/core": "^14.2.1",
         "ace-builds": "^1.43.4",
         "axios": "^1.12.2",
-        "flowbite": "^1.8.1",
+        "flowbite": "^4.0.1",
         "oh-vue-icons": "^1.0.0-rc3",
         "vue": "^3.2.47",
-        "vue-multiselect": "^2.1.9",
-        "vue-router": "^4.6.4",
+        "vue-multiselect": "^3.4.0",
+        "vue-router": "^5.0.3",
         "vue3-toastify": "^0.2.8"
       },
       "devDependencies": {
-        "@vitejs/plugin-vue": "^4.6.2",
-        "autoprefixer": "^10.4.21",
-        "postcss": "^8.5.6",
-        "tailwindcss": "^3.4.18",
-        "vite": "^4.5.14"
+        "@tailwindcss/vite": "^4.2.1",
+        "@vitejs/plugin-vue": "^6.0.4",
+        "tailwindcss": "^4.2.1",
+        "vite": "^7.3.1"
       }
     },
     "node_modules/@alloc/quick-lru": {
       "version": "5.2.0",
       "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
       "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
-      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=10"
@@ -40,6 +38,22 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/@babel/generator": {
+      "version": "7.29.1",
+      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.29.1.tgz",
+      "integrity": "sha512-qsaF+9Qcm2Qv8SRIMMscAvG4O3lJ0F1GuMo5HR/Bp02LopNgnZBC/EkbevHFeGs4ls/oPz9v+Bsmzbkbe+0dUw==",
+      "license": "MIT",
+      "dependencies": {
+        "@babel/parser": "^7.29.0",
+        "@babel/types": "^7.29.0",
+        "@jridgewell/gen-mapping": "^0.3.12",
+        "@jridgewell/trace-mapping": "^0.3.28",
+        "jsesc": "^3.0.2"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
     "node_modules/@babel/helper-string-parser": {
       "version": "7.27.1",
       "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.27.1.tgz",
@@ -59,12 +73,12 @@
       }
     },
     "node_modules/@babel/parser": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.28.6.tgz",
-      "integrity": "sha512-TeR9zWR18BvbfPmGbLampPMW+uW1NZnJlRuuHso8i87QZNq2JRF9i6RgxRqtEq+wQGsS19NNTWr2duhnE49mfQ==",
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.29.0.tgz",
+      "integrity": "sha512-IyDgFV5GeDUVX4YdF/3CPULtVGSXXMLh1xVIgdCgxApktqnQV0r7/8Nqthg+8YLGaAtdyIlo2qIdZrbCv4+7ww==",
       "license": "MIT",
       "dependencies": {
-        "@babel/types": "^7.28.6"
+        "@babel/types": "^7.29.0"
       },
       "bin": {
         "parser": "bin/babel-parser.js"
@@ -74,9 +88,9 @@
       }
     },
     "node_modules/@babel/types": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.28.6.tgz",
-      "integrity": "sha512-0ZrskXVEHSWIqZM/sQZ4EV3jZJXRkio/WCxaqKZP1g//CEWEPSfeZFcms4XeKBCHU0ZKnIkdJeU/kF+eRp5lBg==",
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.29.0.tgz",
+      "integrity": "sha512-LwdZHpScM4Qz8Xw2iKSzS+cfglZzJGvofQICy7W7v4caru4EaAmyUuO6BGrbyQ2mYV11W0U8j5mBhd14dd3B0A==",
       "license": "MIT",
       "dependencies": {
         "@babel/helper-string-parser": "^7.27.1",
@@ -86,10 +100,27 @@
         "node": ">=6.9.0"
       }
     },
+    "node_modules/@esbuild/aix-ppc64": {
+      "version": "0.27.3",
+      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.27.3.tgz",
+      "integrity": "sha512-9fJMTNFTWZMh5qwrBItuziu834eOCUcEqymSH7pY+zoMVEZg3gcPuBNxH1EvfVYe9h0x/Ptw8KBzv7qxb7l8dg==",
+      "cpu": [
+        "ppc64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "aix"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
     "node_modules/@esbuild/android-arm": {
-      "version": "0.18.20",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.18.20.tgz",
-      "integrity": "sha512-fyi7TDI/ijKKNZTUJAQqiG5T7YjJXgnzkURqmGj13C6dCqckZBLdl4h7bkhHt/t0WP+zO9/zwroDvANaOqO5Sw==",
+      "version": "0.27.3",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.27.3.tgz",
+      "integrity": "sha512-i5D1hPY7GIQmXlXhs2w8AWHhenb00+GxjxRncS2ZM7YNVGNfaMxgzSGuO8o8SJzRc/oZwU2bcScvVERk03QhzA==",
       "cpu": [
         "arm"
       ],
@@ -100,13 +131,13 @@
         "android"
       ],
       "engines": {
-        "node": ">=12"
+        "node": ">=18"
       }
     },
     "node_modules/@esbuild/android-arm64": {
-      "version": "0.18.20",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.18.20.tgz",
-      "integrity": "sha512-Nz4rJcchGDtENV0eMKUNa6L12zz2zBDXuhj/Vjh18zGqB44Bi7MBMSXjgunJgjRhCmKOjnPuZp4Mb6OKqtMHLQ==",
+      "version": "0.27.3",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.27.3.tgz",
+      "integrity": "sha512-YdghPYUmj/FX2SYKJ0OZxf+iaKgMsKHVPF1MAq/P8WirnSpCStzKJFjOjzsW0QQ7oIAiccHdcqjbHmJxRb/dmg==",
       "cpu": [
         "arm64"
       ],
@@ -117,13 +148,13 @@
         "android"
       ],
       "engines": {
-        "node": ">=12"
+        "node": ">=18"
       }
     },
     "node_modules/@esbuild/android-x64": {
-      "version": "0.18.20",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.18.20.tgz",
-      "integrity": "sha512-8GDdlePJA8D6zlZYJV/jnrRAi6rOiNaCC/JclcXpB+KIuvfBN4owLtgzY2bsxnx666XjJx2kDPUmnTtR8qKQUg==",
+      "version": "0.27.3",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.27.3.tgz",
+      "integrity": "sha512-IN/0BNTkHtk8lkOM8JWAYFg4ORxBkZQf9zXiEOfERX/CzxW3Vg1ewAhU7QSWQpVIzTW+b8Xy+lGzdYXV6UZObQ==",
       "cpu": [
         "x64"
       ],
@@ -134,13 +165,13 @@
         "android"
       ],
       "engines": {
-        "node": ">=12"
+        "node": ">=18"
       }
     },
     "node_modules/@esbuild/darwin-arm64": {
-      "version": "0.18.20",
-      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.18.20.tgz",
-      "integrity": "sha512-bxRHW5kHU38zS2lPTPOyuyTm+S+eobPUnTNkdJEfAddYgEcll4xkT8DB9d2008DtTbl7uJag2HuE5NZAZgnNEA==",
+      "version": "0.27.3",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.27.3.tgz",
+      "integrity": "sha512-Re491k7ByTVRy0t3EKWajdLIr0gz2kKKfzafkth4Q8A5n1xTHrkqZgLLjFEHVD+AXdUGgQMq+Godfq45mGpCKg==",
       "cpu": [
         "arm64"
       ],
@@ -151,13 +182,13 @@
         "darwin"
       ],
       "engines": {
-        "node": ">=12"
+        "node": ">=18"
       }
     },
     "node_modules/@esbuild/darwin-x64": {
-      "version": "0.18.20",
-      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.18.20.tgz",
-      "integrity": "sha512-pc5gxlMDxzm513qPGbCbDukOdsGtKhfxD1zJKXjCCcU7ju50O7MeAZ8c4krSJcOIJGFR+qx21yMMVYwiQvyTyQ==",
+      "version": "0.27.3",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.27.3.tgz",
+      "integrity": "sha512-vHk/hA7/1AckjGzRqi6wbo+jaShzRowYip6rt6q7VYEDX4LEy1pZfDpdxCBnGtl+A5zq8iXDcyuxwtv3hNtHFg==",
       "cpu": [
         "x64"
       ],
@@ -168,13 +199,13 @@
         "darwin"
       ],
       "engines": {
-        "node": ">=12"
+        "node": ">=18"
       }
     },
     "node_modules/@esbuild/freebsd-arm64": {
-      "version": "0.18.20",
-      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.18.20.tgz",
-      "integrity": "sha512-yqDQHy4QHevpMAaxhhIwYPMv1NECwOvIpGCZkECn8w2WFHXjEwrBn3CeNIYsibZ/iZEUemj++M26W3cNR5h+Tw==",
+      "version": "0.27.3",
+      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.27.3.tgz",
+      "integrity": "sha512-ipTYM2fjt3kQAYOvo6vcxJx3nBYAzPjgTCk7QEgZG8AUO3ydUhvelmhrbOheMnGOlaSFUoHXB6un+A7q4ygY9w==",
       "cpu": [
         "arm64"
       ],
@@ -185,13 +216,13 @@
         "freebsd"
       ],
       "engines": {
-        "node": ">=12"
+        "node": ">=18"
       }
     },
     "node_modules/@esbuild/freebsd-x64": {
-      "version": "0.18.20",
-      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-x64/-/freebsd-x64-0.18.20.tgz",
-      "integrity": "sha512-tgWRPPuQsd3RmBZwarGVHZQvtzfEBOreNuxEMKFcd5DaDn2PbBxfwLcj4+aenoh7ctXcbXmOQIn8HI6mCSw5MQ==",
+      "version": "0.27.3",
+      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-x64/-/freebsd-x64-0.27.3.tgz",
+      "integrity": "sha512-dDk0X87T7mI6U3K9VjWtHOXqwAMJBNN2r7bejDsc+j03SEjtD9HrOl8gVFByeM0aJksoUuUVU9TBaZa2rgj0oA==",
       "cpu": [
         "x64"
       ],
@@ -202,13 +233,13 @@
         "freebsd"
       ],
       "engines": {
-        "node": ">=12"
+        "node": ">=18"
       }
     },
     "node_modules/@esbuild/linux-arm": {
-      "version": "0.18.20",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm/-/linux-arm-0.18.20.tgz",
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@@ -270,13 +301,13 @@
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@@ -287,13 +318,13 @@
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@@ -304,13 +335,13 @@
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@@ -321,13 +352,13 @@
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@@ -338,13 +369,13 @@
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@@ -355,13 +386,30 @@
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+        "arm64"
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+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "netbsd"
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@@ -372,13 +420,30 @@
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+      "cpu": [
+        "arm64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "openbsd"
+      ],
+      "engines": {
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@@ -389,13 +454,30 @@
         "openbsd"
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-        "node": ">=12"
+        "node": ">=18"
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+      "resolved": "https://registry.npmjs.org/@esbuild/openharmony-arm64/-/openharmony-arm64-0.27.3.tgz",
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+        "arm64"
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+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
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-      "resolved": "https://registry.npmjs.org/@esbuild/sunos-x64/-/sunos-x64-0.18.20.tgz",
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@@ -406,13 +488,13 @@
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@@ -423,13 +505,13 @@
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@@ -440,13 +522,13 @@
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@@ -457,25 +539,33 @@
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-        "node": ">=12"
+        "node": ">=18"
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+    "node_modules/@jridgewell/remapping": {
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+      "resolved": "https://registry.npmjs.org/@jridgewell/remapping/-/remapping-2.3.5.tgz",
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+      "license": "MIT",
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+        "@jridgewell/trace-mapping": "^0.3.24"
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@@ -491,51 +581,12 @@
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@@ -546,332 +597,968 @@
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+      "resolved": "https://registry.npmjs.org/vite/-/vite-7.3.1.tgz",
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-        "postcss": "^8.4.27",
-        "rollup": "^3.27.1"
+        "esbuild": "^0.27.0",
+        "fdir": "^6.5.0",
+        "picomatch": "^4.0.3",
+        "postcss": "^8.5.6",
+        "rollup": "^4.43.0",
+        "tinyglobby": "^0.2.15"
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       "bin": {
         "vite": "bin/vite.js"
       },
       "engines": {
-        "node": "^14.18.0 || >=16.0.0"
+        "node": "^20.19.0 || >=22.12.0"
       },
       "funding": {
         "url": "https://github.com/vitejs/vite?sponsor=1"
       },
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-        "fsevents": "~2.3.2"
+        "fsevents": "~2.3.3"
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-        "@types/node": ">= 14",
-        "less": "*",
+        "@types/node": "^20.19.0 || >=22.12.0",
+        "jiti": ">=1.21.0",
+        "less": "^4.0.0",
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-        "sass": "*",
-        "stylus": "*",
-        "sugarss": "*",
-        "terser": "^5.4.0"
+        "sass": "^1.70.0",
+        "sass-embedded": "^1.70.0",
+        "stylus": ">=0.54.8",
+        "sugarss": "^5.0.0",
+        "terser": "^5.16.0",
+        "tsx": "^4.8.1",
+        "yaml": "^2.4.2"
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+        "jiti": {
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         "less": {
           "optional": true
         },
@@ -2253,6 +2845,9 @@
         "sass": {
           "optional": true
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+        "sass-embedded": {
+          "optional": true
+        },
         "stylus": {
           "optional": true
         },
@@ -2261,20 +2856,26 @@
         },
         "terser": {
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+        },
+        "tsx": {
+          "optional": true
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+      "version": "3.5.29",
+      "resolved": "https://registry.npmjs.org/vue/-/vue-3.5.29.tgz",
+      "integrity": "sha512-BZqN4Ze6mDQVNAni0IHeMJ5mwr8VAJ3MQC9FmprRhcBYENw+wOAAjRj8jfmN6FLl0j96OXbR+CjWhmAmM+QGnA==",
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-        "@vue/compiler-sfc": "3.5.27",
-        "@vue/runtime-dom": "3.5.27",
-        "@vue/server-renderer": "3.5.27",
-        "@vue/shared": "3.5.27"
+        "@vue/compiler-dom": "3.5.29",
+        "@vue/compiler-sfc": "3.5.29",
+        "@vue/runtime-dom": "3.5.29",
+        "@vue/server-renderer": "3.5.29",
+        "@vue/shared": "3.5.29"
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@@ -2286,28 +2887,58 @@
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+      "version": "3.4.0",
+      "resolved": "https://registry.npmjs.org/vue-multiselect/-/vue-multiselect-3.4.0.tgz",
+      "integrity": "sha512-NtaL1/VOsGsvM+H0EZswy1E+RcA5yeCpCxrhT28CBwKu9D1WbMSXBfIDNDw0v+T4enVRfOD5X7u2gyIJWCFX9w==",
       "license": "MIT",
       "engines": {
-        "node": ">= 4.0.0",
-        "npm": ">= 3.0.0"
+        "node": ">= 14.18.1",
+        "npm": ">= 6.14.15"
       }
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     "node_modules/vue-router": {
-      "version": "4.6.4",
-      "resolved": "https://registry.npmjs.org/vue-router/-/vue-router-4.6.4.tgz",
-      "integrity": "sha512-Hz9q5sa33Yhduglwz6g9skT8OBPii+4bFn88w6J+J4MfEo4KRRpmiNG/hHHkdbRFlLBOqxN8y8gf2Fb0MTUgVg==",
-      "license": "MIT",
-      "dependencies": {
-        "@vue/devtools-api": "^6.6.4"
+      "version": "5.0.3",
+      "resolved": "https://registry.npmjs.org/vue-router/-/vue-router-5.0.3.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "@babel/generator": "^7.28.6",
+        "@vue-macros/common": "^3.1.1",
+        "@vue/devtools-api": "^8.0.6",
+        "ast-walker-scope": "^0.8.3",
+        "chokidar": "^5.0.0",
+        "json5": "^2.2.3",
+        "local-pkg": "^1.1.2",
+        "magic-string": "^0.30.21",
+        "mlly": "^1.8.0",
+        "muggle-string": "^0.4.1",
+        "pathe": "^2.0.3",
+        "picomatch": "^4.0.3",
+        "scule": "^1.3.0",
+        "tinyglobby": "^0.2.15",
+        "unplugin": "^3.0.0",
+        "unplugin-utils": "^0.3.1",
+        "yaml": "^2.8.2"
       },
       "funding": {
         "url": "https://github.com/sponsors/posva"
       },
       "peerDependencies": {
+        "@pinia/colada": ">=0.21.2",
+        "@vue/compiler-sfc": "^3.5.17",
+        "pinia": "^3.0.4",
         "vue": "^3.5.0"
+      },
+      "peerDependenciesMeta": {
+        "@pinia/colada": {
+          "optional": true
+        },
+        "@vue/compiler-sfc": {
+          "optional": true
+        },
+        "pinia": {
+          "optional": true
+        }
       }
     },
     "node_modules/vue3-toastify": {
@@ -2327,6 +2958,27 @@
           "optional": true
         }
       }
+    },
+    "node_modules/webpack-virtual-modules": {
+      "version": "0.6.2",
+      "resolved": "https://registry.npmjs.org/webpack-virtual-modules/-/webpack-virtual-modules-0.6.2.tgz",
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+      "license": "MIT"
+    },
+    "node_modules/yaml": {
+      "version": "2.8.2",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.8.2.tgz",
+      "integrity": "sha512-mplynKqc1C2hTVYxd0PU2xQAc22TI1vShAYGksCCfxbn/dFwnHTNi1bvYsBTkhdUNtGIf5xNOg938rrSSYvS9A==",
+      "license": "ISC",
+      "bin": {
+        "yaml": "bin.mjs"
+      },
+      "engines": {
+        "node": ">= 14.6"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/eemeli"
+      }
     }
   }
 }
diff --git a/bughog/web/vue/package.json b/bughog/web/vue/package.json
index d0813380..34b0db9b 100644
--- a/bughog/web/vue/package.json
+++ b/bughog/web/vue/package.json
@@ -10,21 +10,20 @@
   },
   "dependencies": {
     "@vueform/slider": "^2.1.10",
-    "@vueuse/core": "^13.9.0",
+    "@vueuse/core": "^14.2.1",
     "ace-builds": "^1.43.4",
     "axios": "^1.12.2",
-    "flowbite": "^1.8.1",
+    "flowbite": "^4.0.1",
     "oh-vue-icons": "^1.0.0-rc3",
     "vue": "^3.2.47",
-    "vue-multiselect": "^2.1.9",
-    "vue-router": "^4.6.4",
+    "vue-multiselect": "^3.4.0",
+    "vue-router": "^5.0.3",
     "vue3-toastify": "^0.2.8"
   },
   "devDependencies": {
-    "@vitejs/plugin-vue": "^4.6.2",
-    "autoprefixer": "^10.4.21",
-    "postcss": "^8.5.6",
-    "tailwindcss": "^3.4.18",
-    "vite": "^4.5.14"
+    "@tailwindcss/vite": "^4.2.1",
+    "@vitejs/plugin-vue": "^6.0.4",
+    "tailwindcss": "^4.2.1",
+    "vite": "^7.3.1"
   }
 }
diff --git a/bughog/web/vue/postcss.config.js b/bughog/web/vue/postcss.config.js
index 2e7af2b7..2b4c7ed9 100644
--- a/bughog/web/vue/postcss.config.js
+++ b/bughog/web/vue/postcss.config.js
@@ -1,6 +1,3 @@
 export default {
-  plugins: {
-    tailwindcss: {},
-    autoprefixer: {},
-  },
+  plugins: {},
 }
diff --git a/bughog/web/vue/src/components/banner.vue b/bughog/web/vue/src/components/banner.vue
index cf8a45b2..98974cd1 100644
--- a/bughog/web/vue/src/components/banner.vue
+++ b/bughog/web/vue/src/components/banner.vue
@@ -53,7 +53,7 @@ const toggleDarkMode = () => {
 
     <select
       id="subject-type-select"
-      class="w-64 block p-2 border border-gray-300 rounded"
+      class="w-64"
       v-model="evalParams.subject_type"
       :disabled="subject_availability?.is_empty ? subject_availability.is_empty() : false"
       @change="propagate_new_params"
diff --git a/bughog/web/vue/src/components/evaluation-status.vue b/bughog/web/vue/src/components/evaluation-status.vue
index 9ba8538f..ccbe69a0 100644
--- a/bughog/web/vue/src/components/evaluation-status.vue
+++ b/bughog/web/vue/src/components/evaluation-status.vue
@@ -21,21 +21,18 @@
   <div class="tooltip pl-1">
     <ul class="my-3">
       <li v-if="this.server_info.state.status === 'running'" class="flex">
-        <b class="pr-1">Status:</b>
         <div class="pr-1">Running</div>
         <div v-if="this.server_info.state.nb_of_running_containers !== undefined" class="pr-1">({{ this.server_info.state.nb_of_running_containers }})</div>
         <div>&#x2705;</div>
       </li>
       <li v-else-if="this.server_info.state.status === 'waiting_to_stop'" class="flex">
-        <b class="pr-1">Status:</b>
         <div class="pr-1">Stopping...</div>
         <div v-if="this.server_info.state.nb_of_running_containers !== undefined" class="pr-1">({{ this.server_info.state.nb_of_running_containers }})</div>
         <div>&#x231B;</div>
       </li>
       <li v-else class="flex">
-        <b class="pr-1">Status:</b>
         <div class="pr-1">Idle</div>
-        <div v-if="this.server_info.state.reason === 'finished'" class="pr-1">(all binaries evaluated)</div>
+        <div v-if="this.server_info.state.reason === 'finished'" class="pr-1">(all states evaluated)</div>
         <div v-if="this.server_info.state.reason === 'user'" class="pr-1">(stopped by user)</div>
         <div>&#x1F6D1;</div>
       </li>
diff --git a/bughog/web/vue/src/style.css b/bughog/web/vue/src/style.css
index 70b938e2..1bd4da16 100644
--- a/bughog/web/vue/src/style.css
+++ b/bughog/web/vue/src/style.css
@@ -1,241 +1,234 @@
-@tailwind base;
-@tailwind components;
-@tailwind utilities;
-
-.button {
-  @apply text-white bg-blue-700 hover:bg-blue-800 active:ring-4 focus:outline-none cursor-pointer font-medium rounded-lg text-sm px-4 py-2.5 text-center items-center dark:hover:bg-blue-700 dark:focus:ring-blue-800
-}
-
-.dropdown-head {
-  @apply z-10 hidden bg-white divide-y divide-gray-100 rounded-lg shadow w-44 dark:bg-gray-700
-}
-
-.dropdown-item {
-  @apply block px-4 py-2 hover:bg-gray-100 dark:hover:bg-gray-600 dark:hover:text-white
-}
-
-.large-text-input {
-  @apply block p-2.5 w-full text-sm text-gray-900 bg-gray-50 border border-gray-300 focus:ring-blue-500 focus:border-blue-500 dark:bg-gray-700 dark:border-gray-600 dark:placeholder-gray-400 dark:text-white dark:focus:ring-blue-500 dark:focus:border-blue-500
-}
-
-select {
-  @apply bg-gray-50 border border-gray-300 text-gray-900 text-sm rounded-lg focus:ring-blue-500 focus:border-blue-500 block w-full p-2.5 dark:bg-gray-700 dark:border-gray-600 dark:placeholder-gray-400 dark:text-white dark:focus:ring-blue-500 dark:focus:border-blue-500
-}
-
-.horizontal-select {
-  @apply flex flex-col w-full text-sm font-medium text-gray-900 bg-white border border-gray-200 rounded-lg sm:flex dark:bg-gray-700 dark:border-gray-600 dark:text-white dark:bg-dark-2
-}
-
-.horizontal-select li {
-  @apply w-auto border-b border-gray-200 sm:border-b-0 sm:border-r dark:border-gray-600
-}
-
-.horizontal-select div {
-  @apply flex px-1 items-center
-}
-
-.horizontal-select input {
-  @apply w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 rounded focus:ring-blue-500 dark:focus:ring-blue-600 dark:ring-offset-gray-700 dark:focus:ring-offset-gray-700 focus:ring-2 dark:bg-gray-600 dark:border-gray-500
-}
-
-.horizontal-select label {
-  @apply w-full py-3 ml-1 text-sm text-left font-medium
-}
-
-label {
-  @apply block text-sm font-bold
-}
-
-.banner-generic {
-  @apply flex z-50 mt-0 justify-between items-start border border-b border-gray-200 sm:items-center dark:border-gray-700 lg:py-4 dark:bg-gray-800
-}
-
-.banner-generic button {
-  @apply text-sm
-}
-
-.banner-page {
-  @apply banner-generic bg-gray-50 p-3 dark:bg-dark-3
-}
-
-.banner-page p {
-  @apply text-sm font-light text-gray-500 dark:text-gray-400
-}
-
-.results-section {
-  @apply text-left p-3 bg-slate-200 rounded shadow-lg dark:bg-dark-2
-}
-
-.form-section {
-  @apply text-left p-3 bg-slate-200 rounded shadow-lg dark:bg-dark-2
-}
-
-.form-subsection {
-  @apply text-left p-2 m-1 my-4 bg-slate-300 max-w-sm rounded shadow-lg dark:bg-dark-3
-}
-
-.form-section-title {
-  @apply font-bold mb-2 dark:text-gray-300
-}
-
-.form-subsection-title {
-  @apply font-bold mb-2 w-full
-}
-
-.number-input {
-  @apply text-center dark:bg-dark-4
-}
-
-.radio-item {
-  @apply flex items-center mb-2
-}
-
-.radio-item input {
-  @apply w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 focus:ring-blue-500 dark:focus:ring-blue-600 dark:ring-offset-gray-800 focus:ring-2 dark:bg-gray-700 dark:border-gray-600 dark:bg-dark-4;
-}
-
-.radio-item label {
-  @apply ml-2 text-sm font-medium text-gray-900 dark:text-gray-300
-}
-
-.checkbox-item {
-  @apply flex items-center w-full
-}
-
-.checkbox-item input {
-  @apply w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 rounded focus:ring-blue-500 dark:focus:ring-blue-600 dark:ring-offset-gray-800 focus:ring-2 dark:bg-gray-700 dark:border-gray-600 dark:bg-dark-4
-}
-
-.checkbox-item label {
-  @apply ml-2 text-sm font-medium text-gray-900 dark:text-gray-300
-}
-
-.input-box {
-  @apply text-gray-900 dark:text-gray-300 dark:bg-dark-4
-}
-
-.tooltip {
-  position: relative;
-  display: inline-block;
-}
-
-.tooltip .tooltiptext, .tooltip .tooltiptext-left {
-  @apply text-sm bg-gray-700 p-2 text-left
-}
-
-.tooltip .tooltiptext {
-  visibility: hidden;
-  width: 180px;
-  color: #fff;
-  border-radius: 6px;
-  position: absolute;
-  z-index: 1;
-}
-
-.tooltip .tooltiptext-left {
-  right: 105%;
-  visibility: hidden;
-  width: 180px;
-  color: #fff;
-  border-radius: 6px;
-  position: absolute;
-  z-index: 1;
-}
-
-.tooltip:hover .tooltiptext, .tooltip:hover .tooltiptext-left {
-  visibility: visible;
-}
-
-:root {
-  font-family: Inter, system-ui, Avenir, Helvetica, Arial, sans-serif;
-  line-height: 1.5;
-  font-weight: 400;
-
-  color-scheme: light dark;
-  color: rgba(255, 255, 255, 0.87);
-
-  font-synthesis: none;
-  text-rendering: optimizeLegibility;
-  -webkit-font-smoothing: antialiased;
-  -moz-osx-font-smoothing: grayscale;
-  -webkit-text-size-adjust: 100%;
-}
-
-a {
-  font-weight: 500;
-  color: #646cff;
-  text-decoration: inherit;
-}
-a:hover {
-  color: #535bf2;
-}
-
-a {
-  font-weight: 500;
-  color: #646cff;
-  text-decoration: inherit;
-}
-a:hover {
-  color: #535bf2;
-}
-
-body {
-  margin: 0;
-  display: flex;
-  place-items: center;
-  min-width: 320px;
-  min-height: 100vh;
-}
-
-h1 {
-  font-size: 3.2em;
-  line-height: 1.1;
-}
-
-button {
-  border-radius: 8px;
-  border: 1px solid transparent;
-  padding: 0.6em 1.2em;
-  font-size: 1em;
-  font-weight: 500;
-  font-family: inherit;
-  background-color: #1a1a1a;
-  cursor: pointer;
-  transition: border-color 0.25s;
-}
-button:focus,
-button:focus-visible {
-  outline: 4px auto -webkit-focus-ring-color;
-}
-
-button.no-style {
-  padding: 0;
-  background: transparent;
-  border: none;
-}
-
-.card {
-  padding: 2em;
-}
-
-#app {
-  /* max-width: 1280px; */
-  margin: 0 auto;
-  /* padding: 2rem; */
-  text-align: center;
-}
-
-.slider {
-  --slider-connect-bg: #1D4ED8;
-  --slider-tooltip-bg: #1D4ED8;
-  --slider-handle-ring-color: #3B82F630;
-  --slider-bg: #909eb3;
-}
-
-.collapse-button {
-  @apply bg-blue-700 hover:bg-blue-800 text-white font-bold py-1 px-3 rounded-full
-}
-
-.dialog {
-  @apply p-5 text-left dark:bg-dark-3 dark:text-white border border-gray-300
+@import "tailwindcss";
+@config "../tailwind.config.js";
+
+@layer base {
+  :root {
+    font-family: Inter, system-ui, Avenir, Helvetica, Arial, sans-serif;
+    line-height: 1.5;
+    font-weight: 400;
+
+    color-scheme: light dark;
+
+    font-synthesis: none;
+    text-rendering: optimizeLegibility;
+    -webkit-font-smoothing: antialiased;
+    -moz-osx-font-smoothing: grayscale;
+    -webkit-text-size-adjust: 100%;
+  }
+
+  a {
+    font-weight: 500;
+    color: #646cff;
+    text-decoration: inherit;
+  }
+  a:hover {
+    color: #535bf2;
+  }
+
+  body {
+    margin: 0;
+    display: flex;
+    place-items: center;
+    min-width: 320px;
+    min-height: 100vh;
+  }
+
+  h1 {
+    font-size: 3.2em;
+    line-height: 1.1;
+  }
+
+  button {
+    border-radius: 8px;
+    border: 1px solid transparent;
+    padding: 0.6em 1.2em;
+    font-size: 1em;
+    font-weight: 500;
+    font-family: inherit;
+    background-color: #1a1a1a;
+    cursor: pointer;
+    transition: border-color 0.25s;
+  }
+  button:focus,
+  button:focus-visible {
+    outline: 4px auto -webkit-focus-ring-color;
+  }
+
+  button.no-style {
+    padding: 0;
+    background: transparent;
+    border: none;
+  }
+
+  body select {
+    @apply rounded-lg block text-gray-900 dark:text-white bg-gray-50 dark:bg-gray-700 border border-gray-300 dark:border-gray-600 text-sm w-full p-2  dark:placeholder-gray-400
+  }
+
+  label {
+    @apply block text-sm font-bold
+  }
+
+  #app {
+    margin: 0 auto;
+    text-align: center;
+  }
+}
+
+@layer components {
+  .button {
+    @apply text-white bg-blue-700 hover:bg-blue-800 active:ring-4 focus:outline-none cursor-pointer font-medium rounded-lg text-sm px-4 py-2.5 text-center items-center dark:hover:bg-blue-700 dark:focus:ring-blue-800
+  }
+
+  .dropdown-head {
+    @apply z-10 hidden bg-white divide-y divide-gray-100 rounded-lg shadow w-44 dark:bg-gray-700
+  }
+
+  .dropdown-item {
+    @apply block px-4 py-2 hover:bg-gray-100 dark:hover:bg-gray-600 dark:hover:text-white
+  }
+
+  .large-text-input {
+    @apply block p-2.5 w-full text-sm text-gray-900 bg-gray-50 border border-gray-300 focus:ring-blue-500 focus:border-blue-500 dark:bg-gray-700 dark:border-gray-600 dark:placeholder-gray-400 dark:text-white dark:focus:ring-blue-500 dark:focus:border-blue-500
+  }
+
+  .horizontal-select {
+    @apply flex flex-col w-full text-sm font-medium text-gray-900 bg-white border border-gray-200 rounded-lg sm:flex dark:bg-gray-700 dark:border-gray-600 dark:text-white dark:bg-dark-2
+  }
+
+  .horizontal-select li {
+    @apply w-auto border-b border-gray-200 sm:border-b-0 sm:border-r dark:border-gray-600
+  }
+
+  .horizontal-select div {
+    @apply flex px-1 items-center
+  }
+
+  .horizontal-select input {
+    @apply w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 rounded focus:ring-blue-500 dark:focus:ring-blue-600 dark:ring-offset-gray-700 dark:focus:ring-offset-gray-700 focus:ring-2 dark:bg-gray-600 dark:border-gray-500
+  }
+
+  .horizontal-select label {
+    @apply w-full py-3 ml-1 text-sm text-left font-medium
+  }
+
+  .banner-generic {
+    @apply flex z-50 mt-0 justify-between items-start border border-b border-gray-200 sm:items-center dark:border-gray-700 lg:py-4 dark:bg-gray-800
+  }
+
+  .banner-page {
+    @apply flex z-50 mt-0 justify-between items-start border border-b border-gray-200 sm:items-center dark:border-gray-700 lg:py-4 dark:bg-gray-800 bg-gray-50 p-3 dark:bg-dark-3
+  }
+
+  .banner-page p {
+    @apply text-sm font-light text-gray-500 dark:text-gray-400
+  }
+
+  .banner-page button {
+    @apply text-sm
+  }
+
+  .results-section {
+    @apply text-left p-3 bg-slate-200 rounded shadow-lg dark:bg-dark-2
+  }
+
+  .form-section {
+    @apply text-left p-3 bg-slate-200 rounded shadow-lg dark:bg-dark-2
+  }
+
+  .form-subsection {
+    @apply text-left p-2 m-1 my-4 bg-slate-300 max-w-sm rounded shadow-lg dark:bg-dark-3
+  }
+
+  .form-section-title {
+    @apply font-bold mb-2 dark:text-gray-300
+  }
+
+  .form-subsection-title {
+    @apply font-bold mb-2 w-full
+  }
+
+  .number-input {
+    @apply text-center dark:bg-dark-4
+  }
+
+  .radio-item {
+    @apply flex items-center mb-2
+  }
+
+  .radio-item input {
+    @apply w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 focus:outline-none dark:ring-offset-gray-800 focus:ring-2 dark:bg-gray-700 dark:border-gray-600 dark:bg-dark-4;
+  }
+
+  .radio-item label {
+    @apply ml-2 text-sm font-medium text-gray-900 dark:text-gray-300
+  }
+
+  .checkbox-item {
+    @apply flex items-center w-full
+  }
+
+  .checkbox-item input {
+    @apply w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 rounded focus:ring-blue-500 dark:focus:ring-blue-600 dark:ring-offset-gray-800 focus:ring-2 dark:bg-gray-700 dark:border-gray-600 dark:bg-dark-4
+  }
+
+  .checkbox-item label {
+    @apply ml-2 text-sm font-medium text-gray-900 dark:text-gray-300
+  }
+
+  .input-box {
+    @apply text-gray-900 dark:text-gray-300 dark:bg-dark-4
+  }
+
+  .tooltip {
+    position: relative;
+    display: inline-block;
+  }
+
+  .tooltip .tooltiptext,
+  .tooltip .tooltiptext-left {
+    @apply text-sm bg-gray-700 p-2 text-left
+  }
+
+  .tooltip .tooltiptext {
+    visibility: hidden;
+    width: 180px;
+    color: #fff;
+    border-radius: 6px;
+    position: absolute;
+    z-index: 1;
+  }
+
+  .tooltip .tooltiptext-left {
+    right: 105%;
+    visibility: hidden;
+    width: 180px;
+    color: #fff;
+    border-radius: 6px;
+    position: absolute;
+    z-index: 1;
+  }
+
+  .tooltip:hover .tooltiptext,
+  .tooltip:hover .tooltiptext-left {
+    visibility: visible;
+  }
+
+  .card {
+    padding: 2em;
+  }
+
+  .slider {
+    --slider-connect-bg: #1D4ED8;
+    --slider-tooltip-bg: #1D4ED8;
+    --slider-handle-ring-color: #3B82F630;
+    --slider-bg: #909eb3;
+  }
+
+  .collapse-button {
+    @apply bg-blue-700 hover:bg-blue-800 text-white font-bold py-1 px-3 rounded-full
+  }
+
+  .dialog {
+    @apply p-5 text-left dark:bg-dark-3 dark:text-white border border-gray-300
+  }
 }
diff --git a/bughog/web/vue/src/views/Home.vue b/bughog/web/vue/src/views/Home.vue
index ea7575b4..359e42bd 100644
--- a/bughog/web/vue/src/views/Home.vue
+++ b/bughog/web/vue/src/views/Home.vue
@@ -435,308 +435,311 @@ export default {
 </script>
 
 <template>
-  <div id="option-board" class="grid grid-rows-[4rem,50rem,auto,auto] grid-cols-[18rem,58rem] content-start gap-3 justify-center h-screen">
-
-    <!-- Banner -->
-    <Banner
-      :fatal_error="fatal_error"
-      :banner_message="banner_message"
-      :subject_availability="subject_availability"
-      v-model="evalParams"
-      @params-changed="propagate_new_params"
-      @toggle-dark-mode="darkMode = $event"
-    />
-
-    <!-- Subject settings and experiments -->
-    <div class="row-start-2 row-span-1 gap-3 flex flex-col">
-      <!-- Subject settings -->
-      <div class="form-section">
-        <section-header section="eval_range"></section-header>
-
-        <!-- Subject --><div class="form-subsection">
-    <h2 class="form-subsection-title">Subject</h2>
-    <div class="flex flex-row justify-center mx-5">
-      <div v-for="subject_name in subject_availability.get_available_subject_names_for_type(this.evalParams.subject_type)" :key="subject_name" class="radio-item flex-auto">
-        <input type="radio" :id="subject_name" name="subject" :value="subject_name" v-model="evalParams.subject_name" @change="propagate_new_params" />
-        <label :for="subject_name">{{ subject_name }}</label>
-      </div>
-    </div>
-  </div>
+  <div class="w-[85vw] mx-auto">
+    <div id="option-board" class="grid grid-rows-[4rem_50rem_auto_auto] grid-cols-[18rem_1fr] content-start gap-3 h-screen">
+
+      <!-- Banner -->
+      <Banner
+        :fatal_error="fatal_error"
+        :banner_message="banner_message"
+        :subject_availability="subject_availability"
+        v-model="evalParams"
+        @params-changed="propagate_new_params"
+        @toggle-dark-mode="darkMode = $event"
+      />
 
-        <div class="form-subsection">
-          <h2 class="form-subsection-title">Subject version range</h2>
-          <div class="flex flex-wrap">
-            <div class="w-5/6 m-auto pt-12">
-              <Slider
-                ref="version_slider"
-                v-model="evalParams.version_range"
-                :lazy=true
-                :min="subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name)[0]"
-                :max="subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name)[1]"
-                :merge="computed_slider_merge"
-                :disabled=false
-                class="slider"
-                @change="propagate_new_params"
-              />
-            </div>
-            <div class="pt-5 checkbox-item">
-              <input
-                v-model="this.evalParams.only_release_commits"
-                :true-value="false"
-                :false-value="true"
-                type="checkbox">
-              <label>Deep search
-                <tooltip tooltip="deep_search"></tooltip>
-              </label>
+      <!-- Subject settings and experiments -->
+      <div class="row-start-2 row-span-1 gap-3 flex flex-col">
+        <!-- Subject settings -->
+        <div class="form-section">
+          <section-header section="eval_range"></section-header>
+
+          <!-- Subject -->
+          <div class="form-subsection">
+            <h2 class="form-subsection-title">Subject</h2>
+            <div class="flex flex-row flex-wrap justify-center mx-5">
+              <div v-for="subject_name in subject_availability.get_available_subject_names_for_type(this.evalParams.subject_type)" :key="subject_name" class="radio-item flex-auto pr-4">
+                <input class="shrink-0" type="radio" :id="subject_name" name="subject" :value="subject_name" v-model="evalParams.subject_name" @change="propagate_new_params" />
+                <label :for="subject_name">{{ subject_name }}</label>
+              </div>
             </div>
           </div>
-        </div>
-      </div>
 
-      <!-- Experiments -->
-      <div class="form-section flex flex-col grow h-0">
-        <section-header section="experiments" class="w-1/2"></section-header>
-        <div class="flex mb-2 mr-1">
-          <select id="project_dropdown" v-model="this.evalParams.project_name" @change="propagate_new_params" >
-            <option disabled value="">Select a project</option>
-            <option v-for="project in projects">{{ project }}</option>
-          </select>
-          <button class="button ml-2" onclick="create_project_dialog.showModal()">
-            +
-          </button>
-        </div>
-        <div class="h-0 grow overflow-y-auto overflow-x-hidden">
-          <ul class="horizontal-select">
-            <li>
-              <div class="bg-gray-100 dark:bg-gray-800">
-                <input id="select_all_experiments" type="checkbox" class="ml-1" v-model="this.select_all_experiments">
-                <label for="select_all_experiments" class="flex group w-full cursor-pointer">
-                  <div class="pl-0 w-full">
-                    <p class="truncate w-0 grow">
-                      Select all experiments
-                    </p>
-                    <p class="text-gray-600 dark:text-gray-500">
-                      ({{ evalParams.experiments.length }}/{{ experiments.filter(t => t[1]).length }})
-                    </p>
-                  </div>
-                </label>
+          <div class="form-subsection">
+            <h2 class="form-subsection-title">Subject version range</h2>
+            <div class="flex flex-wrap">
+              <div class="w-5/6 m-auto pt-12">
+                <Slider
+                  ref="version_slider"
+                  v-model="evalParams.version_range"
+                  :lazy=true
+                  :min="subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name)[0]"
+                  :max="subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name)[1]"
+                  :merge="computed_slider_merge"
+                  :disabled=false
+                  class="slider"
+                  @change="propagate_new_params"
+                />
               </div>
-            </li>
-            <li v-for="tuple in experiments" :key="tuple[0]" class="group">
-              <div class="flex items-center">
-                <input :id="'checkbox-' + tuple[0]" v-model="this.evalParams.experiments" type="checkbox" class="ml-1" :value="tuple[0]" :disabled="!tuple[1]">
-                <label :for="'checkbox-' + tuple[0]" class="flex w-full items-center cursor-pointer min-w-0">
-                  <div class="pl-0 grow min-w-0 flex items-center">
-                    <div v-if="!tuple[1]" class="text-red-500 font-bold mr-1">
-                      !
-                    </div>
-                    <p class="grow min-w-0 whitespace-nowrap group-hover:truncate">
-                      {{ tuple[0] }}
-                    </p>
-                  </div>
-                  <div class="invisible group-hover:visible flex items-center ml-2 shrink-0 w-0 group-hover:w-auto overflow-hidden">
-                    <div role="button" @click.stop.prevent="this.selected.experiment=tuple[0]" title="Edit PoC">
-                      <v-icon name="fa-regular-edit"/>
-                    </div>
-                    <div role="button" @click.stop.prevent="openLab(tuple[0])" title="Open Lab">
-                      <v-icon name="hi-beaker"/>
-                    </div>
-                  </div>
+              <div class="pt-5 checkbox-item">
+                <input
+                  v-model="this.evalParams.only_release_commits"
+                  :true-value="false"
+                  :false-value="true"
+                  type="checkbox">
+                <label>Deep search
+                  <tooltip tooltip="deep_search"></tooltip>
                 </label>
               </div>
-            </li>
-          </ul>
-        </div>
-        <div v-if="this.evalParams.project_name" role="button" class="button mt-2" onclick="create_experiment_dialog.showModal()">
-          Add new experiment
+            </div>
+          </div>
         </div>
-      </div>
-    </div>
 
-    <!-- Start button and results section -->
-    <div class="row-start-2 col-start-2 flex flex-col h-full">
-      <EvaluationControls
-        :is-running="server_info.state.is_running === true"
-        :can-start="true"
-        @start="submit_form"
-        @stop-gracefully="stop(false)"
-        @stop-forcefully="stop(true)"
-      />
-      <div class="results-section mt-2 h-full flex flex-col">
-        <section-header section="results" left></section-header>
-        <div class="flex flex-wrap justify-between h-fit">
-          <select class="w-64 truncate h-fit" v-model="this.evalParams.experiment_to_plot" @change="propagate_new_params">
-            <option disabled value="">Select an experiment</option>
-            <option v-for="experiment in this.evalParams.experiments">{{ experiment }}</option>
-          </select>
-          <div class="flex flex-wrap">
-            <evaluation-status :server_info="this.server_info">
-            </evaluation-status>
+        <!-- Experiments -->
+        <div class="form-section flex flex-col grow h-0">
+          <section-header section="experiments" class="w-1/2"></section-header>
+          <div class="flex mb-2 mr-1">
+            <select id="project_dropdown" v-model="this.evalParams.project_name" @change="propagate_new_params" >
+              <option disabled value="">Select a project</option>
+              <option v-for="project in projects">{{ project }}</option>
+            </select>
+            <button class="button ml-2" onclick="create_project_dialog.showModal()">
+              +
+            </button>
           </div>
-          <div class="flex flex-wrap">
-            <ul class="my-3 w-64">
-              <li><b>Number of experiments:</b> {{ results.nb_of_evaluations }}</li>
+          <div class="h-0 grow overflow-y-auto overflow-x-hidden">
+            <ul class="horizontal-select">
+              <li>
+                <div class="bg-gray-100 dark:bg-gray-800">
+                  <input id="select_all_experiments" type="checkbox" class="ml-1" v-model="this.select_all_experiments">
+                  <label for="select_all_experiments" class="flex group w-full cursor-pointer">
+                    <div class="pl-0 w-full">
+                      <p class="truncate w-0 grow">
+                        Select all experiments
+                      </p>
+                      <p class="text-gray-600 dark:text-gray-500">
+                        ({{ evalParams.experiments.length }}/{{ experiments.filter(t => t[1]).length }})
+                      </p>
+                    </div>
+                  </label>
+                </div>
+              </li>
+              <li v-for="tuple in experiments" :key="tuple[0]" class="group">
+                <div class="flex items-center">
+                  <input :id="'checkbox-' + tuple[0]" v-model="this.evalParams.experiments" type="checkbox" class="ml-1" :value="tuple[0]" :disabled="!tuple[1]">
+                  <label :for="'checkbox-' + tuple[0]" class="flex w-full items-center cursor-pointer min-w-0">
+                    <div class="pl-0 grow min-w-0 flex items-center">
+                      <div v-if="!tuple[1]" class="text-red-500 font-bold mr-1">
+                        !
+                      </div>
+                      <p class="grow min-w-0 whitespace-nowrap group-hover:truncate">
+                        {{ tuple[0] }}
+                      </p>
+                    </div>
+                    <div class="invisible group-hover:visible flex items-center ml-2 shrink-0 w-0 group-hover:w-auto overflow-hidden">
+                      <div role="button" @click.stop.prevent="this.selected.experiment=tuple[0]" title="Edit PoC">
+                        <v-icon name="fa-regular-edit"/>
+                      </div>
+                      <div role="button" @click.stop.prevent="openLab(tuple[0])" title="Open Lab">
+                        <v-icon name="hi-beaker"/>
+                      </div>
+                    </div>
+                  </label>
+                </div>
+              </li>
             </ul>
           </div>
+          <div v-if="this.evalParams.project_name" role="button" class="button mt-2" onclick="create_experiment_dialog.showModal()">
+            Add new experiment
+          </div>
         </div>
-        <gantt ref="gantt" :eval_params="this.evalParams"></gantt>
       </div>
-    </div>
 
-    <!-- PoC editor -->
-    <div class="form-section col-span-2 row-start-3">
-      <div class="flex">
-        <h2 class="flex flex-initial w-1/2 form-section-title pt-2">
-          Experiment editor
-          <div v-if="this.selected.experiment !== null && !this.hide_poc_editor" class="px-1 font-normal">
-            ({{ this.selected.experiment }})
-          </div>
-        </h2>
-        <div class="w-full text-right">
-          <button class="collapse-button" @click="this.hide_poc_editor = !this.hide_poc_editor">
-            <div class="flex items-center">
-              <p class="text-xl pb-1 px-1">+</p>
+      <!-- Start button and results section -->
+      <div class="row-start-2 col-start-2 flex flex-col h-full">
+        <EvaluationControls
+          :is-running="server_info.state.is_running === true"
+          :can-start="true"
+          @start="submit_form"
+          @stop-gracefully="stop(false)"
+          @stop-forcefully="stop(true)"
+        />
+        <div class="results-section mt-2 h-full flex flex-col">
+          <section-header section="results" left></section-header>
+          <div class="flex flex-wrap justify-between h-fit grid grid-cols-[1fr_1fr_1fr] items-center justify-items-center gap-4">
+            <select class="truncate h-fit" v-model="this.evalParams.experiment_to_plot" @change="propagate_new_params">
+              <option disabled value="">Select an experiment</option>
+              <option v-for="experiment in this.evalParams.experiments">{{ experiment }}</option>
+            </select>
+            <div class="flex flex-wrap">
+              <evaluation-status :server_info="this.server_info">
+              </evaluation-status>
             </div>
-          </button>
+            <div class="flex flex-wrap">
+              <ul class="my-3">
+                <li><b>Number of experiments:</b> {{ results.nb_of_evaluations }}</li>
+              </ul>
+            </div>
+          </div>
+          <gantt ref="gantt" :eval_params="this.evalParams"></gantt>
         </div>
       </div>
-      <div :class="this.hide_poc_editor ? 'hidden w-full' : 'w-full'">
-        <poc-editor
-        :darkMode="this.darkMode"
-        :available_domains="this.available_domains"
-        :project="this.evalParams.project_name"
-        :poc="selected.experiment"
-        :subject_type="this.evalParams.subject_type"></poc-editor>
-      </div>
-    </div>
 
-    <!-- Advanced subject options -->
-    <!-- <div class="form-section col-span-2 row-start-4">
-      <div class="flex">
-        <h2 class="flex flex-initial w-1/2 form-section-title pt-2">
-          Advanced subject options
-        </h2>
-        <div class="w-full text-right">
-          <button class="collapse-button" @click="this.hide_advanced_subject_options = !this.hide_advanced_subject_options">
-            <div class="flex items-center">
-              <p class="text-xl pb-1 px-1">+</p>
+      <!-- PoC editor -->
+      <div class="form-section col-span-2 row-start-3">
+        <div class="flex">
+          <h2 class="flex flex-initial w-1/2 form-section-title pt-2">
+            Experiment editor
+            <div v-if="this.selected.experiment !== null && !this.hide_poc_editor" class="px-1 font-normal">
+              ({{ this.selected.experiment }})
             </div>
-          </button>
-        </div>
-      </div>
-      <div :class="this.hide_advanced_subject_options ? 'hidden w-full' : 'w-full'">
-        <div>
-          <label for="cli_options" class="pb-2">CLI flags</label>
-          <input class="w-full dark:!text-white dark:!bg-gray-800" type="text" name="cli_options" v-model="this.cli_options_str">
-        </div>
-        <div>
-          <div>
-            <label class="pt-4 pb-2">Previously used CLI flags</label>
-          </div>
-          <ul class="">
-            <li v-for="cli_options_str in this.previous_cli_options_list">
-              <div role="button" @click="this.cli_options_str=cli_options_str" class="button my-1 !text-black !text-left !bg-white hover:!bg-gray-100 dark:!text-white dark:!bg-gray-800 dark:hover:!bg-gray-600">
-                {{ cli_options_str }}
+          </h2>
+          <div class="w-full text-right">
+            <button class="collapse-button" @click="this.hide_poc_editor = !this.hide_poc_editor">
+              <div class="flex items-center">
+                <p class="text-xl pb-1 px-1">+</p>
               </div>
-            </li>
-          </ul>
+            </button>
+          </div>
         </div>
-      </div>
-    </div> -->
-
-    <!-- Advanced evaluation options -->
-    <div class="form-section h-fit col-span-2 row-start-4">
-      <div class="flex">
-        <h2 class="flex-initial w-1/2 form-section-title pt-2">Advanced evaluation options</h2>
-        <div class="w-full text-right">
-          <button class="collapse-button" @click="this.hide_advanced_evaluation_options = !this.hide_advanced_evaluation_options">
-            <div class="flex items-center">
-              <p class="text-xl pb-1 px-1">+</p>
-            </div>
-          </button>
+        <div :class="this.hide_poc_editor ? 'hidden w-full' : 'w-full'">
+          <poc-editor
+          :darkMode="this.darkMode"
+          :available_domains="this.available_domains"
+          :project="this.evalParams.project_name"
+          :poc="selected.experiment"
+          :subject_type="this.evalParams.subject_type"></poc-editor>
         </div>
       </div>
-      <div :class="hide_advanced_evaluation_options ? 'hidden' : ''">
-        <div class="grid grid-cols-[auto,auto,auto] justify-start">
-          <!-- <div class="flex flex-col">
-            <div class="form-subsection">
-              <section-header section="subject_rev_range"></section-header>
-              <div class="p-1 w-1/2">
-                <label for="lower_commit_nb">Lower commit nb</label>
-                <input v-model.lazy="this.evalParams.lower_commit_nb" class="number-input w-32" type="number">
-              </div>
 
-              <div class="p-1 w-1/2">
-                <label for="upper_commit_nb">Upper rev nb</label>
-                <input v-model.lazy="this.evalParams.upper_commit_nb" class="number-input w-32" type="number">
+      <!-- Advanced subject options -->
+      <!-- <div class="form-section col-span-2 row-start-4">
+        <div class="flex">
+          <h2 class="flex flex-initial w-1/2 form-section-title pt-2">
+            Advanced subject options
+          </h2>
+          <div class="w-full text-right">
+            <button class="collapse-button" @click="this.hide_advanced_subject_options = !this.hide_advanced_subject_options">
+              <div class="flex items-center">
+                <p class="text-xl pb-1 px-1">+</p>
               </div>
+            </button>
+          </div>
+        </div>
+        <div :class="this.hide_advanced_subject_options ? 'hidden w-full' : 'w-full'">
+          <div>
+            <label for="cli_options" class="pb-2">CLI flags</label>
+            <input class="w-full dark:!text-white dark:!bg-gray-800" type="text" name="cli_options" v-model="this.cli_options_str">
+          </div>
+          <div>
+            <div>
+              <label class="pt-4 pb-2">Previously used CLI flags</label>
             </div>
-          </div> -->
-
-          <!-- Evaluation settings -->
-          <div class="form-subsection w-fit eval_opts col-start-3">
-            <section-header section="eval_settings"></section-header>
-            <div class="form-subsection">
-              <section-header section="search_strategy"></section-header>
-
-              <div class="radio-item">
-                <input v-model="this.evalParams.search_strategy" type="radio" id="bin_seq" name="search_strategy_option"
-                  value="bgb_sequence">
-                <label for="bgb_sequence">BGB sequence</label>
-                <tooltip tooltip="bgb_sequence"></tooltip>
+            <ul class="">
+              <li v-for="cli_options_str in this.previous_cli_options_list">
+                <div role="button" @click="this.cli_options_str=cli_options_str" class="button my-1 !text-black !text-left !bg-white hover:!bg-gray-100 dark:!text-white dark:!bg-gray-800 dark:hover:!bg-gray-600">
+                  {{ cli_options_str }}
+                </div>
+              </li>
+            </ul>
+          </div>
+        </div>
+      </div> -->
+
+      <!-- Advanced evaluation options -->
+      <div class="form-section h-fit col-span-2 row-start-4">
+        <div class="flex">
+          <h2 class="flex-initial w-1/2 form-section-title pt-2">Advanced evaluation options</h2>
+          <div class="w-full text-right">
+            <button class="collapse-button" @click="this.hide_advanced_evaluation_options = !this.hide_advanced_evaluation_options">
+              <div class="flex items-center">
+                <p class="text-xl pb-1 px-1">+</p>
               </div>
-
-              <div class="radio-item">
-                <input v-model="this.evalParams.search_strategy" type="radio" id="bgb_search" name="search_strategy_option"
-                  value="bgb_search">
-                <label for="bgb_search">BGB search</label>
-                <tooltip tooltip="bgb_search"></tooltip>
+            </button>
+          </div>
+        </div>
+        <div :class="hide_advanced_evaluation_options ? 'hidden' : ''">
+          <div class="grid grid-cols-[auto,auto,auto] justify-start">
+            <!-- <div class="flex flex-col">
+              <div class="form-subsection">
+                <section-header section="subject_rev_range"></section-header>
+                <div class="p-1 w-1/2">
+                  <label for="lower_commit_nb">Lower commit nb</label>
+                  <input v-model.lazy="this.evalParams.lower_commit_nb" class="number-input w-32" type="number">
+                </div>
+
+                <div class="p-1 w-1/2">
+                  <label for="upper_commit_nb">Upper rev nb</label>
+                  <input v-model.lazy="this.evalParams.upper_commit_nb" class="number-input w-32" type="number">
+                </div>
               </div>
-
-              <div class="radio-item">
-                <input v-model="this.evalParams.search_strategy" type="radio" id="comp_search" name="search_strategy_option"
-                  value="comp_search">
-                <label for="comp_search">Composite search</label>
-                <tooltip tooltip="comp_search"></tooltip>
+            </div> -->
+
+            <!-- Evaluation settings -->
+            <div class="form-subsection w-fit eval_opts col-start-3">
+              <section-header section="eval_settings"></section-header>
+              <div class="form-subsection">
+                <section-header section="search_strategy"></section-header>
+
+                <div class="radio-item">
+                  <input v-model="this.evalParams.search_strategy" type="radio" id="bin_seq" name="search_strategy_option"
+                    value="bgb_sequence">
+                  <label for="bgb_sequence">BGB sequence</label>
+                  <tooltip tooltip="bgb_sequence"></tooltip>
+                </div>
+
+                <div class="radio-item">
+                  <input v-model="this.evalParams.search_strategy" type="radio" id="bgb_search" name="search_strategy_option"
+                    value="bgb_search">
+                  <label for="bgb_search">BGB search</label>
+                  <tooltip tooltip="bgb_search"></tooltip>
+                </div>
+
+                <div class="radio-item">
+                  <input v-model="this.evalParams.search_strategy" type="radio" id="comp_search" name="search_strategy_option"
+                    value="comp_search">
+                  <label for="comp_search">Composite search</label>
+                  <tooltip tooltip="comp_search"></tooltip>
+                </div>
+                <br>
+
+                <div class="flex items-baseline mb-1">
+                  <label for="sequence_limit" class="mb-0 align-middle">Sequence limit</label>
+                  <tooltip tooltip="sequence_limit"></tooltip>
+                </div>
+                <input v-model.number="this.evalParams.sequence_limit" class="input-box" type="number" min="1" max="10000">
               </div>
-              <br>
 
-              <div class="flex items-baseline mb-1">
-                <label for="sequence_limit" class="mb-0 align-middle">Sequence limit</label>
-                <tooltip tooltip="sequence_limit"></tooltip>
+              <div class="form-subsection">
+                <section-header section="parallel_containers"></section-header>
+                <input v-model.number="this.evalParams.nb_of_containers" class="input-box" type="number" id="nb_of_containers"
+                  name="nb_of_containers" min="1" max="16">
               </div>
-              <input v-model.number="this.evalParams.sequence_limit" class="input-box" type="number" min="1" max="10000">
-            </div>
-
-            <div class="form-subsection">
-              <section-header section="parallel_containers"></section-header>
-              <input v-model.number="this.evalParams.nb_of_containers" class="input-box" type="number" id="nb_of_containers"
-                name="nb_of_containers" min="1" max="16">
             </div>
           </div>
         </div>
       </div>
-    </div>
 
-    <!-- Logs -->
-    <div class="results-section h-fit col-span-2 row-start-5 flex-1">
-      <div class="flex">
-        <h2 class="flex-initial w-1/2 form-section-title">Log</h2>
-        <div class="w-full text-right">
-          <button class="collapse-button" @click="this.hide_logs = !this.hide_logs">
-            <div class="flex items-center">
-              <p class="text-xl pb-1 px-1">+</p>
-            </div>
-          </button>
+      <!-- Logs -->
+      <div class="results-section h-fit col-span-2 row-start-5 flex-1">
+        <div class="flex">
+          <h2 class="flex-initial w-1/2 form-section-title">Log</h2>
+          <div class="w-full text-right">
+            <button class="collapse-button" @click="this.hide_logs = !this.hide_logs">
+              <div class="flex items-center">
+                <p class="text-xl pb-1 px-1">+</p>
+              </div>
+            </button>
+          </div>
         </div>
-      </div>
-      <div :class="hide_logs ? 'hidden' : ''">
-        <div id="log_section" class="mt-3 h-96 bg-white overflow-y-scroll flex flex-col dark:bg-dark-3">
-          <ul>
-            <li v-for="entry in this.server_info.logs">
-              <p>{{ entry }}</p>
-            </li>
-          </ul>
+        <div :class="hide_logs ? 'hidden' : ''">
+          <div id="log_section" class="mt-3 h-96 bg-white overflow-y-scroll flex flex-col dark:bg-dark-3">
+            <ul>
+              <li v-for="entry in this.server_info.logs">
+                <p>{{ entry }}</p>
+              </li>
+            </ul>
+          </div>
         </div>
       </div>
     </div>
diff --git a/bughog/web/vue/tailwind.config.js b/bughog/web/vue/tailwind.config.js
index 9ec93a0c..a33be643 100644
--- a/bughog/web/vue/tailwind.config.js
+++ b/bughog/web/vue/tailwind.config.js
@@ -2,7 +2,6 @@ import flowbite from 'flowbite/plugin';
 
 /** @type {import('tailwindcss').Config} */
 export default {
-  mode: "jit",
   content: [
     "./index.html",
     "./src/**/*.{vue,js,ts,jsx,tsx}",
diff --git a/bughog/web/vue/vite.config.js b/bughog/web/vue/vite.config.js
index ce67aad5..38aeebd6 100644
--- a/bughog/web/vue/vite.config.js
+++ b/bughog/web/vue/vite.config.js
@@ -1,11 +1,12 @@
 import { defineConfig } from 'vite'
 import vue from '@vitejs/plugin-vue'
+import tailwindcss from '@tailwindcss/vite'
 
 // https://vitejs.dev/config/
 export default defineConfig({
-  plugins: [vue()],
+  plugins: [vue(), tailwindcss()],
   optimizeDeps: {
-    exclude: ['oh-vue-icons/icons']
+    include: ['oh-vue-icons/icons']
   },
   server: {
     host: '0.0.0.0',
diff --git a/pyproject.toml b/pyproject.toml
index 040a56d2..299dcd0b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,29 +4,29 @@ version = "0.1.0"
 requires-python = ">=3.13"
 dependencies = [
     "docker==7.1.0",
-    "flask==3.1.1",
+    "flask==3.1.3",
     "flask-sock==0.7.0",
     "flatten-dict==0.4.2",
-    "gunicorn==23.0.0",
-    "pillow==12.0.0",
+    "gunicorn==25.1.0",
+    "pillow==12.1.1",
     "pyautogui==0.9.54",
-    "pymongo==4.12.1",
+    "pymongo==4.16.0",
     "pyvirtualdisplay==3.0",
     "requests==2.32.3",
-    "rich>=14.2.0",
+    "rich>=14.3.3",
     "xlib==0.21",
 ]
 
 [dependency-groups]
 dev = [
     "anybadge==1.16.0",
-    "coverage[toml]==7.8.0",
-    "debugpy==1.8.14",
-    "flake8==7.2.0",
+    "coverage[toml]==7.13.4",
+    "debugpy==1.8.20",
+    "flake8==7.3.0",
     "genbadge[all]>=1.1.2",
-    "pylint==3.3.7",
-    "pytest==8.3.5",
-    "pytest-cov==6.1.1",
+    "pylint==4.0.5",
+    "pytest==9.0.2",
+    "pytest-cov==7.0.0",
     "pytest-flake8==1.3.0",
 ]
 
diff --git a/uv.lock b/uv.lock
index 8bee82b2..0ab73824 100644
--- a/uv.lock
+++ b/uv.lock
@@ -16,11 +16,11 @@ wheels = [
 
 [[package]]
 name = "astroid"
-version = "3.3.11"
+version = "4.0.4"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/18/74/dfb75f9ccd592bbedb175d4a32fc643cf569d7c218508bfbd6ea7ef9c091/astroid-3.3.11.tar.gz", hash = "sha256:1e5a5011af2920c7c67a53f65d536d65bfa7116feeaf2354d8b94f29573bb0ce", size = 400439, upload-time = "2025-07-13T18:04:23.177Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/07/63/0adf26577da5eff6eb7a177876c1cfa213856be9926a000f65c4add9692b/astroid-4.0.4.tar.gz", hash = "sha256:986fed8bcf79fb82c78b18a53352a0b287a73817d6dbcfba3162da36667c49a0", size = 406358, upload-time = "2026-02-07T23:35:07.509Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/b0/cf/1c5f42b110e57bc5502eb80dbc3b03d256926062519224835ef08134f1f9/astroid-4.0.4-py3-none-any.whl", hash = "sha256:52f39653876c7dec3e3afd4c2696920e05c83832b9737afc21928f2d2eb7a753", size = 276445, upload-time = "2026-02-07T23:35:05.344Z" },
 ]
 
 [[package]]
@@ -67,39 +67,39 @@ dev = [
 [package.metadata]
 requires-dist = [
     { name = "docker", specifier = "==7.1.0" },
-    { name = "flask", specifier = "==3.1.1" },
+    { name = "flask", specifier = "==3.1.3" },
     { name = "flask-sock", specifier = "==0.7.0" },
     { name = "flatten-dict", specifier = "==0.4.2" },
-    { name = "gunicorn", specifier = "==23.0.0" },
-    { name = "pillow", specifier = "==12.0.0" },
+    { name = "gunicorn", specifier = "==25.1.0" },
+    { name = "pillow", specifier = "==12.1.1" },
     { name = "pyautogui", specifier = "==0.9.54" },
-    { name = "pymongo", specifier = "==4.12.1" },
+    { name = "pymongo", specifier = "==4.16.0" },
     { name = "pyvirtualdisplay", specifier = "==3.0" },
     { name = "requests", specifier = "==2.32.3" },
-    { name = "rich", specifier = ">=14.2.0" },
+    { name = "rich", specifier = ">=14.3.3" },
     { name = "xlib", specifier = "==0.21" },
 ]
 
 [package.metadata.requires-dev]
 dev = [
     { name = "anybadge", specifier = "==1.16.0" },
-    { name = "coverage", extras = ["toml"], specifier = "==7.8.0" },
-    { name = "debugpy", specifier = "==1.8.14" },
-    { name = "flake8", specifier = "==7.2.0" },
+    { name = "coverage", extras = ["toml"], specifier = "==7.13.4" },
+    { name = "debugpy", specifier = "==1.8.20" },
+    { name = "flake8", specifier = "==7.3.0" },
     { name = "genbadge", extras = ["all"], specifier = ">=1.1.2" },
-    { name = "pylint", specifier = "==3.3.7" },
-    { name = "pytest", specifier = "==8.3.5" },
-    { name = "pytest-cov", specifier = "==6.1.1" },
+    { name = "pylint", specifier = "==4.0.5" },
+    { name = "pytest", specifier = "==9.0.2" },
+    { name = "pytest-cov", specifier = "==7.0.0" },
     { name = "pytest-flake8", specifier = "==1.3.0" },
 ]
 
 [[package]]
 name = "certifi"
-version = "2026.1.4"
+version = "2026.2.25"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e0/2d/a891ca51311197f6ad14a7ef42e2399f36cf2f9bd44752b3dc4eab60fdc5/certifi-2026.1.4.tar.gz", hash = "sha256:ac726dd470482006e014ad384921ed6438c457018f4b3d204aea4281258b2120", size = 154268, upload-time = "2026-01-04T02:42:41.825Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/af/2d/7bf41579a8986e348fa033a31cdd0e4121114f6bce2457e8876010b092dd/certifi-2026.2.25.tar.gz", hash = "sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7", size = 155029, upload-time = "2026-02-25T02:54:17.342Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/9a/3c/c17fb3ca2d9c3acff52e30b309f538586f9f5b9c9cf454f3845fc9af4881/certifi-2026.2.25-py3-none-any.whl", hash = "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa", size = 153684, upload-time = "2026-02-25T02:54:15.766Z" },
 ]
 
 [[package]]
@@ -166,44 +166,88 @@ wheels = [
 
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 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl", hash = "sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922", size = 1201486, upload-time = "2025-05-27T00:56:49.664Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/c6/76dc613121b793286a3f91621d7b75a2b493e0390ddca50f11993eadf192/setuptools-82.0.0-py3-none-any.whl", hash = "sha256:70b18734b607bd1da571d097d236cfcfacaf01de45717d59e6e04b96877532e0", size = 1003468, upload-time = "2026-02-08T15:08:38.723Z" },
 ]
 
 [[package]]
@@ -919,14 +977,14 @@ wheels = [
 
 [[package]]
 name = "werkzeug"
-version = "3.1.5"
+version = "3.1.6"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "markupsafe" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/5a/70/1469ef1d3542ae7c2c7b72bd5e3a4e6ee69d7978fa8a3af05a38eca5becf/werkzeug-3.1.5.tar.gz", hash = "sha256:6a548b0e88955dd07ccb25539d7d0cc97417ee9e179677d22c7041c8f078ce67", size = 864754, upload-time = "2026-01-08T17:49:23.247Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/61/f1/ee81806690a87dab5f5653c1f146c92bc066d7f4cebc603ef88eb9e13957/werkzeug-3.1.6.tar.gz", hash = "sha256:210c6bede5a420a913956b4791a7f4d6843a43b6fcee4dfa08a65e93007d0d25", size = 864736, upload-time = "2026-02-19T15:17:18.884Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ad/e4/8d97cca767bcc1be76d16fb76951608305561c6e056811587f36cb1316a8/werkzeug-3.1.5-py3-none-any.whl", hash = "sha256:5111e36e91086ece91f93268bb39b4a35c1e6f1feac762c9c822ded0a4e322dc", size = 225025, upload-time = "2026-01-08T17:49:21.859Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/ec/d58832f89ede95652fd01f4f24236af7d32b70cab2196dfcc2d2fd13c5c2/werkzeug-3.1.6-py3-none-any.whl", hash = "sha256:7ddf3357bb9564e407607f988f683d72038551200c704012bb9a4c523d42f131", size = 225166, upload-time = "2026-02-19T15:17:17.475Z" },
 ]
 
 [[package]]

From ba385373b665739cf1f79e66f5dd6a4369a2bb5b Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 26 Feb 2026 13:41:59 +0000
Subject: [PATCH 11/55] fix: remove focus ring styles

---
 bughog/web/vue/src/components/banner.vue           |  2 +-
 bughog/web/vue/src/components/poc-editor.vue       |  2 +-
 .../vue/src/components/subject-state-selector.vue  |  2 +-
 bughog/web/vue/src/style.css                       | 14 +++++++++-----
 4 files changed, 12 insertions(+), 8 deletions(-)

diff --git a/bughog/web/vue/src/components/banner.vue b/bughog/web/vue/src/components/banner.vue
index 98974cd1..11bb7bf5 100644
--- a/bughog/web/vue/src/components/banner.vue
+++ b/bughog/web/vue/src/components/banner.vue
@@ -76,7 +76,7 @@ const toggleDarkMode = () => {
         v-model="darkMode"
         @change="toggleDarkMode"
       >
-      <div class="relative w-11 h-6 bg-gray-200 peer-focus:outline-none peer-focus:ring-4 peer-focus:ring-blue-300 dark:peer-focus:ring-blue-800 rounded-full peer dark:bg-gray-700 peer-checked:after:translate-x-full rtl:peer-checked:after:-translate-x-full peer-checked:after:border-white after:content-[''] after:absolute after:top-[2px] after:start-[2px] after:bg-white after:border-gray-300 after:border after:rounded-full after:h-5 after:w-5 after:transition-all dark:border-gray-600 peer-checked:bg-blue-600">
+      <div class="relative w-11 h-6 bg-gray-200 rounded-full peer dark:bg-gray-700 peer-checked:after:translate-x-full rtl:peer-checked:after:-translate-x-full peer-checked:after:border-white after:content-[''] after:absolute after:top-[2px] after:start-[2px] after:bg-white after:border-gray-300 after:border after:rounded-full after:h-5 after:w-5 after:transition-all dark:border-gray-600 peer-checked:bg-blue-600">
       </div>
       <span class="ms-3 text-sm font-medium text-gray-900 dark:text-gray-300">Dark mode</span>
     </label>
diff --git a/bughog/web/vue/src/components/poc-editor.vue b/bughog/web/vue/src/components/poc-editor.vue
index f2ccb737..5564ef31 100644
--- a/bughog/web/vue/src/components/poc-editor.vue
+++ b/bughog/web/vue/src/components/poc-editor.vue
@@ -309,7 +309,7 @@ import { getMode as getInteractionScriptMode } from '../interaction_script_mode'
         <!-- Root files -->
         <li v-for="file in active_poc.tree.files.sort((a, b) => a.name.localeCompare(b.name))" :key="file.name">
           <div
-            class="group flex p-2 mb-2 hover:bg-gray-100 hover:bg-opacity-80 hover:text-blue-gray-900 hover:cursor-pointer focus:bg-blue-gray-50 focus:bg-opacity-80 focus:text-blue-gray-900"
+            class="group flex p-2 mb-2 hover:bg-gray-100 hover:dark:bg-gray-800 hover:bg-opacity-80 hover:text-blue-gray-900 hover:cursor-pointer focus:bg-blue-gray-50 focus:bg-opacity-80 focus:text-blue-gray-900"
             role="button"
             @click="set_active_file(null, file.name)">
             <span class="truncate">{{ file.name }}</span>
diff --git a/bughog/web/vue/src/components/subject-state-selector.vue b/bughog/web/vue/src/components/subject-state-selector.vue
index f9ba0949..22659b15 100644
--- a/bughog/web/vue/src/components/subject-state-selector.vue
+++ b/bughog/web/vue/src/components/subject-state-selector.vue
@@ -75,7 +75,7 @@ const isSliderMode = computed(() => {
           :min="min"
           :max="max"
           :disabled="disabled"
-          class="w-full text-center p-2 border-t border-b border-gray-300 focus:ring-blue-500 focus:border-blue-500 dark:bg-gray-800 dark:border-gray-600 dark:text-white"
+          class="w-full text-center p-2 border-t border-b border-gray-300 dark:bg-gray-800 dark:border-gray-600 dark:text-white"
         />
         <button
           @click="internalValue = internalValue != null ? Math.min(max, internalValue + 1) : max"
diff --git a/bughog/web/vue/src/style.css b/bughog/web/vue/src/style.css
index 1bd4da16..a5449593 100644
--- a/bughog/web/vue/src/style.css
+++ b/bughog/web/vue/src/style.css
@@ -16,6 +16,10 @@
     -webkit-text-size-adjust: 100%;
   }
 
+  * {
+    @apply focus:outline-none;
+  }
+
   a {
     font-weight: 500;
     color: #646cff;
@@ -76,7 +80,7 @@
 
 @layer components {
   .button {
-    @apply text-white bg-blue-700 hover:bg-blue-800 active:ring-4 focus:outline-none cursor-pointer font-medium rounded-lg text-sm px-4 py-2.5 text-center items-center dark:hover:bg-blue-700 dark:focus:ring-blue-800
+    @apply text-white bg-blue-700 hover:bg-blue-800 active:ring-4 cursor-pointer font-medium rounded-lg text-sm px-4 py-2.5 text-center items-center dark:hover:bg-blue-700
   }
 
   .dropdown-head {
@@ -88,7 +92,7 @@
   }
 
   .large-text-input {
-    @apply block p-2.5 w-full text-sm text-gray-900 bg-gray-50 border border-gray-300 focus:ring-blue-500 focus:border-blue-500 dark:bg-gray-700 dark:border-gray-600 dark:placeholder-gray-400 dark:text-white dark:focus:ring-blue-500 dark:focus:border-blue-500
+    @apply block p-2.5 w-full text-sm text-gray-900 bg-gray-50 border border-gray-300 dark:bg-gray-700 dark:border-gray-600 dark:placeholder-gray-400 dark:text-white
   }
 
   .horizontal-select {
@@ -104,7 +108,7 @@
   }
 
   .horizontal-select input {
-    @apply w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 rounded focus:ring-blue-500 dark:focus:ring-blue-600 dark:ring-offset-gray-700 dark:focus:ring-offset-gray-700 focus:ring-2 dark:bg-gray-600 dark:border-gray-500
+    @apply w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 rounded dark:ring-offset-gray-700 dark:bg-gray-600 dark:border-gray-500
   }
 
   .horizontal-select label {
@@ -156,7 +160,7 @@
   }
 
   .radio-item input {
-    @apply w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 focus:outline-none dark:ring-offset-gray-800 focus:ring-2 dark:bg-gray-700 dark:border-gray-600 dark:bg-dark-4;
+    @apply w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 dark:ring-offset-gray-800 dark:bg-gray-700 dark:border-gray-600 dark:bg-dark-4;
   }
 
   .radio-item label {
@@ -168,7 +172,7 @@
   }
 
   .checkbox-item input {
-    @apply w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 rounded focus:ring-blue-500 dark:focus:ring-blue-600 dark:ring-offset-gray-800 focus:ring-2 dark:bg-gray-700 dark:border-gray-600 dark:bg-dark-4
+    @apply w-4 h-4 text-blue-600 bg-gray-100 border-gray-300 rounded dark:ring-offset-gray-800 dark:bg-gray-700 dark:border-gray-600 dark:bg-dark-4
   }
 
   .checkbox-item label {

From 9c0398114125bffc6c1752cacd7d07a5d1f325cf Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 26 Feb 2026 13:58:01 +0000
Subject: [PATCH 12/55] fix: apply correct editor theme on mount and improve
 README

---
 README.md                                    | 30 ++++++++++++++++----
 bughog/web/vue/src/components/poc-editor.vue |  1 +
 2 files changed, 25 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index c2a59441..45bb676e 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,8 @@
 </div>
 <br>
 
-BugHog is a powerful framework designed specifically to address the challenging task of pinpointing the exact code revisions in which a particular browser bug was introduced or fixed.
+BugHog is a framework for pinpointing the exact code commit in which a browser bug was introduced or fixed.
+Given a proof-of-concept (PoC) that reproduces a bug, BugHog automatically bisects across browser builds to find the precise commit where the behaviour changed.
 
 This framework has been developed as part of the _"A Bug's Life: Analyzing the Lifecycle and Mitigation Process of Content Security Policy Bugs"_ paper to identify Content Security Policy bug lifecycles, published at [USENIX Security '23](https://www.usenix.org/conference/usenixsecurity23/presentation/franken).
 Since then, it has continued to evolve and has been exhibited at major cybersecurity conferences, including [Black Hat USA](https://www.blackhat.com/us-24/arsenal/schedule/index.html#bughog-38604).
@@ -29,22 +30,33 @@ Since then, it has continued to evolve and has been exhibited at major cybersecu
 </div>
 
 
+## How it works
+
+1. **Write a PoC** — create a minimal HTML/JS file that demonstrates the bug (e.g. a CSP bypass, a rendering glitch, a JS engine crash).
+2. **Select a subject and commit range** — choose a browser or engine and the range of builds to test across.
+3. **Run BugHog** — it automatically executes your PoC against each build and bisects to find the exact commit where the bug appeared or disappeared.
+4. **Inspect results** — the web UI shows a timeline of pass/fail results and highlights the introducing or fixing commit.
+
+
 ## Getting started :rocket:
 
-BugHog is compatible with UNIX systems running Docker, including WSL on Windows.
-You will need at least 5 GB of disk space.
+### Prerequisites
+
+- A UNIX-based system (Linux or macOS). Windows is supported via WSL — clone the repository into the WSL filesystem, not the Windows filesystem.
+- Docker installed and running.
+- At least 5 GB of free disk space.
 
-Follow these steps to get started:
+### Installation
 
 ```bash
 # Clone this repository
 git clone https://github.com/DistriNet/BugHog
 cd BugHog
 
-# Pull our pre-built Docker images
+# Pull the pre-built Docker images from Docker Hub
 ./scripts/pull.sh
 
-# Start the pulled images
+# Start BugHog
 ./scripts/start.sh
 ```
 
@@ -96,6 +108,12 @@ For debugging the core application, consider using the VS Code dev container.
 You can utilize the configuration in [.devcontainer](.devcontainer) for this.
 
 
+## Contributing
+
+Contributions are welcome!
+Please open a [GitHub issue](https://github.com/DistriNet/BugHog/issues/new) to report bugs or propose features, or submit a pull request with your changes.
+
+
 ## Support and contact :phone:
 
 More information on how to use BugHog can be found [here](/docs/SUPPORT.md).
diff --git a/bughog/web/vue/src/components/poc-editor.vue b/bughog/web/vue/src/components/poc-editor.vue
index 5564ef31..f4111fa9 100644
--- a/bughog/web/vue/src/components/poc-editor.vue
+++ b/bughog/web/vue/src/components/poc-editor.vue
@@ -261,6 +261,7 @@ import { getMode as getInteractionScriptMode } from '../interaction_script_mode'
       ace.config.set('basePath', '/node_modules/ace-builds/src-min-noconflict');
       this.editor = ace.edit("editor");
       this.editor.session.addEventListener("change", this.update_file_content);
+      this.editor.setTheme(this.darkMode ? "ace/theme/twilight" : "ace/theme/xcode");
     },
     watch: {
       "darkMode": function(val) {

From f707091d9ddb4baf8a9b662f2c9679b9c665b1e6 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 4 Mar 2026 15:25:58 +0000
Subject: [PATCH 13/55] refactor: rename configuration module to config

---
 bughog/app.py                                      |  6 +++---
 bughog/{configuration.py => config.py}             |  0
 bughog/distribution/worker_manager.py              |  8 ++++----
 .../integration_tests/evaluation_configurations.py |  4 ++--
 bughog/main.py                                     |  6 +++---
 bughog/web/blueprints/api.py                       | 14 +++++++-------
 bughog/web/clients.py                              |  4 ++--
 bughog/worker.py                                   |  2 +-
 8 files changed, 22 insertions(+), 22 deletions(-)
 rename bughog/{configuration.py => config.py} (100%)

diff --git a/bughog/app.py b/bughog/app.py
index 4cc5c9b6..960613cb 100644
--- a/bughog/app.py
+++ b/bughog/app.py
@@ -5,7 +5,7 @@
 from flask import Flask
 from flask_sock import Sock
 
-from bughog import configuration
+from bughog import config
 from bughog.main import Main
 
 sock = Sock()
@@ -15,9 +15,9 @@
 
 def create_app():
     try:
-        configuration.Loggers.configure_loggers()
+        config.Loggers.configure_loggers()
 
-        if not configuration.check_required_env_parameters():
+        if not config.check_required_env_parameters():
             raise Exception('Not all required environment variables are available')
 
         # Instantiate main object and add to global flask context
diff --git a/bughog/configuration.py b/bughog/config.py
similarity index 100%
rename from bughog/configuration.py
rename to bughog/config.py
diff --git a/bughog/distribution/worker_manager.py b/bughog/distribution/worker_manager.py
index 7cc61216..f7adf963 100644
--- a/bughog/distribution/worker_manager.py
+++ b/bughog/distribution/worker_manager.py
@@ -7,7 +7,7 @@
 import docker
 import docker.errors
 
-from bughog import configuration, worker
+from bughog import config, worker
 from bughog.parameters import ExperimentParameters
 from bughog.version_control.state.base import State
 from bughog.web.clients import Clients
@@ -153,15 +153,15 @@ def __get_worker_image_ref(self, subject_type: str, subject_name: str) -> str:
         """
         Returns the worker image's reference.
         """
-        subject_type_ref = f'bughog/worker-{subject_type}:{configuration.get_tag()}'
+        subject_type_ref = f'bughog/worker-{subject_type}:{config.get_tag()}'
         if self.__pull_worker_image(subject_type_ref):
             return subject_type_ref
 
-        subject_name_ref = f'bughog/worker-{subject_name}:{configuration.get_tag()}'
+        subject_name_ref = f'bughog/worker-{subject_name}:{config.get_tag()}'
         if self.__pull_worker_image(subject_name_ref):
             return subject_name_ref
 
-        return f'bughog/worker:{configuration.get_tag()}'
+        return f'bughog/worker:{config.get_tag()}'
 
     def __pull_worker_image(self, image_ref: str) -> bool:
         try:
diff --git a/bughog/integration_tests/evaluation_configurations.py b/bughog/integration_tests/evaluation_configurations.py
index 807506ec..2b67665b 100644
--- a/bughog/integration_tests/evaluation_configurations.py
+++ b/bughog/integration_tests/evaluation_configurations.py
@@ -1,6 +1,6 @@
 import os
 
-from bughog import configuration
+from bughog import config
 from bughog.integration_tests import verify_results
 from bughog.parameters import (
     EvaluationParameters,
@@ -44,7 +44,7 @@ def get_default_sequence_config(sequence_limit: int) -> SequenceConfiguration:
 def get_default_evaluation_parameters(
     subject_type: str, subject_name: str, experiment: str, sequence_limit: int = 100, only_releases: bool = True
 ) -> EvaluationParameters:
-    database_params = configuration.get_database_params()
+    database_params = config.get_database_params()
     return EvaluationParameters(
         verify_results.TEST_PROJECT_NAME,
         experiment,
diff --git a/bughog/main.py b/bughog/main.py
index 09a8da6b..82e5dc49 100644
--- a/bughog/main.py
+++ b/bughog/main.py
@@ -3,7 +3,7 @@
 import time
 
 import bughog.database.mongo.container as mongodb_container
-from bughog import configuration
+from bughog import config
 from bughog.database.mongo.executable_cache import ExecutableCache
 from bughog.database.mongo.mongodb import MongoDB, ServerException
 from bughog.distribution.worker_manager import WorkerManager
@@ -33,7 +33,7 @@ def __init__(self) -> None:
 
         self.eval_queue = []
 
-        self.db_connection_params = configuration.get_database_params()
+        self.db_connection_params = config.get_database_params()
         self.connect_to_database(self.db_connection_params)
         factory.initialize_all_subject_folders()
 
@@ -245,7 +245,7 @@ def push_info(self, ws, *args) -> None:
             if arg == 'db_info' or all:
                 update['db_info'] = MongoDB().get_info()
             if arg == 'logs' or all:
-                update['logs'] = configuration.Loggers.get_logs()
+                update['logs'] = config.Loggers.get_logs()
             if arg == 'state' or all:
                 self.state['nb_of_running_containers'] = WorkerManager.get_nb_of_running_worker_containers()
                 update['state'] = self.state
diff --git a/bughog/web/blueprints/api.py b/bughog/web/blueprints/api.py
index 170449ab..3a80c69d 100644
--- a/bughog/web/blueprints/api.py
+++ b/bughog/web/blueprints/api.py
@@ -5,7 +5,7 @@
 from flask import Blueprint, current_app, redirect, request
 
 import bughog.parameters as application_logic
-from bughog import configuration
+from bughog import config
 from bughog.app import sock
 from bughog.database.mongo.mongodb import MongoDB
 from bughog.integration_tests import evaluation_configurations, verify_results
@@ -33,7 +33,7 @@ def check_readiness():
         # _ = ____get_main()
     except Exception as e:
         logger.critical(e)
-        return {'status': 'NOK', 'msg': 'BugHog is not ready', 'info': {'log': configuration.Loggers.get_logs()}}
+        return {'status': 'NOK', 'msg': 'BugHog is not ready', 'info': {'log': config.Loggers.get_logs()}}
 
 
 @api.after_request
@@ -57,7 +57,7 @@ def start_evaluation():
 
     data = request.json.copy()
     try:
-        database_params = configuration.get_database_params()
+        database_params = config.get_database_params()
         params = application_logic.create_evaluation_params(data, database_params)
         run_eval_thread(__get_main(), params)
         return {'status': 'OK'}
@@ -86,7 +86,7 @@ def start_experiment():
 
     data = request.json.copy()
     try:
-        database_params = configuration.get_database_params()
+        database_params = config.get_database_params()
         params = application_logic.create_experiment_params(data, database_params)
         __get_main().remove_datapoint(params)
         run_experiment_thread(__get_main(), params)
@@ -116,7 +116,7 @@ def init_websocket(ws):
             if requested_variables := message.get('get', []):
                 __get_main().push_info(ws, *requested_variables)
             if params_dict := message.get('request_experiment_result', None):
-                params = application_logic.create_experiment_params(params_dict, configuration.get_database_params())
+                params = application_logic.create_experiment_params(params_dict, config.get_database_params())
                 Clients.push_complete_experiment_result(params)
         except ValueError:
             logger.warning('Ignoring invalid message from client.')
@@ -219,7 +219,7 @@ def add_folder_or_file(subject_type: str, project: str, poc: str):
 
 @api.route('/poc/domain/', methods=['GET'])
 def get_available_domains():
-    return {'status': 'OK', 'domains': configuration.get_available_domains()}
+    return {'status': 'OK', 'domains': config.get_available_domains()}
 
 
 @api.route('/poc/<string:subject_type>/<string:project>/', methods=['POST'])
@@ -249,7 +249,7 @@ def remove_datapoint():
         return {'status': 'NOK', 'msg': 'Received dataformat is not a dictionary.'}
     if (data.get('type')) not in ['release', 'commit']:
         return {'status': 'NOK', 'msg': 'Type argument should be release or commit.'}
-    database_params = configuration.get_database_params()
+    database_params = config.get_database_params()
     try:
         params = application_logic.create_experiment_params(data, database_params)
         __get_main().remove_datapoint(params)
diff --git a/bughog/web/clients.py b/bughog/web/clients.py
index 4e37b5e8..99f715c9 100644
--- a/bughog/web/clients.py
+++ b/bughog/web/clients.py
@@ -5,7 +5,7 @@
 
 from simple_websocket import Server
 
-from bughog import configuration
+from bughog import config
 from bughog.analysis.plot_factory import PlotFactory
 from bughog.database.mongo.mongodb import MongoDB
 from bughog.parameters import ExperimentParameters, MissingParametersError, create_evaluation_params
@@ -63,7 +63,7 @@ def push_results(ws_client: Server):
                 return
             params['experiments'] = [params['experiment_to_plot']]
             try:
-                eval_params = create_evaluation_params(params, configuration.get_database_params())
+                eval_params = create_evaluation_params(params, config.get_database_params())
                 if len(eval_params) < 1:
                     return
                 plot_params = eval_params[0].to_plot_parameters(params['experiment_to_plot'])
diff --git a/bughog/worker.py b/bughog/worker.py
index e0bfd6aa..46b83ce9 100644
--- a/bughog/worker.py
+++ b/bughog/worker.py
@@ -2,7 +2,7 @@
 import os
 import sys
 
-from bughog.configuration import Loggers
+from bughog.config import Loggers
 from bughog.database.mongo.mongodb import MongoDB
 from bughog.evaluation.evaluation import Evaluation
 from bughog.exceptions import SystemError, UserError

From 264396dcb8ceea334cef8aa0fa421f2b3655b1a2 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 4 Mar 2026 16:04:07 +0000
Subject: [PATCH 14/55] refactor: centralize env config in pydantic Settings

- Add the BUGHOG_EXPERIMENT_TRIES variable
---
 bughog/config.py                            |  74 ++++++------
 bughog/evaluation/evaluation.py             |   9 +-
 bughog/main.py                              |   5 +-
 bughog/version_control/conversion/github.py |  16 +--
 config/.env.example                         |  21 ++--
 pyproject.toml                              |   2 +
 uv.lock                                     | 125 ++++++++++++++++++++
 7 files changed, 195 insertions(+), 57 deletions(-)

diff --git a/bughog/config.py b/bughog/config.py
index 723956ec..5827f804 100644
--- a/bughog/config.py
+++ b/bughog/config.py
@@ -4,6 +4,8 @@
 import sys
 from functools import lru_cache
 
+from pydantic import Field
+from pydantic_settings import BaseSettings, SettingsConfigDict
 from rich.logging import RichHandler
 
 from bughog.database.mongo import container
@@ -13,6 +15,22 @@
 custom_page_folder = '/app/experiments/pages'
 
 
+class Settings(BaseSettings):
+    model_config = SettingsConfigDict(env_prefix='BUGHOG_')
+
+    version: str | None = None
+    github_token: str | None = None
+    experiment_tries: int = Field(default=3, gt=0)
+    executable_cache_limit: int = Field(default=0, ge=0)
+    mongo_host: str | None = None
+    mongo_username: str | None = None
+    mongo_password: str | None = None
+    mongo_database: str | None = None
+
+
+settings = Settings()
+
+
 def get_available_domains() -> list[str]:
     return [
         'a.test',
@@ -37,11 +55,11 @@ def check_required_env_parameters() -> bool:
         logger.debug(f'HOST_PWD={host_pwd}')
 
     # BUGHOG_VERSION
-    if (bughog_version := os.getenv('BUGHOG_VERSION')) in ['', None]:
+    if not settings.version:
         logger.fatal('"BUGHOG_VERSION" variable is not set.')
         fatal = True
     else:
-        logger.info(f'Starting BugHog with tag "{bughog_version}"')
+        logger.info(f'Starting BugHog with tag "{settings.version}"')
 
     return not fatal
 
@@ -49,47 +67,33 @@ def check_required_env_parameters() -> bool:
 # Singleton pattern with caching
 @lru_cache(maxsize=1)
 def get_database_params() -> DatabaseParameters:
-    try:
-        executable_cache_limit = int(os.getenv('BUGHOG_EXECUTABLE_CACHE_LIMIT', '0'))
-    except ValueError:
-        logger.warning("Invalid 'BUGHOG_EXECUTABLE_CACHE_LIMIT' provided; defaulting to 0.")
-        executable_cache_limit = 0
-
-    required_database_params = [
-        'BUGHOG_MONGO_HOST',
-        'BUGHOG_MONGO_USERNAME',
-        'BUGHOG_MONGO_DATABASE',
-        'BUGHOG_MONGO_PASSWORD',
-    ]
-    env_vars = {key: os.getenv(key) for key in required_database_params}
-    missing_database_params = [key for key, val in env_vars.items() if not val]
-    if missing_database_params:
-        logger.info(f'Could not find database parameters {missing_database_params}. Using database container...')
-        return container.run(executable_cache_limit)
-
-    safe_env_vars = env_vars.copy()
-    safe_env_vars['BUGHOG_MONGO_PASSWORD'] = '*'
-    logger.info(f"Found database environment variables '{safe_env_vars}'.")
-
-    return DatabaseParameters(
-        env_vars['BUGHOG_MONGO_HOST'] or '',
-        env_vars['BUGHOG_MONGO_USERNAME'] or '',
-        env_vars['BUGHOG_MONGO_PASSWORD'] or '',
-        env_vars['BUGHOG_MONGO_DATABASE'] or '',
-        executable_cache_limit,
-    )
+    host = settings.mongo_host
+    username = settings.mongo_username
+    password = settings.mongo_password
+    database = settings.mongo_database
+
+    if not (host and username and password and database):
+        missing = [name for name, val in [
+            ('BUGHOG_MONGO_HOST', host),
+            ('BUGHOG_MONGO_USERNAME', username),
+            ('BUGHOG_MONGO_PASSWORD', password),
+            ('BUGHOG_MONGO_DATABASE', database),
+        ] if not val]
+        logger.info(f'Could not find database parameters {missing}. Using database container...')
+        return container.run(settings.executable_cache_limit)
+
+    logger.info(f"Found database environment variables '{username}@{host}/{database}'.")
+    return DatabaseParameters(host, username, password, database, settings.executable_cache_limit)
 
 
-@staticmethod
 def get_tag() -> str:
     """
     Returns the Docker image tag of BugHog.
     This should never be empty.
     """
-    bughog_version = os.getenv('BUGHOG_VERSION', None)
-    if bughog_version is None or bughog_version == '':
+    if not settings.version:
         raise ValueError('BUGHOG_VERSION is not set')
-    return bughog_version
+    return settings.version
 
 
 class CustomHTTPHandler(logging.handlers.HTTPHandler):
diff --git a/bughog/evaluation/evaluation.py b/bughog/evaluation/evaluation.py
index e455ca88..f2e60beb 100644
--- a/bughog/evaluation/evaluation.py
+++ b/bughog/evaluation/evaluation.py
@@ -1,6 +1,7 @@
 import logging
 import time
 
+from bughog.config import settings
 from bughog.database.mongo.mongodb import MongoDB
 from bughog.evaluation.collectors.collector import Collector
 from bughog.evaluation.experiment_result import ExperimentResult
@@ -66,7 +67,7 @@ def conduct_experiment(
         self, executable: Executable, simulation: Simulation, collector: Collector, script: list[str]
     ) -> ExperimentResult:
         is_dirty = False
-        tries_left = 3
+        tries = 0
         collector.start()
         poc_was_reproduced = False
         intermediary_variables = None
@@ -74,8 +75,8 @@ def conduct_experiment(
         # Perform experiment with retries
         logger.info(f'Starting experiment for {executable.state}.')
         start_time = time.time()
-        while not poc_was_reproduced and tries_left > 0:
-            tries_left -= 1
+        while not poc_was_reproduced and tries < settings.experiment_tries:
+            tries += 1
             executable.pre_try_setup()
             try:
                 Interaction(script).do_experiment(simulation)
@@ -106,7 +107,7 @@ def conduct_experiment(
             result_variables.update(sanity_check_variables)
 
         elapsed_time = time.time() - start_time
-        logger.info(f'Experiment for {executable.state} finished in {elapsed_time:.2f}s with {tries_left} tries left.')
+        logger.info(f'Experiment for {executable.state} finished in {elapsed_time:.2f}s after {tries} tries.')
         return ExperimentResult(
             executable.version, executable.origin, executable.state.to_dict(), raw_results, result_variables, is_dirty
         )
diff --git a/bughog/main.py b/bughog/main.py
index 82e5dc49..5a48c566 100644
--- a/bughog/main.py
+++ b/bughog/main.py
@@ -1,5 +1,4 @@
 import logging
-import os
 import time
 
 import bughog.database.mongo.container as mongodb_container
@@ -38,9 +37,9 @@ def __init__(self) -> None:
         factory.initialize_all_subject_folders()
 
         logger.info('BugHog is ready!')
-        if os.getenv('GITHUB_TOKEN') is None:
+        if config.settings.github_token is None:
             logger.warning(
-                'GITHUB_TOKEN was not configured in ./config/.env. This might result in failed API requests.'
+                'BUGHOG_GITHUB_TOKEN was not configured in ./config/.env. This might result in failed API requests.'
             )
 
     def connect_to_database(self, db_connection_params: DatabaseParameters) -> None:
diff --git a/bughog/version_control/conversion/github.py b/bughog/version_control/conversion/github.py
index 8906b29e..03515f43 100644
--- a/bughog/version_control/conversion/github.py
+++ b/bughog/version_control/conversion/github.py
@@ -3,12 +3,12 @@
 """
 
 import logging
-import os
 import re
 from datetime import datetime, timezone
 from typing import Optional
 
 from bughog import util
+from bughog.config import settings
 from bughog.version_control.state_not_found import StateNotFound
 
 logger = logging.getLogger(__name__)
@@ -16,7 +16,7 @@
 
 def find_commit_nb(owner: str, repo: str, commit_id: str) -> int:
     url = f'https://api.github.com/repos/{owner}/{repo}/commits/{commit_id}'
-    resp = util.request_json(url, token=os.getenv('GITHUB_TOKEN'))
+    resp = util.request_json(url, token=settings.github_token)
     if not resp or not isinstance(resp, dict):
         raise Exception(f'Could not find commit nb for {url}.')
     commit_message = resp.get('commit', {}).get('message', '')
@@ -26,7 +26,7 @@ def find_commit_nb(owner: str, repo: str, commit_id: str) -> int:
     # Get parent, where we should find the commit number
     parent_commit_id = resp['parents'][0]['sha']
     parent_commit_url = f'https://api.github.com/repos/{owner}/{repo}/commits/{parent_commit_id}'
-    resp = util.request_json(parent_commit_url, token=os.getenv('GITHUB_TOKEN'))
+    resp = util.request_json(parent_commit_url, token=settings.github_token)
     if not resp or not isinstance(resp, dict):
         raise Exception(f'Request to {url} returned {resp}.')
     commit_message = resp.get('commit', {}).get('message', '')
@@ -41,7 +41,7 @@ def find_commit_id_with_date(owner: str, repo: str, ts: int) -> str:
     """
     date = datetime.fromtimestamp(ts + 1, tz=timezone.utc).isoformat().replace('+00:00','Z')
     url = f'https://api.github.com/repos/{owner}/{repo}/commits?since={date}&until{date}'
-    resp = util.request_json(url, token=os.getenv('GITHUB_TOKEN'))
+    resp = util.request_json(url, token=settings.github_token)
     if not isinstance(resp, list):
         raise Exception(f'Request to {url} returned {resp}.')
     return resp[0].get('sha')
@@ -52,7 +52,7 @@ def find_commit_nb_with_date(owner: str, repo: str, commit_id: str) -> int:
     The UNIX timestamp is considered the commit number.
     """
     url = f'https://api.github.com/repos/{owner}/{repo}/commits/{commit_id}'
-    resp = util.request_json(url, token=os.getenv('GITHUB_TOKEN'))
+    resp = util.request_json(url, token=settings.github_token)
     if not resp or not isinstance(resp, dict):
         raise Exception(f'Could not find commit nb for {url}.')
     date = resp.get('commit', {}).get('author', {}).get('date', None)
@@ -63,7 +63,7 @@ def find_commit_nb_with_date(owner: str, repo: str, commit_id: str) -> int:
 
 def find_commit_id_from_tag(owner: str, repo: str, tag: str) -> str:
     url = f'https://api.github.com/repos/{owner}/{repo}/git/refs/tags/{tag}'
-    resp = util.request_json(url, token=os.getenv('GITHUB_TOKEN'))
+    resp = util.request_json(url, token=settings.github_token)
     if not resp or not isinstance(resp, dict):
         raise Exception(f'Request to {url} returned {resp}.')
     return resp.get('object', {}).get('sha')
@@ -71,7 +71,7 @@ def find_commit_id_from_tag(owner: str, repo: str, tag: str) -> str:
 
 def get_all_tags(owner: str, repo: str) -> list[str]:
     url = f'https://api.github.com/repos/{owner}/{repo}/git/refs/tags/'
-    resp = util.request_json(url, token=os.getenv('GITHUB_TOKEN'))
+    resp = util.request_json(url, token=settings.github_token)
     if not resp or not isinstance(resp, list):
         raise Exception(f'Request to {url} returned {resp}.')
     return [re.sub(r'^refs/tags/', '', item['ref']) for item in resp if 'ref' in item]
@@ -79,7 +79,7 @@ def get_all_tags(owner: str, repo: str) -> list[str]:
 
 def __get_reference_commit_nb(owner: str, repo: str) -> int:
     url = f'https://api.github.com/repos/{owner}/{repo}/commits?page=1&per_page=1'
-    resp = util.request_json(url, token=os.getenv('GITHUB_TOKEN'))
+    resp = util.request_json(url, token=settings.github_token)
     if resp and isinstance(resp, list) and len(resp) > 0:
         commit = resp[0]
         commit_message = commit.get('commit', {}).get('message', '')
diff --git a/config/.env.example b/config/.env.example
index 541af5f7..d5da2f94 100755
--- a/config/.env.example
+++ b/config/.env.example
@@ -1,18 +1,25 @@
-# Copy this file to config/.env en change it there if you would like to change your configuration.
+# Copy this file to config/.env and change it there if you would like to change your configuration.
 
 # GitHub API token (only requires access to public repositories)
-# Used for looking up commit numbers, commit ids and release tags.
-GITHUB_TOKEN=
+# Used for looking up commit numbers, commit IDs, and release tags.
+BUGHOG_GITHUB_TOKEN=
 
-# BugHog service domain name for commit number <-> commit id conversion and executable search.
-BUGHOG_SERVICE_API=
+# BugHog service domain name for commit number <-> commit ID conversion and executable search.
+# Defaults to the public BugHog service if not set.
+BUGHOG_SERVICE_API=https://api.bughog.distrinet-research.be/
 
 # Cache parameters
 # All binaries will be cached in the active MongoDB (either a local Docker container, or the one configured below).
-BUGHOG_EXECUTABLE_CACHE_LIMIT=
+# Set to 0 for unlimited cache.
+BUGHOG_EXECUTABLE_CACHE_LIMIT=0
 
 # Database parameters
+# If not set, BugHog will use the local Docker MongoDB container.
 BUGHOG_MONGO_HOST=
 BUGHOG_MONGO_USERNAME=
-BUGHOG_MONGO_DATABASE=
 BUGHOG_MONGO_PASSWORD=
+BUGHOG_MONGO_DATABASE=
+
+# Experiments
+# Number of times each experiment is repeated to reduce flakiness.
+BUGHOG_EXPERIMENT_TRIES=3
diff --git a/pyproject.toml b/pyproject.toml
index 299dcd0b..c28cafb0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,6 +10,8 @@ dependencies = [
     "gunicorn==25.1.0",
     "pillow==12.1.1",
     "pyautogui==0.9.54",
+    "pydantic>=2.12.5",
+    "pydantic-settings>=2.13.1",
     "pymongo==4.16.0",
     "pyvirtualdisplay==3.0",
     "requests==2.32.3",
diff --git a/uv.lock b/uv.lock
index 0ab73824..c8819434 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,6 +2,15 @@ version = 1
 revision = 3
 requires-python = ">=3.13"
 
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
+]
+
 [[package]]
 name = "anybadge"
 version = "1.16.0"
@@ -44,6 +53,8 @@ dependencies = [
     { name = "gunicorn" },
     { name = "pillow" },
     { name = "pyautogui" },
+    { name = "pydantic" },
+    { name = "pydantic-settings" },
     { name = "pymongo" },
     { name = "pyvirtualdisplay" },
     { name = "requests" },
@@ -73,6 +84,8 @@ requires-dist = [
     { name = "gunicorn", specifier = "==25.1.0" },
     { name = "pillow", specifier = "==12.1.1" },
     { name = "pyautogui", specifier = "==0.9.54" },
+    { name = "pydantic", specifier = ">=2.12.5" },
+    { name = "pydantic-settings", specifier = ">=2.13.1" },
     { name = "pymongo", specifier = "==4.16.0" },
     { name = "pyvirtualdisplay", specifier = "==3.0" },
     { name = "requests", specifier = "==2.32.3" },
@@ -654,6 +667,88 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl", hash = "sha256:dd6bf7cb4ee77f8e016f9c8e74a35ddd9f67e1d5fd4184d86c3b98e07099f42d", size = 31594, upload-time = "2025-06-20T18:49:47.491Z" },
 ]
 
+[[package]]
+name = "pydantic"
+version = "2.12.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "annotated-types" },
+    { name = "pydantic-core" },
+    { name = "typing-extensions" },
+    { name = "typing-inspection" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/69/44/36f1a6e523abc58ae5f928898e4aca2e0ea509b5aa6f6f392a5d882be928/pydantic-2.12.5.tar.gz", hash = "sha256:4d351024c75c0f085a9febbb665ce8c0c6ec5d30e903bdb6394b7ede26aebb49", size = 821591, upload-time = "2025-11-26T15:11:46.471Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5a/87/b70ad306ebb6f9b585f114d0ac2137d792b48be34d732d60e597c2f8465a/pydantic-2.12.5-py3-none-any.whl", hash = "sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d", size = 463580, upload-time = "2025-11-26T15:11:44.605Z" },
+]
+
+[[package]]
+name = "pydantic-core"
+version = "2.41.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/71/70/23b021c950c2addd24ec408e9ab05d59b035b39d97cdc1130e1bce647bb6/pydantic_core-2.41.5.tar.gz", hash = "sha256:08daa51ea16ad373ffd5e7606252cc32f07bc72b28284b6bc9c6df804816476e", size = 460952, upload-time = "2025-11-04T13:43:49.098Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/87/06/8806241ff1f70d9939f9af039c6c35f2360cf16e93c2ca76f184e76b1564/pydantic_core-2.41.5-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:941103c9be18ac8daf7b7adca8228f8ed6bb7a1849020f643b3a14d15b1924d9", size = 2120403, upload-time = "2025-11-04T13:40:25.248Z" },
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+    { name = "python-dotenv" },
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 version = "3.4.0"
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 name = "python3-xlib"
 version = "0.15"
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+version = "0.4.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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+
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From 94324e74a3e6236b8589f68728472245e2d13cde Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 4 Mar 2026 16:19:53 +0000
Subject: [PATCH 15/55] feat: add button to delete a single experiment result
 from the database

---
 bughog/database/mongo/mongodb.py              |  2 +-
 bughog/web/blueprints/api.py                  | 15 +++++++++++++++
 .../src/components/experiment-controls.vue    | 19 ++++++++++++++++---
 bughog/web/vue/src/views/Lab.vue              | 16 ++++++++++++++--
 4 files changed, 46 insertions(+), 6 deletions(-)

diff --git a/bughog/database/mongo/mongodb.py b/bughog/database/mongo/mongodb.py
index e7bbe447..f9069589 100644
--- a/bughog/database/mongo/mongodb.py
+++ b/bughog/database/mongo/mongodb.py
@@ -346,7 +346,7 @@ def remove_datapoint(self, params: ExperimentParameters) -> None:
         query = self.__to_experiment_query(params, params.state)
         count = collection.delete_one(query)
         if count.deleted_count == 0:
-            logger.error(f'Could not remove datapoint for {params.state}.')
+            logger.debug(f'Could not remove datapoint for {params.state} because it was not found.')
         else:
             logger.debug(f'Removed datapoint for {params.state}.')
 
diff --git a/bughog/web/blueprints/api.py b/bughog/web/blueprints/api.py
index 3a80c69d..e4f6bbcf 100644
--- a/bughog/web/blueprints/api.py
+++ b/bughog/web/blueprints/api.py
@@ -95,6 +95,21 @@ def start_experiment():
         return {'status': 'NOK', 'msg': 'Could not start experiment due to missing parameters.'}
 
 
+@api.route('/experiment/remove/', methods=['POST'])
+def remove_experiment_result():
+    if request.json is None:
+        return {'status': 'NOK', 'msg': 'No experiment parameters found'}
+
+    data = request.json.copy()
+    try:
+        database_params = config.get_database_params()
+        params = application_logic.create_experiment_params(data, database_params)
+        __get_main().remove_datapoint(params)
+        return {'status': 'OK'}
+    except MissingParametersError:
+        return {'status': 'NOK', 'msg': 'Could not remove experiment result due to missing parameters.'}
+
+
 """
 Requesting information
 """
diff --git a/bughog/web/vue/src/components/experiment-controls.vue b/bughog/web/vue/src/components/experiment-controls.vue
index d459f434..523ba113 100644
--- a/bughog/web/vue/src/components/experiment-controls.vue
+++ b/bughog/web/vue/src/components/experiment-controls.vue
@@ -16,7 +16,7 @@ const props = defineProps({
   }
 });
 
-const emit = defineEmits(['start']);
+const emit = defineEmits(['start', 'clear']);
 
 const buttonText = computed(() => {
   if (props.isRunning) {
@@ -37,14 +37,27 @@ const buttonClass = computed(() => {
 </script>
 
 <template>
-  <div class="w-full">
+  <div class="w-full flex gap-2">
     <button
       @click="!isRunning && $emit('start')"
       :disabled="isRunning || !canStart"
       :class="buttonClass"
-      class="w-full text-black dark:text-white font-bold py-2 px-4 rounded transition-colors"
+      class="flex-1 text-black dark:text-white font-bold py-2 px-4 rounded transition-colors"
     >
       {{ buttonText }}
     </button>
+    <button
+      v-if="hasResult && !isRunning"
+      @click="$emit('clear')"
+      title="Clear result"
+      class="py-2 px-3 rounded bg-red-100 hover:bg-red-200 dark:bg-red-900 dark:hover:bg-red-800 text-red-600 dark:text-red-400 transition-colors"
+    >
+      <svg xmlns="http://www.w3.org/2000/svg" class="h-4 w-4" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+        <polyline points="3 6 5 6 21 6"/>
+        <path d="M19 6l-1 14a2 2 0 0 1-2 2H8a2 2 0 0 1-2-2L5 6"/>
+        <path d="M10 11v6M14 11v6"/>
+        <path d="M9 6V4a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v2"/>
+      </svg>
+    </button>
   </div>
 </template>
diff --git a/bughog/web/vue/src/views/Lab.vue b/bughog/web/vue/src/views/Lab.vue
index c724e4cc..8460c80f 100644
--- a/bughog/web/vue/src/views/Lab.vue
+++ b/bughog/web/vue/src/views/Lab.vue
@@ -101,8 +101,7 @@ const switch_subject = (new_subject_name) => {
 };
 
 const start_experiment = () => {
-  const path = `/api/experiment/start/`;
-  axios.post(path, experiment_parameters.value)
+  axios.post(`/api/experiment/start/`, experiment_parameters.value)
     .then((res) => {
       if (res.data.status === "NOK") {
         toast.error(res.data.msg, { position: toast.POSITION.TOP_RIGHT });
@@ -110,6 +109,18 @@ const start_experiment = () => {
     })
     .catch(console.error);
 };
+
+const remove_experiment_result = () => {
+  axios.post(`/api/experiment/remove/`, experiment_parameters.value)
+    .then((res) => {
+      if (res.data.status === "OK") {
+        experiment_result.value = null;
+      } else {
+        toast.error(res.data.msg, { position: toast.POSITION.TOP_RIGHT });
+      }
+    })
+    .catch(console.error);
+};
 </script>
 
 <template>
@@ -166,6 +177,7 @@ const start_experiment = () => {
               :hasResult="experiment_result !== null"
               :can-start="true"
               @start="start_experiment"
+              @clear="remove_experiment_result"
             />
           </div>
 

From c54dc348036ca1eed73c0b0f3bcbd49dcdaf9b42 Mon Sep 17 00:00:00 2001
From: Gertjan Franken <gertjan.franken@kuleuven.be>
Date: Wed, 4 Mar 2026 17:32:20 +0100
Subject: [PATCH 16/55] fix: remove incorrect comment in .env.example

---
 config/.env.example | 1 -
 1 file changed, 1 deletion(-)

diff --git a/config/.env.example b/config/.env.example
index d5da2f94..a4a95abc 100755
--- a/config/.env.example
+++ b/config/.env.example
@@ -10,7 +10,6 @@ BUGHOG_SERVICE_API=https://api.bughog.distrinet-research.be/
 
 # Cache parameters
 # All binaries will be cached in the active MongoDB (either a local Docker container, or the one configured below).
-# Set to 0 for unlimited cache.
 BUGHOG_EXECUTABLE_CACHE_LIMIT=0
 
 # Database parameters

From e1d848f98b24aa87e758a745ae17fd50b442cf70 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 4 Mar 2026 16:42:56 +0000
Subject: [PATCH 17/55] test: add unit tests

---
 test/experiments/test_file_structure.py    | 168 +++++++++++++++
 test/http_collector/test_base_collector.py |  92 ++++++++
 test/parameters/__init__.py                |   0
 test/parameters/test_parameters.py         | 237 +++++++++++++++++++++
 test/states/test_experiment_result.py      | 100 +++++++++
 test/states/test_state_oracle.py           |  89 ++++++++
 6 files changed, 686 insertions(+)
 create mode 100644 test/experiments/test_file_structure.py
 create mode 100644 test/http_collector/test_base_collector.py
 create mode 100644 test/parameters/__init__.py
 create mode 100644 test/parameters/test_parameters.py
 create mode 100644 test/states/test_experiment_result.py
 create mode 100644 test/states/test_state_oracle.py

diff --git a/test/experiments/test_file_structure.py b/test/experiments/test_file_structure.py
new file mode 100644
index 00000000..26fa6545
--- /dev/null
+++ b/test/experiments/test_file_structure.py
@@ -0,0 +1,168 @@
+import os
+import tempfile
+from unittest.mock import mock_open, patch
+
+import pytest
+
+from bughog.evaluation.file_structure import File, Folder
+
+
+class TestFileType:
+    def test_html(self):
+        assert File('index.html', '/').file_type == 'html'
+
+    def test_js(self):
+        assert File('script.js', '/').file_type == 'js'
+
+    def test_css(self):
+        assert File('style.css', '/').file_type == 'css'
+
+    def test_no_extension_returns_none(self):
+        assert File('Makefile', '/').file_type is None
+
+    def test_multiple_dots_uses_last(self):
+        assert File('style.min.css', '/').file_type == 'css'
+
+
+class TestCommentDelimiters:
+    def test_html_has_closing_delimiter(self):
+        prefix, suffix = File('index.html', '/').comment_delimiters
+        assert suffix is not None
+
+    def test_xml_same_as_html(self):
+        assert File('doc.xml', '/').comment_delimiters == File('index.html', '/').comment_delimiters
+
+    def test_js_no_closing_delimiter(self):
+        _, suffix = File('script.js', '/').comment_delimiters
+        assert suffix is None
+
+    def test_wat_no_closing_delimiter(self):
+        _, suffix = File('module.wat', '/').comment_delimiters
+        assert suffix is None
+
+    def test_unknown_type_returns_none(self):
+        assert File('data.json', '/').comment_delimiters is None
+
+    def test_no_extension_returns_none(self):
+        assert File('Makefile', '/').comment_delimiters is None
+
+
+class TestGetBughogPocParameter:
+    def test_stops_at_first_non_comment_line(self):
+        file = File('index.html', '/')
+        mock_data = '\n'.join(
+            [
+                '<!-- bughog_test1: present -->',
+                '<html>',
+                '<!-- bughog_test2: absent -->',
+            ]
+        )
+        with patch('builtins.open', mock_open(read_data=mock_data)):
+            assert file.get_bughog_poc_parameter('test1') == 'present'
+            assert file.get_bughog_poc_parameter('test2') is None
+
+    def test_doctype_does_not_stop_parsing(self):
+        file = File('index.html', '/')
+        mock_data = '\n'.join(
+            [
+                '<!DOCTYPE html>',
+                '<!-- bughog_test1: found -->',
+            ]
+        )
+        with patch('builtins.open', mock_open(read_data=mock_data)):
+            assert file.get_bughog_poc_parameter('test1') == 'found'
+
+    def test_missing_parameter_returns_none(self):
+        file = File('index.html', '/')
+        mock_data = '<!-- bughog_other: value -->'
+        with patch('builtins.open', mock_open(read_data=mock_data)):
+            assert file.get_bughog_poc_parameter('missing') is None
+
+    def test_unsupported_file_type_returns_none(self):
+        assert File('data.json', '/').get_bughog_poc_parameter('test') is None
+
+
+class TestFolderValidation:
+    def test_name_with_space_raises(self):
+        with tempfile.TemporaryDirectory() as tmpdir:
+            folder = Folder('root', tmpdir)
+            with pytest.raises(AttributeError, match='invalid'):
+                folder.create_file('my file.html', b'')
+
+    def test_name_with_slash_raises(self):
+        with tempfile.TemporaryDirectory() as tmpdir:
+            folder = Folder('root', tmpdir)
+            with pytest.raises(AttributeError):
+                folder.create_file('path/traversal.html', b'')
+
+    def test_empty_name_raises(self):
+        with tempfile.TemporaryDirectory() as tmpdir:
+            folder = Folder('root', tmpdir)
+            with pytest.raises(AttributeError):
+                folder.create_file('', b'')
+
+    def test_duplicate_name_raises(self):
+        with tempfile.TemporaryDirectory() as tmpdir:
+            folder = Folder('root', tmpdir)
+            folder.create_file('test.html', b'first')
+            with pytest.raises(AttributeError, match='already exists'):
+                folder.create_file('test.html', b'second')
+
+    def test_valid_name_creates_file(self):
+        with tempfile.TemporaryDirectory() as tmpdir:
+            folder = Folder('root', tmpdir)
+            folder.create_file('test.html', b'content')
+            assert os.path.isfile(os.path.join(tmpdir, 'test.html'))
+
+
+class TestFolderParse:
+    def test_parses_files_and_subfolders(self):
+        with tempfile.TemporaryDirectory() as tmpdir:
+            open(os.path.join(tmpdir, 'index.html'), 'w').close()
+            sub = os.path.join(tmpdir, 'sub')
+            os.mkdir(sub)
+            open(os.path.join(sub, 'script.js'), 'w').close()
+
+            folder = Folder.parse(tmpdir)
+            assert len(folder.files) == 1
+            assert folder.files[0].name == 'index.html'
+            assert len(folder.subfolders) == 1
+            assert folder.subfolders[0].name == 'sub'
+
+    def test_ignores_ds_store(self):
+        with tempfile.TemporaryDirectory() as tmpdir:
+            open(os.path.join(tmpdir, '.DS_Store'), 'w').close()
+            open(os.path.join(tmpdir, 'index.html'), 'w').close()
+
+            folder = Folder.parse(tmpdir)
+            names = [f.name for f in folder.files]
+            assert '.DS_Store' not in names
+            assert 'index.html' in names
+
+    def test_ignores_readme(self):
+        with tempfile.TemporaryDirectory() as tmpdir:
+            open(os.path.join(tmpdir, 'README.md'), 'w').close()
+            folder = Folder.parse(tmpdir)
+            assert not any(f.name == 'README.md' for f in folder.files)
+
+    def test_get_file_raises_when_missing(self):
+        with tempfile.TemporaryDirectory() as tmpdir:
+            folder = Folder.parse(tmpdir)
+            with pytest.raises(Exception):
+                folder.get_file('nonexistent.html')
+
+    def test_get_folder_raises_when_missing(self):
+        with tempfile.TemporaryDirectory() as tmpdir:
+            folder = Folder.parse(tmpdir)
+            with pytest.raises(Exception):
+                folder.get_folder('nonexistent')
+
+
+class TestFolderSerialize:
+    def test_serialize_has_required_keys(self):
+        with tempfile.TemporaryDirectory() as tmpdir:
+            s = Folder.parse(tmpdir).serialize()
+            assert {'name', 'path', 'tags', 'subfolders', 'files'} <= set(s.keys())
+            assert isinstance(s['subfolders'], list)
+            assert isinstance(s['files'], list)
+            assert isinstance(s['tags'], list)
diff --git a/test/http_collector/test_base_collector.py b/test/http_collector/test_base_collector.py
new file mode 100644
index 00000000..bad7a09c
--- /dev/null
+++ b/test/http_collector/test_base_collector.py
@@ -0,0 +1,92 @@
+from bughog.evaluation.collectors.base import BaseCollector
+
+
+class ConcreteCollector(BaseCollector):
+    """Minimal concrete subclass for testing BaseCollector behaviour."""
+
+    def start(self): pass
+    def stop(self): pass
+    def parse_data(self): pass
+
+    @property
+    def raw_data(self): return self.data
+
+    @property
+    def result_variables(self): return set()
+
+
+class TestRegexMutualExclusion:
+    def test_set_expected_regex(self):
+        c = ConcreteCollector()
+        c.set_expected_output_regex(r'SUCCESS')
+        assert c.expected_output_regex == r'SUCCESS'
+        assert c.unexpected_output_regex is None
+
+    def test_set_unexpected_regex(self):
+        c = ConcreteCollector()
+        c.set_unexpected_output_regex(r'ERROR')
+        assert c.unexpected_output_regex == r'ERROR'
+        assert c.expected_output_regex is None
+
+    def test_expected_ignored_if_unexpected_already_set(self):
+        c = ConcreteCollector()
+        c.set_unexpected_output_regex(r'ERROR')
+        c.set_expected_output_regex(r'SUCCESS')
+        assert c.expected_output_regex is None
+
+    def test_unexpected_ignored_if_expected_already_set(self):
+        c = ConcreteCollector()
+        c.set_expected_output_regex(r'SUCCESS')
+        c.set_unexpected_output_regex(r'ERROR')
+        assert c.unexpected_output_regex is None
+
+
+class TestParseForExpectedOutput:
+    def test_expected_regex_match_adds_reproduced(self):
+        c = ConcreteCollector()
+        c.set_expected_output_regex(r'SUCCESS')
+        c.data['logs'] = ['operation SUCCESS']
+        result = set()
+        c._parse_for_expected_output(result)
+        assert ('reproduced', 'ok') in result
+
+    def test_expected_regex_no_match_does_not_add_reproduced(self):
+        c = ConcreteCollector()
+        c.set_expected_output_regex(r'SUCCESS')
+        c.data['logs'] = ['operation failed']
+        result = set()
+        c._parse_for_expected_output(result)
+        assert ('reproduced', 'ok') not in result
+
+    def test_unexpected_regex_no_match_adds_reproduced(self):
+        # When the unexpected pattern is absent, everything is fine → reproduced
+        c = ConcreteCollector()
+        c.set_unexpected_output_regex(r'ERROR')
+        c.data['logs'] = ['everything is fine']
+        result = set()
+        c._parse_for_expected_output(result)
+        assert ('reproduced', 'ok') in result
+
+    def test_unexpected_regex_match_does_not_add_reproduced(self):
+        # When the unexpected pattern is present → not reproduced
+        c = ConcreteCollector()
+        c.set_unexpected_output_regex(r'ERROR')
+        c.data['logs'] = ['ERROR: something went wrong']
+        result = set()
+        c._parse_for_expected_output(result)
+        assert ('reproduced', 'ok') not in result
+
+    def test_no_regex_set_does_nothing(self):
+        c = ConcreteCollector()
+        c.data['logs'] = ['some log line']
+        result = set()
+        c._parse_for_expected_output(result)
+        assert result == set()
+
+    def test_expected_regex_multiple_logs_any_match_sufficient(self):
+        c = ConcreteCollector()
+        c.set_expected_output_regex(r'SUCCESS')
+        c.data['logs'] = ['line one', 'SUCCESS line', 'line three']
+        result = set()
+        c._parse_for_expected_output(result)
+        assert ('reproduced', 'ok') in result
diff --git a/test/parameters/__init__.py b/test/parameters/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/test/parameters/test_parameters.py b/test/parameters/test_parameters.py
new file mode 100644
index 00000000..c782de8e
--- /dev/null
+++ b/test/parameters/test_parameters.py
@@ -0,0 +1,237 @@
+import pytest
+
+from bughog.exceptions import MissingParametersError
+from bughog.parameters import (
+    DatabaseParameters,
+    EvaluationRange,
+    ExperimentParameters,
+    SequenceConfiguration,
+    SubjectConfiguration,
+    create_evaluation_params,
+    create_experiment_params,
+)
+from bughog.version_control.state.base import ShallowState
+
+
+def _db():
+    return DatabaseParameters('localhost', 'admin', 'secret', 'bughog', 0)
+
+
+def _subject():
+    return SubjectConfiguration('browser', 'chromium', 'default', [], [])
+
+
+def _state():
+    return ShallowState('commit', None, 100, None)
+
+
+# --- SubjectConfiguration ---
+
+class TestSubjectConfiguration:
+    def test_from_dict_defaults(self):
+        config = SubjectConfiguration.from_dict({'subject_type': 'browser', 'subject_name': 'chromium'})
+        assert config.subject_setting == 'default'
+        assert config.cli_options == []
+        assert config.extensions == []
+
+    def test_from_dict_explicit_fields(self):
+        config = SubjectConfiguration.from_dict({
+            'subject_type': 'js_engine',
+            'subject_name': 'v8',
+            'subject_setting': 'headless',
+            'cli_options': ['--flag'],
+            'extensions': ['ext'],
+        })
+        assert config.subject_setting == 'headless'
+        assert config.cli_options == ['--flag']
+        assert config.extensions == ['ext']
+
+    def test_to_dict_roundtrip(self):
+        data = {
+            'subject_type': 'browser',
+            'subject_name': 'chromium',
+            'subject_setting': 'default',
+            'cli_options': [],
+            'extensions': [],
+        }
+        assert SubjectConfiguration.from_dict(data).to_dict() == data
+
+
+# --- EvaluationRange ---
+
+class TestEvaluationRange:
+    def test_version_range(self):
+        r = EvaluationRange(major_version_range=(100, 120))
+        assert r.major_version_range == (100, 120)
+        assert r.commit_nb_range is None
+
+    def test_commit_range(self):
+        r = EvaluationRange(commit_nb_range=(1000, 2000))
+        assert r.commit_nb_range == (1000, 2000)
+        assert r.major_version_range is None
+
+    def test_equal_bounds_allowed(self):
+        EvaluationRange(commit_nb_range=(500, 500))
+
+    def test_neither_range_raises(self):
+        with pytest.raises(AttributeError):
+            EvaluationRange()
+
+    def test_inverted_version_range_raises(self):
+        with pytest.raises(AssertionError):
+            EvaluationRange(major_version_range=(120, 100))
+
+    def test_inverted_commit_range_raises(self):
+        with pytest.raises(AssertionError):
+            EvaluationRange(commit_nb_range=(2000, 1000))
+
+    def test_from_dict_version_range(self):
+        r = EvaluationRange.from_dict({'version_range': ['100', '120']})
+        assert r.major_version_range == (100, 120)
+
+    def test_from_dict_commit_range(self):
+        r = EvaluationRange.from_dict({'lower_commit_nb': '1000', 'upper_commit_nb': '2000'})
+        assert r.commit_nb_range == (1000, 2000)
+
+    def test_from_dict_only_release_commits_defaults_false(self):
+        r = EvaluationRange.from_dict({'version_range': ['1', '5']})
+        assert r.only_release_commits is False
+
+    def test_from_dict_only_release_commits_true(self):
+        r = EvaluationRange.from_dict({'version_range': ['1', '5'], 'only_release_commits': True})
+        assert r.only_release_commits is True
+
+    def test_from_dict_partial_commit_range_returns_none(self):
+        # Only lower bound provided — commit range should be None
+        with pytest.raises(AttributeError):
+            EvaluationRange.from_dict({'lower_commit_nb': '1000'})
+
+
+# --- SequenceConfiguration ---
+
+class TestSequenceConfiguration:
+    def test_defaults(self):
+        config = SequenceConfiguration.from_dict({})
+        assert config.nb_of_containers == 1
+        assert config.sequence_limit == 50
+        assert config.search_strategy is None
+
+    def test_explicit_values(self):
+        config = SequenceConfiguration.from_dict({
+            'nb_of_containers': '4',
+            'sequence_limit': '100',
+            'search_strategy': 'bgb',
+        })
+        assert config.nb_of_containers == 4
+        assert config.sequence_limit == 100
+        assert config.search_strategy == 'bgb'
+
+
+# --- DatabaseParameters ---
+
+class TestDatabaseParameters:
+    def test_str(self):
+        assert str(DatabaseParameters('host', 'user', 'pass', 'db', 0)) == 'user@host:27017/db'
+
+    def test_repr(self):
+        assert repr(DatabaseParameters('host', 'user', 'pass', 'db', 0)) == 'user@host:27017/db'
+
+    def test_from_dict_roundtrip(self):
+        params = DatabaseParameters('localhost', 'admin', 'secret', 'mydb', 10)
+        assert DatabaseParameters.from_dict(params.to_dict()) == params
+
+
+# --- ExperimentParameters serialization ---
+
+class TestExperimentParametersSerialization:
+    def test_serialize_returns_string(self):
+        params = ExperimentParameters('proj', 'poc', _subject(), _state(), _db())
+        assert isinstance(params.serialize(), str)
+
+    def test_serialize_deserialize_roundtrip(self):
+        params = ExperimentParameters('proj', 'poc', _subject(), _state(), _db())
+        assert ExperimentParameters.deserialize(params.serialize()) == params
+
+
+# --- create_experiment_params ---
+
+class TestCreateExperimentParams:
+    def _base(self):
+        return {
+            'subject_type': 'browser',
+            'subject_name': 'chromium',
+            'project_name': 'test_project',
+            'poc_name': 'test_poc',
+        }
+
+    def test_with_commit_nb(self):
+        data = {**self._base(), 'commit_nb': 12345}
+        params = create_experiment_params(data, _db())
+        assert params.state.type == 'commit'
+        assert params.state.commit_nb == 12345
+
+    def test_with_commit_id(self):
+        data = {**self._base(), 'commit_id': 'abc123def'}
+        params = create_experiment_params(data, _db())
+        assert params.state.type == 'commit'
+        assert params.state.commit_id == 'abc123def'
+
+    def test_with_major_version(self):
+        data = {**self._base(), 'major_version': 100}
+        params = create_experiment_params(data, _db())
+        assert params.state.type == 'version'
+        assert params.state.major_version == 100
+
+    def test_missing_state_raises(self):
+        with pytest.raises(MissingParametersError):
+            create_experiment_params(self._base(), _db())
+
+    def test_project_and_poc_stored(self):
+        data = {**self._base(), 'commit_nb': 1}
+        params = create_experiment_params(data, _db())
+        assert params.project_name == 'test_project'
+        assert params.experiment_name == 'test_poc'
+
+
+# --- create_evaluation_params ---
+
+class TestCreateEvaluationParams:
+    def _base(self):
+        return {
+            'subject_type': 'browser',
+            'subject_name': 'chromium',
+            'project_name': 'test_project',
+            'version_range': ['100', '110'],
+            'experiments': ['poc1', 'poc2'],
+        }
+
+    def test_one_result_per_experiment(self):
+        params_list = create_evaluation_params(self._base(), _db())
+        assert len(params_list) == 2
+
+    def test_experiments_are_sorted(self):
+        data = {**self._base(), 'experiments': ['poc_b', 'poc_a']}
+        params_list = create_evaluation_params(data, _db())
+        assert [p.experiment_name for p in params_list] == ['poc_a', 'poc_b']
+
+    def test_no_experiments_raises(self):
+        data = {
+            'subject_type': 'browser',
+            'subject_name': 'chromium',
+            'project_name': 'test_project',
+            'version_range': ['100', '110'],
+        }
+        with pytest.raises(MissingParametersError):
+            create_evaluation_params(data, _db())
+
+    def test_experiment_to_plot_merged(self):
+        data = {**self._base(), 'experiments': ['poc1'], 'experiment_to_plot': 'poc2'}
+        params_list = create_evaluation_params(data, _db())
+        names = {p.experiment_name for p in params_list}
+        assert 'poc1' in names and 'poc2' in names
+
+    def test_only_to_plot_filters_others(self):
+        data = {**self._base(), 'experiment_to_plot': 'poc1'}
+        params_list = create_evaluation_params(data, _db(), only_to_plot=True)
+        assert len(params_list) == 1
+        assert params_list[0].experiment_name == 'poc1'
diff --git a/test/states/test_experiment_result.py b/test/states/test_experiment_result.py
new file mode 100644
index 00000000..37fc77f9
--- /dev/null
+++ b/test/states/test_experiment_result.py
@@ -0,0 +1,100 @@
+from bughog.evaluation.experiment_result import ExperimentResult
+
+
+def _make_result(result_variables, executable_version='100.0.1.1'):
+    return ExperimentResult(
+        executable_version=executable_version,
+        executable_origin='public',
+        state={'type': 'commit', 'commit_nb': 1},
+        raw_results={},
+        result_variables=result_variables,
+        is_dirty=False,
+    )
+
+
+class TestPocIsReproduced:
+    def test_reproduced_ok(self):
+        assert ExperimentResult.poc_is_reproduced({('reproduced', 'ok')})
+
+    def test_case_insensitive(self):
+        assert ExperimentResult.poc_is_reproduced({('REPRODUCED', 'OK')})
+
+    def test_not_reproduced(self):
+        assert not ExperimentResult.poc_is_reproduced({('reproduced', 'nok')})
+
+    def test_none_returns_false(self):
+        assert not ExperimentResult.poc_is_reproduced(None)
+
+    def test_empty_set_returns_false(self):
+        assert not ExperimentResult.poc_is_reproduced(set())
+
+    def test_instance_property_matches_static(self):
+        result = _make_result({('reproduced', 'ok')})
+        assert result.is_reproduced == ExperimentResult.poc_is_reproduced(result.result_variables)
+
+
+class TestPocPassedSanityCheck:
+    def test_sanity_check_ok(self):
+        assert ExperimentResult.poc_passed_sanity_check({('sanity_check', 'ok')})
+
+    def test_case_insensitive(self):
+        assert ExperimentResult.poc_passed_sanity_check({('SANITY_CHECK', 'OK')})
+
+    def test_sanity_check_failed(self):
+        assert not ExperimentResult.poc_passed_sanity_check({('sanity_check', 'nok')})
+
+    def test_none_returns_false(self):
+        assert not ExperimentResult.poc_passed_sanity_check(None)
+
+
+class TestPocIsDirty:
+    def test_dirty_when_neither_reproduced_nor_sanity(self):
+        assert ExperimentResult.poc_is_dirty({('bogus', 'value')})
+
+    def test_not_dirty_when_reproduced(self):
+        assert not ExperimentResult.poc_is_dirty({('reproduced', 'ok')})
+
+    def test_not_dirty_when_sanity_check_passes(self):
+        assert not ExperimentResult.poc_is_dirty({('sanity_check', 'ok')})
+
+    def test_none_is_dirty(self):
+        assert ExperimentResult.poc_is_dirty(None)
+
+    def test_empty_set_is_dirty(self):
+        assert ExperimentResult.poc_is_dirty(set())
+
+
+class TestPaddedSubjectVersion:
+    def test_standard_four_part_version(self):
+        result = _make_result(set(), executable_version='100.0.1.1')
+        assert result.padded_subject_version == '0100.0000.0001.0001'
+
+    def test_single_segment(self):
+        result = _make_result(set(), executable_version='5')
+        assert result.padded_subject_version == '0005'
+
+    def test_segment_too_long_returns_none(self):
+        result = _make_result(set(), executable_version='12345.0.0.0')
+        assert result.padded_subject_version is None
+
+    def test_none_version_returns_none(self):
+        result = _make_result(set(), executable_version=None)
+        assert result.padded_subject_version is None
+
+    def test_already_padded(self):
+        result = _make_result(set(), executable_version='0001.0002.0003.0004')
+        assert result.padded_subject_version == '0001.0002.0003.0004'
+
+
+class TestToDict:
+    def test_contains_expected_keys(self):
+        result = _make_result({('reproduced', 'ok')})
+        d = result.to_dict()
+        assert set(d.keys()) == {
+            'executable_version', 'executable_origin', 'state',
+            'raw_results', 'result_variables', 'is_dirty',
+        }
+
+    def test_result_variables_serialized_as_list(self):
+        result = _make_result({('reproduced', 'ok')})
+        assert isinstance(result.to_dict()['result_variables'], list)
diff --git a/test/states/test_state_oracle.py b/test/states/test_state_oracle.py
new file mode 100644
index 00000000..8ac70501
--- /dev/null
+++ b/test/states/test_state_oracle.py
@@ -0,0 +1,89 @@
+import pytest
+
+from bughog.subject.state_oracle import StateOracle
+
+
+class TestIsValidCommitId:
+    def test_valid_40_lowercase_hex(self):
+        assert StateOracle.is_valid_commit_id('a' * 40)
+        assert StateOracle.is_valid_commit_id('0123456789abcdef' * 2 + '01234567')
+
+    def test_too_short(self):
+        assert not StateOracle.is_valid_commit_id('abc123')
+
+    def test_uppercase_chars_invalid(self):
+        assert not StateOracle.is_valid_commit_id('A' * 40)
+
+    def test_special_chars_invalid(self):
+        assert not StateOracle.is_valid_commit_id('!' * 40)
+
+    def test_empty_string_invalid(self):
+        assert not StateOracle.is_valid_commit_id('')
+
+
+class TestIsValidCommitNb:
+    def test_valid_positive_integer(self):
+        assert StateOracle.is_valid_commit_nb(1)
+        assert StateOracle.is_valid_commit_nb(12345)
+
+    def test_negative_invalid(self):
+        assert not StateOracle.is_valid_commit_nb(-1)
+
+    def test_zero(self):
+        assert StateOracle.is_valid_commit_nb(0)
+
+
+class TestGetFullVersionFromReleaseTag:
+    def test_v_prefixed_tag(self):
+        assert StateOracle.get_full_version_from_release_tag('v100.0.5000') == '100.0.5000'
+
+    def test_no_prefix(self):
+        assert StateOracle.get_full_version_from_release_tag('100.0.5000') == '100.0.5000'
+
+    def test_no_version_returns_none(self):
+        assert StateOracle.get_full_version_from_release_tag('latest') is None
+        assert StateOracle.get_full_version_from_release_tag('stable') is None
+
+    def test_four_part_version_extracts_three(self):
+        # The regex matches the first three-part version found
+        result = StateOracle.get_full_version_from_release_tag('120.0.6099.109')
+        assert result == '120.0.6099'
+
+    def test_version_embedded_in_string(self):
+        assert StateOracle.get_full_version_from_release_tag('release-120.0.6099-stable') == '120.0.6099'
+
+
+class TestParseCommitNbFromGooglesource:
+    def test_refs_heads_main(self):
+        html = 'Cr-Commit-Position: refs/heads/main@{#123456}'
+        assert StateOracle._parse_commit_nb_from_googlesource(html) == '123456'
+
+    def test_refs_heads_master(self):
+        html = 'Cr-Commit-Position: refs/heads/master@{#654321}'
+        assert StateOracle._parse_commit_nb_from_googlesource(html) == '654321'
+
+    def test_svn_url(self):
+        html = 'svn.chromium.org/chrome/trunk/src@123456 '
+        assert StateOracle._parse_commit_nb_from_googlesource(html) == '123456'
+
+    def test_no_match_returns_none(self):
+        assert StateOracle._parse_commit_nb_from_googlesource('no relevant content here') is None
+
+
+class TestGetEarliestTagWithMajor:
+    def test_picks_earliest_minor_version(self):
+        tags = ['v120.0.5', 'v120.0.1', 'v120.0.10', 'v121.0.0']
+        assert StateOracle._get_earliest_tag_with_major(tags, 120) == 'v120.0.1'
+
+    def test_ignores_other_major_versions(self):
+        tags = ['v119.0.0', 'v121.0.0']
+        with pytest.raises(ValueError):
+            StateOracle._get_earliest_tag_with_major(tags, 120)
+
+    def test_single_candidate(self):
+        tags = ['v100.0.0', 'v200.0.0']
+        assert StateOracle._get_earliest_tag_with_major(tags, 100) == 'v100.0.0'
+
+    def test_empty_list_raises(self):
+        with pytest.raises(ValueError):
+            StateOracle._get_earliest_tag_with_major([], 100)

From f7463fd537494ec1b4ed9d3b197f9d62fe79da3c Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Fri, 6 Mar 2026 15:43:46 +0000
Subject: [PATCH 18/55] feat: add dark mode support to Gantt chart and upgrade
 Bokeh to 3.8.2

- Apply light/dark theme to Gantt chart based on useDarkMode composable
- Make Gantt chart responsive with sizing_mode stretch_both
- Fix experiment params to accept experiment_to_plot as alias for poc_name
- Bump Bokeh JS from 3.6.1 to 3.8.2 in Dockerfile
---
 Dockerfile                              |  4 +-
 bughog/parameters.py                    |  3 +-
 bughog/web/vue/src/components/gantt.vue | 55 +++++++++++++++++++++++--
 bughog/web/vue/src/views/Home.vue       |  2 +-
 4 files changed, 56 insertions(+), 8 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index 774dc87d..9b9d3eae 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -11,8 +11,8 @@ RUN apt update -y && \
     apt install -y curl && \
     rm -rf /var/lib/apt/lists/*
 RUN mkdir -p /www/data/js && \
-    curl https://cdn.bokeh.org/bokeh/release/bokeh-3.6.1.min.js -o /www/data/js/bokeh.min.js && \
-    curl https://cdn.bokeh.org/bokeh/release/bokeh-api-3.6.1.min.js -o /www/data/js/bokeh-api.min.js
+    curl https://cdn.bokeh.org/bokeh/release/bokeh-3.8.2.min.js -o /www/data/js/bokeh.min.js && \
+    curl https://cdn.bokeh.org/bokeh/release/bokeh-api-3.8.2.min.js -o /www/data/js/bokeh-api.min.js
 COPY ./nginx/start.sh /usr/local/bin/
 COPY ./nginx/config /etc/nginx/config
 COPY --from=ui-build-stage /app/dist /www/data
diff --git a/bughog/parameters.py b/bughog/parameters.py
index 0fac988d..e4057eac 100644
--- a/bughog/parameters.py
+++ b/bughog/parameters.py
@@ -218,8 +218,9 @@ def create_experiment_params(kwargs: dict, database_params: DatabaseParameters)
         kwargs.get('commit_nb'),
         kwargs.get('commit_id'),
     )
+    poc_name = kwargs.get('experiment_to_plot', kwargs.get('poc_name'))
     return ExperimentParameters(
-        kwargs['project_name'], kwargs['poc_name'], subject_configuration, state, database_params
+        kwargs['project_name'], poc_name, subject_configuration, state, database_params
     )
 
 
diff --git a/bughog/web/vue/src/components/gantt.vue b/bughog/web/vue/src/components/gantt.vue
index 2ef8ec03..c1fdd021 100644
--- a/bughog/web/vue/src/components/gantt.vue
+++ b/bughog/web/vue/src/components/gantt.vue
@@ -1,6 +1,27 @@
 <script>
 import axios from 'axios'
+import { useDarkMode } from '../composables/useDarkMode'
+
+const DARK_THEME = {
+    background: '#20262B',
+    border: '#15191C',
+    text: '#e0e0e0',
+    axis_line: '#aaaaaa',
+    grid_line: '#3a3a3a',
+};
+const LIGHT_THEME = {
+    background: '#ffffff',
+    border: '#ffffff',
+    text: '#444444',
+    axis_line: '#000000',
+    grid_line: '#cccccc',
+};
+
 export default {
+    setup() {
+        const { darkMode } = useDarkMode();
+        return { darkMode };
+    },
     props: {
       eval_params: Object,
     },
@@ -20,8 +41,14 @@ export default {
             x_min: null,
             x_max: null,
             shift_down: false,
+            version_text_renderer: null,
         }
     },
+    watch: {
+        darkMode() {
+            this.apply_theme();
+        },
+    },
     created: function() {
         document.addEventListener("keydown", (e) => {
             if (e.key === "Shift") {
@@ -50,8 +77,7 @@ export default {
                 title: 'Gantt Chart with Points',
                 x_range: [this.x_min, this.x_max],
                 y_range: ['Error', 'Not reproduced', 'Reproduced'],
-                height: 470,
-                width: 900,
+                sizing_mode: 'stretch_both',
                 tools: 'xwheel_zoom,pan',
                 active_scroll: 'xwheel_zoom'
             });
@@ -85,7 +111,7 @@ export default {
                 }
                 )
 
-                this.plot.text(
+                this.version_text_renderer = this.plot.text(
                 { field: 'commit_nb' },
                 { field: 'outcome' },
                 { field: 'major_version' },
@@ -94,7 +120,7 @@ export default {
                     x_offset: 0,
                     y_offset: -20,
                     text: { field: 'major_version' },
-                    text_color: "black",
+                    text_color: this.darkMode ? DARK_THEME.text : LIGHT_THEME.text,
                     text_align: 'center',
                     text_font_size: '14px',
                     angle: 45,
@@ -155,6 +181,7 @@ export default {
                 document.getElementById('gantt').children[0].remove();
             }
             Bokeh.Plotting.show(this.plot, document.getElementById('gantt'));
+            this.apply_theme();
             console.log("Gantt chart initialized!");
         },
         update_plot(subject_name, revision_data, version_data, project, poc) {
@@ -203,6 +230,26 @@ export default {
                 }
             }
         },
+        apply_theme() {
+            if (!this.plot) return;
+            const t = this.darkMode ? DARK_THEME : LIGHT_THEME;
+            this.plot.background_fill_color = t.background;
+            this.plot.border_fill_color = t.border;
+            this.plot.title.text_color = t.text;
+            for (const axis of [...this.plot.xaxis, ...this.plot.yaxis]) {
+                axis.axis_label_text_color = t.text;
+                axis.major_label_text_color = t.text;
+                axis.axis_line_color = t.axis_line;
+                axis.major_tick_line_color = t.axis_line;
+                axis.minor_tick_line_color = t.axis_line;
+            }
+            for (const grid of this.plot.center.filter(r => r instanceof Bokeh.Grid)) {
+                grid.grid_line_color = t.grid_line;
+            }
+            if (this.version_text_renderer) {
+                this.version_text_renderer.glyph.text_color = t.text;
+            }
+        },
         remove_datapoint(type, index) {
             console.log(`Removing ${type} datapoint with index ${index}.`);
             const path = "/api/data/remove/";
diff --git a/bughog/web/vue/src/views/Home.vue b/bughog/web/vue/src/views/Home.vue
index 359e42bd..2c6736e0 100644
--- a/bughog/web/vue/src/views/Home.vue
+++ b/bughog/web/vue/src/views/Home.vue
@@ -581,7 +581,7 @@ export default {
               </ul>
             </div>
           </div>
-          <gantt ref="gantt" :eval_params="this.evalParams"></gantt>
+          <gantt ref="gantt" :eval_params="this.evalParams" class="flex-1 min-h-0"></gantt>
         </div>
       </div>
 

From 14171cf6e408151a52e0a150cdc6b97dd72e9f7b Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Sun, 8 Mar 2026 15:04:06 +0000
Subject: [PATCH 19/55] feat: add Servo as web browser subject with tar.gz
 support (WIP)

---
 bughog/subject/factory.py                     |  6 +--
 bughog/subject/web_browser/servo/__init__.py  |  0
 .../subject/web_browser/servo/executable.py   | 53 +++++++++++++++++++
 .../subject/web_browser/servo/state_oracle.py | 52 ++++++++++++++++++
 bughog/subject/web_browser/servo/subject.py   | 19 +++++++
 bughog/util.py                                |  6 +--
 6 files changed, 128 insertions(+), 8 deletions(-)
 create mode 100644 bughog/subject/web_browser/servo/__init__.py
 create mode 100644 bughog/subject/web_browser/servo/executable.py
 create mode 100644 bughog/subject/web_browser/servo/state_oracle.py
 create mode 100644 bughog/subject/web_browser/servo/subject.py

diff --git a/bughog/subject/factory.py b/bughog/subject/factory.py
index f4d5df92..64f14a3a 100644
--- a/bughog/subject/factory.py
+++ b/bughog/subject/factory.py
@@ -15,16 +15,14 @@
 from bughog.subject.web_browser.chromium.subject import Chromium
 from bughog.subject.web_browser.evaluation_framework import BrowserEvaluationFramework
 from bughog.subject.web_browser.firefox.subject import Firefox
+from bughog.subject.web_browser.servo.subject import Servo
 
 subjects = {
     'js_engine': {'evaluation_framework': JSEngineEvaluationFramework, 'subjects': [V8Subject(), V8SandboxSubject()]},
     'wasm_runtime': {'evaluation_framework': WasmRuntimeEvaluationFramework, 'subjects': [WasmtimeSubject()]},
     'web_browser': {
         'evaluation_framework': BrowserEvaluationFramework,
-        'subjects': [
-            Chromium(),
-            Firefox(),
-        ],
+        'subjects': [Chromium(), Firefox(), Servo()],
     },
 }
 
diff --git a/bughog/subject/web_browser/servo/__init__.py b/bughog/subject/web_browser/servo/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/bughog/subject/web_browser/servo/executable.py b/bughog/subject/web_browser/servo/executable.py
new file mode 100644
index 00000000..06262a6b
--- /dev/null
+++ b/bughog/subject/web_browser/servo/executable.py
@@ -0,0 +1,53 @@
+import re
+
+from bughog import cli
+from bughog.parameters import SubjectConfiguration
+from bughog.subject.web_browser.executable import BrowserExecutable
+from bughog.version_control.state.base import State
+
+
+class ServoExecutable(BrowserExecutable):
+    def __init__(self, config: SubjectConfiguration, state: State) -> None:
+        super().__init__(config, state)
+        self._profile_path = None
+
+    @property
+    def executable_name(self) -> str:
+        return 'servo'
+
+    def _get_version(self) -> str:
+        command = f'./{self.executable_name} --version'
+        output = cli.execute_and_return_output(command, cwd=self.staging_folder)
+        match = re.match(r'Chromium (?P<version>[0-9]+\.[0-9]+\.[0-9]+)', output)
+        if match:
+            return match.group('version')
+        raise AttributeError(f"Could not determine version of executable at '{self.executable_name}'.")
+
+    def _optimize_for_storage(self) -> None:
+        pass
+
+    def _configure_executable(self) -> None:
+        cli.execute_and_return_status(f'chmod -R a+x {self.staging_folder}')
+
+    @property
+    def post_experiment_sleep_duration(self) -> int:
+        return 1
+
+    @property
+    def open_console_hotkey(self) -> list[str]:
+        raise NotImplementedError()
+
+    @property
+    def supported_options(self) -> list[str]:
+        return []
+
+    def _get_cli_command(self) -> list[str]:
+        cmd = [self.executable_path, f'--profile={self._profile_path}']
+        return cmd
+
+    def _prepare_profile_folder(self):
+        cli.execute_and_return_status(f'mkdir -p {self._profile_path}')
+
+    def _remove_profile_folder(self):
+        if self._profile_path:
+            cli.execute_and_return_status(f'rm -rf {self._profile_path}')
diff --git a/bughog/subject/web_browser/servo/state_oracle.py b/bughog/subject/web_browser/servo/state_oracle.py
new file mode 100644
index 00000000..301504e7
--- /dev/null
+++ b/bughog/subject/web_browser/servo/state_oracle.py
@@ -0,0 +1,52 @@
+from typing import Literal
+
+from bughog.subject.state_oracle import StateOracle
+from bughog.version_control.conversion import bughog_service
+
+
+class ServoStateOracle(StateOracle):
+    def find_commit_nb(self, commit_id: str) -> int:
+        return bughog_service.find_commit_nb(self.subject_name, commit_id)
+
+    def find_commit_id(self, commit_nb: int) -> str | None:
+        return bughog_service.find_commit_id(self.subject_name, commit_nb)
+
+    def find_commit_of_release(self, release_version: int) -> tuple[int, str]:
+        return bughog_service.find_version_commit(self.subject_name, release_version)
+
+    def get_oldest_supported_release_version(self) -> int:
+        return 0
+
+    def get_most_recent_major_release_version(self) -> int:
+        return bughog_service.find_latest_major_version(self.subject_name)
+
+    def has_public_executable(self, state_index: int, state_type: Literal['release', 'commit']) -> bool:
+        match state_type:
+            case 'release':
+                # For now, only support commits.
+                return False
+            case 'commit':
+                return bughog_service.find_commit_executable_info(self.subject_name, state_index) is not None
+
+    def get_executable_download_urls(self, state_index: int, state_type: Literal['release', 'commit']) -> list[str]:
+        match state_type:
+            case 'release':
+                # For now, only support commits.
+                return []
+            case 'commit':
+                commit_info = bughog_service.find_commit_executable_info(self.subject_name, state_index)
+                if commit_info is None:
+                    return []
+                return [commit_info['base_url'] + 'servo-latest.tar.gz']
+
+    def get_nearest_commit_with_executable(
+        self, target_commit_nb: int, lower_bound: int, upper_bound: int
+    ) -> int | None:
+        commit_info = bughog_service.find_nearest_commit_with_executable(
+            self.subject_name, target_commit_nb, lower_bound, upper_bound
+        )
+        return commit_info.get('nb') if commit_info else None
+
+    def get_commit_url(self, commit_nb: int, commit_id: str | None) -> str | None:
+        commit_info = bughog_service.find_commit_info(self.subject_name, commit_nb)
+        return commit_info.get('url') if commit_info else None
diff --git a/bughog/subject/web_browser/servo/subject.py b/bughog/subject/web_browser/servo/subject.py
new file mode 100644
index 00000000..77a25cdd
--- /dev/null
+++ b/bughog/subject/web_browser/servo/subject.py
@@ -0,0 +1,19 @@
+from bughog.parameters import SubjectConfiguration
+from bughog.subject.state_oracle import StateOracle
+from bughog.subject.web_browser.servo.executable import ServoExecutable
+from bughog.subject.web_browser.servo.state_oracle import ServoStateOracle
+from bughog.subject.web_browser.subject import WebBrowser
+from bughog.version_control.state.base import State
+
+
+class Servo(WebBrowser):
+    @property
+    def name(self) -> str:
+        return 'servo'
+
+    @property
+    def _state_oracle_class(self) -> type[StateOracle]:
+        return ServoStateOracle
+
+    def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> ServoExecutable:
+        return ServoExecutable(subject_configuration, state)
diff --git a/bughog/util.py b/bughog/util.py
index 67e7caff..2f9e2396 100644
--- a/bughog/util.py
+++ b/bughog/util.py
@@ -170,7 +170,7 @@ def __get_session(token: Optional[str] = None, max_retries: int = 3, backoff_fac
 def download_and_extract(urls: list[str], dst_folder_path: str) -> bool:
     """
     Downloads the archive residing at the given URL and extracts it to the given dest_path.
-    This method currently supports zip, tar.bz2 and tar.xz archives.
+    This method currently supports zip, tar.gz, tar.bz2 and tar.xz archives.
 
     :return bool: Returns True if the archive was successfully downloaded and extracted, otherwise False.
     """
@@ -196,9 +196,7 @@ def download_and_extract(urls: list[str], dst_folder_path: str) -> bool:
         match file_extension:
             case '.zip':
                 unzip(tmp_file_path, dst_folder_path)
-            case '.bz2':
-                untar(tmp_file_path, dst_folder_path)
-            case '.xz':
+            case '.gz' | '.bz2' | '.xz':
                 untar(tmp_file_path, dst_folder_path)
             case _:
                 AttributeError(f'File extension {file_extension} is not supported.')

From c7fdcb88f095ce8a9663d02bb3457f9c9066665d Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Sun, 8 Mar 2026 15:36:53 +0000
Subject: [PATCH 20/55] refactor: always run evaluations in worker containers,
 add dev debugpy support

Removes single-container mode in preparation for subject-specific worker images. In dev mode, workers expose port 5678 and mount the bughog source for live debugger attachment.
---
 .vscode/launch.json                   | 15 +++++++++
 bughog/distribution/worker_manager.py | 44 ++++++++++++++-------------
 bughog/worker.py                      |  7 +++++
 scripts/boot/worker.sh                |  6 +++-
 4 files changed, 50 insertions(+), 22 deletions(-)

diff --git a/.vscode/launch.json b/.vscode/launch.json
index f8d0cfe3..7693315c 100644
--- a/.vscode/launch.json
+++ b/.vscode/launch.json
@@ -4,6 +4,21 @@
     // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
     "version": "0.2.0",
     "configurations": [
+        {
+            "name": "BugHog: Attach Worker",
+            "type": "debugpy",
+            "request": "attach",
+            "connect": {
+                "host": "localhost",
+                "port": 5678
+            },
+            "pathMappings": [
+                {
+                    "localRoot": "${workspaceFolder}/bughog",
+                    "remoteRoot": "/app/bughog"
+                }
+            ]
+        },
         {
             "name": "BugHog",
             "type": "debugpy",
diff --git a/bughog/distribution/worker_manager.py b/bughog/distribution/worker_manager.py
index f7adf963..3215ccc0 100644
--- a/bughog/distribution/worker_manager.py
+++ b/bughog/distribution/worker_manager.py
@@ -7,7 +7,7 @@
 import docker
 import docker.errors
 
-from bughog import config, worker
+from bughog import config
 from bughog.parameters import ExperimentParameters
 from bughog.version_control.state.base import State
 from bughog.web.clients import Clients
@@ -19,22 +19,14 @@ class WorkerManager:
     def __init__(self, subject_type: str, subject_name: str, max_nb_of_containers: int) -> None:
         self.max_nb_of_containers = max_nb_of_containers
 
-        if self.max_nb_of_containers == 1:
-            logger.info('Running in single container mode')
-        else:
-            self.container_id_pool = Queue(maxsize=self.max_nb_of_containers)
-            for i in range(self.max_nb_of_containers):
-                self.container_id_pool.put(i)
-            self.client = docker.from_env()
-            self.worker_image_ref = self.__get_worker_image_ref(subject_type, subject_name)
+        self.container_id_pool = Queue(maxsize=self.max_nb_of_containers)
+        for i in range(self.max_nb_of_containers):
+            self.container_id_pool.put(i)
+        self.client = docker.from_env()
+        self.worker_image_ref = self.__get_worker_image_ref(subject_type, subject_name)
 
     def start_experiment(self, params: ExperimentParameters, state: State, blocking_wait=True) -> None:
-        if self.max_nb_of_containers != 1:
-            return self.__run_container(params, state, blocking_wait)
-
-        # Single container mode
-        worker.run(params, state)
-        Clients.push_results_to_all()
+        return self.__run_container(params, state, blocking_wait)
 
     def __run_container(self, params: ExperimentParameters, state: State, blocking_wait=True) -> None:
         try:
@@ -71,8 +63,22 @@ def start_container_thread():
             except docker.errors.APIError:
                 logger.error('Could not consult list of active containers', exc_info=True)
 
+            debug = bool(os.getenv('DEVELOPMENT'))
             container = None
             try:
+                volumes = [
+                    os.path.join(host_pwd, '.devcontainer') + ':/app/.devcontainer:ro',
+                    os.path.join(host_pwd, '.vscode') + ':/app/.vscode:ro',
+                    os.path.join(host_pwd, 'config') + ':/app/config:ro',
+                    os.path.join(host_pwd, 'subject') + ':/app/subject:rw',
+                    os.path.join(host_pwd, 'logs') + ':/app/logs:rw',
+                    os.path.join(host_pwd, 'nginx/ssl') + ':/etc/nginx/ssl:ro',
+                ]
+                debug_kwargs = {}
+                if debug:
+                    volumes.append(os.path.join(host_pwd, 'bughog') + ':/app/bughog:rw')
+                    debug_kwargs['ports'] = {'5678/tcp': 5678}
+                    debug_kwargs['environment'] = {'DEVELOPMENT': '1'}
                 container = self.client.containers.run(
                     self.worker_image_ref,
                     name=container_name,
@@ -82,13 +88,9 @@ def start_container_thread():
                     detach=True,
                     labels=['bh_worker'],
                     command=[params.serialize(), state.serialize()],
-                    volumes=[
-                        os.path.join(host_pwd, 'config') + ':/app/config:ro',
-                        os.path.join(host_pwd, 'subject') + ':/app/subject:rw',
-                        os.path.join(host_pwd, 'logs') + ':/app/logs:rw',
-                        os.path.join(host_pwd, 'nginx/ssl') + ':/etc/nginx/ssl:ro',
-                    ],
+                    volumes=volumes,
                     tmpfs={'/memory': 'exec,size=3g,mode=1777'},
+                    **debug_kwargs,
                 )
                 result = container.wait()
                 if result['StatusCode'] != 0:
diff --git a/bughog/worker.py b/bughog/worker.py
index 46b83ce9..530d9e2a 100644
--- a/bughog/worker.py
+++ b/bughog/worker.py
@@ -2,6 +2,8 @@
 import os
 import sys
 
+import debugpy
+
 from bughog.config import Loggers
 from bughog.database.mongo.mongodb import MongoDB
 from bughog.evaluation.evaluation import Evaluation
@@ -19,6 +21,11 @@ def __run_by_worker() -> None:
     Should only be called by worker.
     """
     Loggers.configure_loggers()
+    if os.getenv('DEVELOPMENT'):
+        debugpy.listen(('0.0.0.0', 5678))
+        logger.info('Waiting for debugger to attach on port 5678...')
+        debugpy.wait_for_client()
+        logger.info('Debugger attached.')
     if len(sys.argv) < 3:
         logger.info('Worker did not receive enough arguments.')
         os._exit(0)
diff --git a/scripts/boot/worker.sh b/scripts/boot/worker.sh
index bffee9c5..6ff7d058 100755
--- a/scripts/boot/worker.sh
+++ b/scripts/boot/worker.sh
@@ -7,5 +7,9 @@ source /app/scripts/boot/setup_environment.sh
 rm -f /tmp/Xvfb.pid
 service xvfb start
 
-uv sync --no-dev --locked
+if [ -n "$DEVELOPMENT" ]; then
+    uv sync --locked
+else
+    uv sync --no-dev --locked
+fi
 exec python3 /app/bughog/worker.py "$@"

From 3adad2477149a0fab8a7fa5208ebdb55200aea01 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 2 Apr 2026 21:12:28 +0000
Subject: [PATCH 21/55] feat: flesh out core architecture and make worker
 images subject-specific

Core:
- Auto-detect image tag from running container via Docker API, removing the
  need to manually set BUGHOG_VERSION; falls back to env var if detection fails
- Group evaluations by subject in Main.run() so each subject gets its own
  WorkerManager with the correct image, instead of all sharing the first subject's
- Fix wait_until_all_evaluations_are_done() to use pool queue size instead of
  container count, fixing race conditions
- Move debugpy import inside the DEVELOPMENT guard; only debug a single worker
  when max containers is 1
- Forward subject/project/experiment name in plot_data WebSocket update

Workers:
- Rename image resolution from subject_type to subject_name based lookup
- Add MANAGE_CERTS and MANAGE_XVFB env vars for opt-in boot steps; remove
  Xvfb from core boot (core never needed a display)

Infrastructure:
- Add docker-bake.hcl as single source of truth for all image builds
- Replace scattered CI workflows with unified build-and-push.yml pipeline
- Add deploy.sh, build-deploy.sh, remove-images.sh scripts
- Add CONTRIBUTING_DOCKER.md documenting the build/release pipeline
---
 .github/workflows/build-and-push.yml          |  45 +
 .github/workflows/create-release.yml          |  23 +
 .github/workflows/trigger-dev-build-job.yml   |  19 -
 .../workflows/trigger-release-build-job.yml   |  38 -
 .vscode/launch.json                           |  30 +-
 Dockerfile                                    |  62 +-
 README.md                                     |  26 +-
 bughog/config.py                              |  85 +-
 bughog/distribution/worker_manager.py         |  51 +-
 bughog/main.py                                |  70 +-
 .../web_browser/interaction/simulation.py     |   4 +-
 bughog/web/clients.py                         |   3 +
 bughog/web/vue/package-lock.json              | 953 ++++++++----------
 bughog/web/vue/src/components/gantt.vue       |  44 +-
 bughog/web/vue/src/views/Home.vue             |  22 +-
 bughog/worker.py                              |   3 +-
 docker-bake.hcl                               |  94 ++
 docs/CONTRIBUTING_DOCKER.md                   |  98 ++
 scripts/boot/core.sh                          |   4 -
 scripts/boot/worker.sh                        |  11 +-
 scripts/build-deploy.sh                       |  28 +
 scripts/build.sh                              |   3 -
 scripts/deploy.sh                             |  51 +
 scripts/down_dev.sh                           |   3 -
 scripts/node_dev.sh                           |  10 +
 scripts/node_update.sh                        |  12 +-
 scripts/pull.sh                               |   3 -
 scripts/remove-images.sh                      |  26 +
 scripts/start.sh                              |   3 -
 scripts/stop.sh                               |  14 +-
 scripts/uv_update.sh                          |  14 +
 .../wasm_runtime/docker/Dockerfile.wasmtime   |  16 +
 .../web_browser/docker/Dockerfile.chromium    |  44 +
 subject/web_browser/docker/Dockerfile.firefox |  21 +
 uv.lock                                       | 120 ++-
 35 files changed, 1252 insertions(+), 801 deletions(-)
 create mode 100644 .github/workflows/build-and-push.yml
 create mode 100644 .github/workflows/create-release.yml
 delete mode 100644 .github/workflows/trigger-dev-build-job.yml
 delete mode 100644 .github/workflows/trigger-release-build-job.yml
 create mode 100644 docker-bake.hcl
 create mode 100644 docs/CONTRIBUTING_DOCKER.md
 create mode 100755 scripts/build-deploy.sh
 delete mode 100755 scripts/build.sh
 create mode 100755 scripts/deploy.sh
 delete mode 100755 scripts/down_dev.sh
 delete mode 100755 scripts/pull.sh
 create mode 100755 scripts/remove-images.sh
 delete mode 100755 scripts/start.sh
 create mode 100644 subject/wasm_runtime/docker/Dockerfile.wasmtime
 create mode 100644 subject/web_browser/docker/Dockerfile.chromium
 create mode 100644 subject/web_browser/docker/Dockerfile.firefox

diff --git a/.github/workflows/build-and-push.yml b/.github/workflows/build-and-push.yml
new file mode 100644
index 00000000..42318979
--- /dev/null
+++ b/.github/workflows/build-and-push.yml
@@ -0,0 +1,45 @@
+name: Build and push Docker images
+
+on:
+  push:
+    branches:
+      - dev
+      - beta
+    tags:
+      - 'v[0-9]+.[0-9]+.[0-9]+'
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Resolve build metadata
+        id: meta
+        run: |
+          if [[ "$GITHUB_REF" == refs/tags/* ]]; then
+            echo "version=${GITHUB_REF_NAME#v}" >> $GITHUB_OUTPUT
+            echo "additional_tag=latest"         >> $GITHUB_OUTPUT
+          elif [[ "$GITHUB_REF_NAME" == "beta" ]]; then
+            echo "version=beta"                  >> $GITHUB_OUTPUT
+            echo "additional_tag="               >> $GITHUB_OUTPUT
+          else
+            echo "version=dev"                   >> $GITHUB_OUTPUT
+            echo "additional_tag="               >> $GITHUB_OUTPUT
+          fi
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKER_HUB_USERNAME }}
+          password: ${{ secrets.DOCKER_HUB_TOKEN }}
+
+      - name: Build and push
+        run: docker buildx bake all --push
+        env:
+          BUGHOG_VERSION:   ${{ steps.meta.outputs.version }}
+          ADDITIONAL_TAG:   ${{ steps.meta.outputs.additional_tag }}
diff --git a/.github/workflows/create-release.yml b/.github/workflows/create-release.yml
new file mode 100644
index 00000000..23648e9e
--- /dev/null
+++ b/.github/workflows/create-release.yml
@@ -0,0 +1,23 @@
+name: Create GitHub release
+
+on:
+  create:
+
+jobs:
+  package_release:
+    if: ${{ startsWith(github.ref, 'refs/tags/v') }}
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Create Release
+        id: create_release
+        uses: actions/create-release@v1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          tag_name: ${{ github.ref }}
+          release_name: ${{ github.ref }}
+          draft: true
+          prerelease: false
diff --git a/.github/workflows/trigger-dev-build-job.yml b/.github/workflows/trigger-dev-build-job.yml
deleted file mode 100644
index e40b76d0..00000000
--- a/.github/workflows/trigger-dev-build-job.yml
+++ /dev/null
@@ -1,19 +0,0 @@
-name: Trigger GitLab dev build job
-on:
-  push:
-    branches:
-      - dev
-env:
-  GITLAB_PIPELINE_TRIGGER_TOKEN: ${{ secrets.GITLAB_PIPELINE_TRIGGER_TOKEN }}
-jobs:
-  trigger_build_job:
-    runs-on: ubuntu-latest
-    steps:
-      - name: send triggering request
-        run: |
-          curl -X POST \
-            --fail \
-            -F "token=$GITLAB_PIPELINE_TRIGGER_TOKEN" \
-            -F "ref=main" \
-            -F "variables[REPO]=${{github.repository}}" \
-            https://gitlab.kuleuven.be/api/v4/projects/17581/trigger/pipeline
diff --git a/.github/workflows/trigger-release-build-job.yml b/.github/workflows/trigger-release-build-job.yml
deleted file mode 100644
index d1b682b7..00000000
--- a/.github/workflows/trigger-release-build-job.yml
+++ /dev/null
@@ -1,38 +0,0 @@
-name: Trigger GitLab release build job
-on:
-  # Triggers the workflow on push or pull request events but only for the main branch
-  create:
-env:
-  GITLAB_PIPELINE_TRIGGER_TOKEN: ${{ secrets.GITLAB_PIPELINE_TRIGGER_TOKEN }}
-jobs:
-
-  trigger_build_job:
-    if: ${{ startsWith(github.ref, 'refs/tags/v') }}
-    runs-on: ubuntu-latest
-    steps:
-      - name: send triggering request
-        run: |
-          curl -X POST \
-            --fail \
-            -F "token=$GITLAB_PIPELINE_TRIGGER_TOKEN" \
-            -F "ref=main" \
-            -F "variables[REPO]=${{github.repository}}" \
-            -F "variables[RELEASE_TAG]=${{github.ref_name}}" \
-            https://gitlab.kuleuven.be/api/v4/projects/17581/trigger/pipeline
-
-  package_release:
-    if: ${{ startsWith(github.ref, 'refs/tags/v') }}
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-      - name: Create Release
-        id: create_release
-        uses: actions/create-release@v1
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        with:
-          tag_name: ${{ github.ref }}
-          release_name: ${{ github.ref }}
-          draft: true
-          prerelease: false
diff --git a/.vscode/launch.json b/.vscode/launch.json
index 7693315c..14f9c5f4 100644
--- a/.vscode/launch.json
+++ b/.vscode/launch.json
@@ -4,21 +4,6 @@
     // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
     "version": "0.2.0",
     "configurations": [
-        {
-            "name": "BugHog: Attach Worker",
-            "type": "debugpy",
-            "request": "attach",
-            "connect": {
-                "host": "localhost",
-                "port": 5678
-            },
-            "pathMappings": [
-                {
-                    "localRoot": "${workspaceFolder}/bughog",
-                    "remoteRoot": "/app/bughog"
-                }
-            ]
-        },
         {
             "name": "BugHog",
             "type": "debugpy",
@@ -35,6 +20,21 @@
                 "MOZ_DISABLE_CONTENT_SANDBOX": "1",
                 "PATH":"${PATH}:$HOME/.local/bin"
             }
+        },
+        {
+            "name": "BugHog: Attach Worker (Dev Container)",
+            "type": "debugpy",
+            "request": "attach",
+            "connect": {
+                "host": "bh_worker_0",
+                "port": 5678
+            },
+            "pathMappings": [
+                {
+                    "localRoot": "${workspaceFolder}/bughog",
+                    "remoteRoot": "/app/bughog"
+                }
+            ]
         }
     ]
 }
diff --git a/Dockerfile b/Dockerfile
index 9b9d3eae..f3fd8c9e 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -22,60 +22,36 @@ CMD ["start.sh"]
 
 FROM python:3.13-slim-bullseye AS base
 COPY --from=ghcr.io/astral-sh/uv:0.9.7 /uv /uvx /bin/
+RUN apt-get update
 WORKDIR /app
+ENV PATH="/app/.venv/bin:$PATH"
 
-RUN apt-get update
-RUN apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 lsb-release xdg-utils libgbm-dev xvfb dbus-x11 libnss3-tools python3-tk python3-xlib gnome-screenshot vim git procps &&\
-    rm -rf /var/lib/apt/lists/*
 
+FROM base AS core
 # Install Docker
-RUN curl -sSL https://get.docker.com/ | sh
+RUN apt install -y \
+    curl \
+    docker.io \
+    git \
+    procps
 
-# We manually install deprecated libraries for older browser versions.
-# Most of them are Debian 11 (buster) packages.
-# Stuff needed for chrome versions < 40
-RUN curl -sSLo multiarch-support.deb https://snapshot.debian.org/archive/debian-security/20240630T105336Z/pool/updates/main/g/glibc/multiarch-support_2.28-10%2Bdeb10u4_amd64.deb &&\
-    curl -sSLo libgcrypt11.deb https://snapshot.debian.org/archive/debian/20130820T215153Z/pool/main/libg/libgcrypt11/libgcrypt11_1.5.3-2_amd64.deb &&\
-    curl -sSLo libudev0.deb https://snapshot.debian.org/archive/debian/20111118T151858Z/pool/main/u/udev/libudev0_175-2_amd64.deb &&\
-    curl -sSLo libpng12.deb https://snapshot.debian.org/archive/debian/20151118T214328Z/pool/main/libp/libpng/libpng12-0_1.2.54-1_amd64.deb &&\
-    curl -sSLo pango1.0.deb https://snapshot.debian.org/archive/debian/20200504T084128Z/pool/main/p/pango1.0/libpango-1.0-0_1.42.4-8~deb10u1_amd64.deb &&\
-    curl -sSLo libpangocairo-1.deb https://snapshot.debian.org/archive/debian/20210326T204420Z/pool/main/p/pango1.0/libpangocairo-1.0-0_1.42.4-8~deb10u1_amd64.deb &&\
-    curl -sSLo libpangoft2.deb https://snapshot.debian.org/archive/debian/20210326T204420Z/pool/main/p/pango1.0/libpangoft2-1.0-0_1.42.4-8~deb10u1_amd64.deb &&\
-    curl -sSLo libgtk-3.deb https://snapshot.debian.org/archive/debian/20210326T204420Z/pool/main/g/gtk+3.0/libgtk-3-0_3.24.5-1_amd64.deb &&\
-    dpkg -i multiarch-support.deb &&\
-    dpkg -i libgtk-3.deb libpangoft2.deb libpangocairo-1.deb pango1.0.deb libgcrypt11.deb libudev0.deb libpng12.deb &&\
-    rm multiarch-support.deb libgtk-3.deb libpangoft2.deb libpangocairo-1.deb pango1.0.deb libgcrypt11.deb libudev0.deb libpng12.deb &&\
-# Stuff needed for chrome versions < 17
-    ln -s /usr/lib/x86_64-linux-gnu/libnss3.so /usr/lib/x86_64-linux-gnu/libnss3.so.1d  &&\
-    ln -s /usr/lib/x86_64-linux-gnu/libnssutil3.so /usr/lib/x86_64-linux-gnu/libnssutil3.so.1d  &&\
-    ln -s /usr/lib/x86_64-linux-gnu/libsmime3.so /usr/lib/x86_64-linux-gnu/libsmime3.so.1d  &&\
-    ln -s /usr/lib/x86_64-linux-gnu/libssl3.so /usr/lib/x86_64-linux-gnu/libssl3.so.1d  &&\
-    ln -s /usr/lib/x86_64-linux-gnu/libplds4.so /usr/lib/x86_64-linux-gnu/libplds4.so.0d  &&\
-    ln -s /usr/lib/x86_64-linux-gnu/libplc4.so /usr/lib/x86_64-linux-gnu/libplc4.so.0d  &&\
-    ln -s /usr/lib/x86_64-linux-gnu/libnspr4.so /usr/lib/x86_64-linux-gnu/libnspr4.so.0d
+RUN curl -sSLo builx-plugin.deb https://download.docker.com/linux/debian/dists/bullseye/pool/stable/amd64/docker-buildx-plugin_0.31.1-1~debian.11~bullseye_amd64.deb &&\
+    dpkg -i builx-plugin.deb &&\
+    rm builx-plugin.deb
 
-COPY subject/web_browser/profiles /app/subject/web_browser/profiles
-COPY --chmod=0755 scripts/ /app/scripts/
-RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
-    mkdir -p /app/logs
-
-# Install python packages
-COPY pyproject.toml uv.lock /app/
+COPY bughog pyproject.toml uv.lock /app/
 RUN uv sync --no-dev --locked
-ENV PATH="/app/.venv/bin:$PATH"
-
-# Initiate PyAutoGUI
-RUN touch /root/.Xauthority && \
-    xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
 
-
-FROM base AS core
-# Copy rest of source code
+COPY --chmod=0755 scripts/ /app/scripts/
 COPY bughog /app/bughog
 ENTRYPOINT [ "/app/scripts/boot/core.sh" ]
 
 
 FROM base AS worker
-# Copy rest of source code
-COPY bughog /app/bughog
+
+COPY pyproject.toml uv.lock /app/
+RUN uv sync --no-dev --locked
+
+COPY bughog /app/bughog/
+COPY --chmod=0755 scripts/ /app/scripts/
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/README.md b/README.md
index 45bb676e..e46a2edc 100644
--- a/README.md
+++ b/README.md
@@ -53,11 +53,8 @@ Since then, it has continued to evolve and has been exhibited at major cybersecu
 git clone https://github.com/DistriNet/BugHog
 cd BugHog
 
-# Pull the pre-built Docker images from Docker Hub
-./scripts/pull.sh
-
-# Start BugHog
-./scripts/start.sh
+# Pull the latest pre-built images from Docker Hub and start BugHog
+./scripts/deploy.sh
 ```
 
 Open your web browser and navigate to [http://localhost:80](http://localhost:80) to access the graphical user interface.
@@ -72,7 +69,7 @@ If BugHog is started on a remote server, substitute 'localhost' with the appropr
 > [!TIP]
 > Our [30-minute tutorial](https://github.com/DistriNet/BugHog/wiki/Tutorial) will guide you on how to use BugHog to trace a real bug's lifecycle!
 
-To stop BugHog, simply run this in the project root:
+To stop BugHog (including any running worker containers), run this in the project root:
 
 ```bash
 ./scripts/stop.sh
@@ -81,28 +78,17 @@ To stop BugHog, simply run this in the project root:
 
 ## Development :hammer_and_wrench:
 
-Use the following commands to build the Docker images yourself, for instance after you made changes to the source code:
+Use the following command to build all Docker images from the current codebase and start BugHog, for instance after you made changes to the source code:
 
 ```bash
-# Build BugHog images
-./scripts/build.sh
-
-# Run the freshly built images
-./scripts/start.sh
+./scripts/build-deploy.sh
 ```
 
-> [!NOTE]
-> For reference, building takes about 4 minutes on a machine with 8 CPU cores and 8 GB of RAM.
+This builds all images (core, nginx, and all subject workers) tagged as `dev`.
 
 
 ### Debugging
 
-The most convenient debugging approach is to launch an interactive Node environment.
-The UI can be visited at [http://localhost:5173](http://localhost:5173).
-
-```bash
-./scripts/node_dev.sh
-```
 
 For debugging the core application, consider using the VS Code dev container.
 You can utilize the configuration in [.devcontainer](.devcontainer) for this.
diff --git a/bughog/config.py b/bughog/config.py
index 5827f804..5a64eba0 100644
--- a/bughog/config.py
+++ b/bughog/config.py
@@ -4,6 +4,8 @@
 import sys
 from functools import lru_cache
 
+import docker
+import docker.errors
 from pydantic import Field
 from pydantic_settings import BaseSettings, SettingsConfigDict
 from rich.logging import RichHandler
@@ -54,12 +56,13 @@ def check_required_env_parameters() -> bool:
     else:
         logger.debug(f'HOST_PWD={host_pwd}')
 
-    # BUGHOG_VERSION
-    if not settings.version:
-        logger.fatal('"BUGHOG_VERSION" variable is not set.')
+    # Version tag
+    try:
+        tag = get_tag()
+        logger.info(f'Starting BugHog with tag "{tag}"')
+    except ValueError as e:
+        logger.fatal(str(e))
         fatal = True
-    else:
-        logger.info(f'Starting BugHog with tag "{settings.version}"')
 
     return not fatal
 
@@ -73,12 +76,16 @@ def get_database_params() -> DatabaseParameters:
     database = settings.mongo_database
 
     if not (host and username and password and database):
-        missing = [name for name, val in [
-            ('BUGHOG_MONGO_HOST', host),
-            ('BUGHOG_MONGO_USERNAME', username),
-            ('BUGHOG_MONGO_PASSWORD', password),
-            ('BUGHOG_MONGO_DATABASE', database),
-        ] if not val]
+        missing = [
+            name
+            for name, val in [
+                ('BUGHOG_MONGO_HOST', host),
+                ('BUGHOG_MONGO_USERNAME', username),
+                ('BUGHOG_MONGO_PASSWORD', password),
+                ('BUGHOG_MONGO_DATABASE', database),
+            ]
+            if not val
+        ]
         logger.info(f'Could not find database parameters {missing}. Using database container...')
         return container.run(settings.executable_cache_limit)
 
@@ -86,14 +93,60 @@ def get_database_params() -> DatabaseParameters:
     return DatabaseParameters(host, username, password, database, settings.executable_cache_limit)
 
 
+def _read_container_id() -> str | None:
+    """Reads the current Docker container ID from /proc/self/cgroup."""
+    try:
+        with open('/proc/self/cgroup') as f:
+            for line in f:
+                if '/docker/' in line:
+                    return line.strip().split('/docker/')[-1]
+    except Exception:
+        pass
+    return None
+
+
+def _detect_tag_from_docker() -> str | None:
+    """
+    Detects the BugHog image tag by inspecting the running container's image via the Docker API.
+    Looks for a tag of the form 'bughog/core:<tag>'.
+    """
+    container_id = _read_container_id()
+    if not container_id:
+        return None
+    try:
+        client = docker.from_env()
+        running_container = client.containers.get(container_id)
+        for tag in running_container.image.tags:
+            if tag.startswith('bughog/core:'):
+                return tag.split(':', 1)[1]
+    except Exception:
+        pass
+    return None
+
+
+@lru_cache(maxsize=1)
 def get_tag() -> str:
     """
-    Returns the Docker image tag of BugHog.
-    This should never be empty.
+    Returns the Docker image tag of the running BugHog core container.
+
+    Detection order:
+    1. 'dev' — if DEVELOPMENT=1 (devcontainer / local dev workflow)
+    2. Docker API — tag of the running container's image (e.g. 'bughog/core:1.2.3')
+    3. BUGHOG_VERSION environment variable — manual override or fallback
     """
-    if not settings.version:
-        raise ValueError('BUGHOG_VERSION is not set')
-    return settings.version
+    if os.getenv('DEVELOPMENT') == '1':
+        return 'dev'
+    tag = _detect_tag_from_docker()
+    if tag:
+        return tag
+    if settings.version:
+        logger.debug(f'Docker tag detection failed; using BUGHOG_VERSION override: {settings.version}')
+        return settings.version
+    raise ValueError(
+        'Could not determine the BugHog version tag. '
+        'Ensure the core container image is tagged as "bughog/core:<version>", '
+        'or set the BUGHOG_VERSION environment variable.'
+    )
 
 
 class CustomHTTPHandler(logging.handlers.HTTPHandler):
diff --git a/bughog/distribution/worker_manager.py b/bughog/distribution/worker_manager.py
index 3215ccc0..325a5a4e 100644
--- a/bughog/distribution/worker_manager.py
+++ b/bughog/distribution/worker_manager.py
@@ -63,7 +63,8 @@ def start_container_thread():
             except docker.errors.APIError:
                 logger.error('Could not consult list of active containers', exc_info=True)
 
-            debug = bool(os.getenv('DEVELOPMENT'))
+            core_in_development_mode = bool(os.getenv('DEVELOPMENT'))
+            worker_in_debug_mode = core_in_development_mode and self.max_nb_of_containers == 1
             container = None
             try:
                 volumes = [
@@ -74,11 +75,18 @@ def start_container_thread():
                     os.path.join(host_pwd, 'logs') + ':/app/logs:rw',
                     os.path.join(host_pwd, 'nginx/ssl') + ':/etc/nginx/ssl:ro',
                 ]
-                debug_kwargs = {}
-                if debug:
+                if core_in_development_mode:
                     volumes.append(os.path.join(host_pwd, 'bughog') + ':/app/bughog:rw')
+
+                debug_kwargs = {}
+                if worker_in_debug_mode:
+                    logger.info(f"Starting container '{container_name}' in debug mode")
                     debug_kwargs['ports'] = {'5678/tcp': 5678}
-                    debug_kwargs['environment'] = {'DEVELOPMENT': '1'}
+                    debug_kwargs['environment'] = {
+                        'DEVELOPMENT': '1',
+                    }
+                else:
+                    logger.info(f"Starting container '{container_name}'")
                 container = self.client.containers.run(
                     self.worker_image_ref,
                     name=container_name,
@@ -139,12 +147,8 @@ def get_runnning_containers():
         )
 
     def wait_until_all_evaluations_are_done(self):
-        if self.max_nb_of_containers == 1:
-            return
-        while True:
-            if self.get_nb_of_running_worker_containers() == 0:
-                break
-            time.sleep(5)
+        while self.container_id_pool.qsize() < self.max_nb_of_containers:
+            time.sleep(1)
 
     @staticmethod
     def forcefully_stop_all_running_containers():
@@ -153,17 +157,21 @@ def forcefully_stop_all_running_containers():
 
     def __get_worker_image_ref(self, subject_type: str, subject_name: str) -> str:
         """
-        Returns the worker image's reference.
+        Returns the worker image reference to use for this subject.
+        Checks for a locally available subject-specific image first, then tries
+        to pull it. Falls back to the generic worker image if neither succeeds.
+        Subject-specific images are expected to be built beforehand (e.g. via
+        build-deploy.sh) and are never built at runtime.
         """
-        subject_type_ref = f'bughog/worker-{subject_type}:{config.get_tag()}'
-        if self.__pull_worker_image(subject_type_ref):
-            return subject_type_ref
+        tag = config.get_tag()
+        image_ref = f'bughog/worker-{subject_name}:{tag}'
+        worker_ref = f'bughog/worker:{tag}'
 
-        subject_name_ref = f'bughog/worker-{subject_name}:{config.get_tag()}'
-        if self.__pull_worker_image(subject_name_ref):
-            return subject_name_ref
+        if self.__image_exists_locally(image_ref) or self.__pull_worker_image(image_ref):
+            return image_ref
 
-        return f'bughog/worker:{config.get_tag()}'
+        logger.warning(f"Subject-specific image '{image_ref}' not found, falling back to '{worker_ref}'.")
+        return worker_ref
 
     def __pull_worker_image(self, image_ref: str) -> bool:
         try:
@@ -173,3 +181,10 @@ def __pull_worker_image(self, image_ref: str) -> bool:
             return False
         except docker.errors.APIError:
             return False
+
+    def __image_exists_locally(self, image_ref: str) -> bool:
+        try:
+            self.client.images.get(image_ref)
+            return True
+        except docker.errors.ImageNotFound:
+            return False
diff --git a/bughog/main.py b/bughog/main.py
index 5a48c566..552518a8 100644
--- a/bughog/main.py
+++ b/bughog/main.py
@@ -49,41 +49,52 @@ def connect_to_database(self, db_connection_params: DatabaseParameters) -> None:
             logger.error('Could not connect to database.', exc_info=True)
 
     def run(self, eval_params_list: list[EvaluationParameters]) -> None:
-        # Sequence_configuration settings are the same over evaluation parameters (quick fix)
         self.__update_state(is_running=True, reason='user', status='running')
-
-        subject_type = eval_params_list[0].subject_configuration.subject_type
-        subject_name = eval_params_list[0].subject_configuration.subject_name
-        nb_of_containers = eval_params_list[0].sequence_configuration.nb_of_containers
-        worker_manager = WorkerManager(subject_type, subject_name, nb_of_containers)
         self.stop_gracefully = False
         self.stop_forcefully = False
+
+        # Group evaluations by subject so each gets its own correctly-configured worker image.
+        groups: dict[tuple[str, str], list[EvaluationParameters]] = {}
+        for params in eval_params_list:
+            key = (params.subject_configuration.subject_type, params.subject_configuration.subject_name)
+            groups.setdefault(key, []).append(params)
+
         try:
             self.__init_eval_queue(eval_params_list)
-            for eval_params in eval_params_list:
+            for (subject_type, subject_name), group in groups.items():
                 if self.stop_gracefully or self.stop_forcefully:
                     break
-                self.__update_eval_queue(eval_params.experiment_name, 'active')
-                self.__update_state(
-                    is_running=True,
-                    reason='user',
-                    status='running',
-                    queue=self.eval_queue,
+                worker_manager = WorkerManager(
+                    subject_type, subject_name, group[0].sequence_configuration.nb_of_containers
                 )
                 try:
-                    self.run_single_evaluation(eval_params, worker_manager)
-                except (UserError, SystemError) as e:
-                    # If we are running integration tests, we want to just continue with other subjects.
-                    unique_subjects = set(
-                        [eval_params.subject_configuration.subject_name for eval_params in eval_params_list]
-                    )
-                    if len(unique_subjects) == 1:
-                        raise e
-                except Exception:
-                    logger.error(
-                        f'Could not finish evaluation for {eval_params.subject_configuration.subject_name}.',
-                        exc_info=True,
-                    )
+                    for eval_params in group:
+                        if self.stop_gracefully or self.stop_forcefully:
+                            break
+                        self.__update_eval_queue(eval_params.experiment_name, 'active')
+                        self.__update_state(
+                            is_running=True,
+                            reason='user',
+                            status='running',
+                            queue=self.eval_queue,
+                        )
+                        try:
+                            self.run_single_evaluation(eval_params, worker_manager)
+                        except (UserError, SystemError) as e:
+                            # For a single subject, surface the error. For multiple subjects
+                            # (e.g. integration tests), log and continue with the next subject.
+                            if len(groups) == 1:
+                                raise e
+                            logger.error(
+                                f'Skipping remaining evaluations for {subject_name} due to error: {e}'
+                            )
+                            break
+                        except Exception:
+                            logger.error(
+                                f'Could not finish evaluation for {subject_name}.', exc_info=True
+                            )
+                finally:
+                    worker_manager.wait_until_all_evaluations_are_done()
 
             # Exit handling
             if self.stop_gracefully:
@@ -92,7 +103,7 @@ def run(self, eval_params_list: list[EvaluationParameters]) -> None:
             elif self.stop_forcefully:
                 logger.info('Forcefully stopping experiment queue due to user end signal...')
                 self.state['reason'] = 'user'
-                worker_manager.forcefully_stop_all_running_containers()
+                WorkerManager.forcefully_stop_all_running_containers()
             else:
                 logger.info('Gracefully stopping experiment queue since last experiment started.')
 
@@ -103,8 +114,6 @@ def run(self, eval_params_list: list[EvaluationParameters]) -> None:
             logger.critical('A critical error occurred', exc_info=True)
             raise e
         finally:
-            logger.info('Waiting for remaining experiments to stop...')
-            worker_manager.wait_until_all_evaluations_are_done()
             logger.info('BugHog has finished the evaluation!')
             self.__update_state(is_running=False, status='idle', queue=self.eval_queue)
 
@@ -180,10 +189,11 @@ def run_single_experiment(self, params: ExperimentParameters) -> None:
             else:
                 worker_manager = WorkerManager(subject_config.subject_type, subject_config.subject_name, 1)
                 worker_manager.start_experiment(params, state)
+                worker_manager.wait_until_all_evaluations_are_done()
                 Clients.push_complete_experiment_result(params)
         finally:
             # TODO: error handling
-            self.__update_state(is_running=False, reason='idle', status='running')
+            self.__update_state(is_running=False, reason='idle', status='idle')
 
     @staticmethod
     def create_sequence_strategy(eval_params: EvaluationParameters) -> SequenceStrategy:
diff --git a/bughog/subject/web_browser/interaction/simulation.py b/bughog/subject/web_browser/interaction/simulation.py
index 129c87a7..cfbbdc05 100644
--- a/bughog/subject/web_browser/interaction/simulation.py
+++ b/bughog/subject/web_browser/interaction/simulation.py
@@ -14,11 +14,11 @@
 
 class BrowserSimulation(Simulation):
     def __init__(self, executable: BrowserExecutable, folder: Folder, params: ExperimentParameters):
-        import pyautogui as gui
-
         super().__init__(executable, folder, params)
         disp = Display(visible=True, size=(1920, 1080), backend='xvfb', use_xauth=True)
         disp.start()
+        import pyautogui as gui
+
         gui._pyautogui_x11._display = Xlib.display.Display(os.environ['DISPLAY'])
 
     def __del__(self):
diff --git a/bughog/web/clients.py b/bughog/web/clients.py
index 99f715c9..3ba2a5c3 100644
--- a/bughog/web/clients.py
+++ b/bughog/web/clients.py
@@ -80,6 +80,9 @@ def push_results(ws_client: Server):
                         {
                             'update': {
                                 'plot_data': {
+                                    'subject_name': params.get('subject_name'),
+                                    'project_name': params.get('project_name'),
+                                    'experiment_name': params.get('experiment_to_plot'),
                                     'revision_data': revision_data,
                                     'version_data': version_data,
                                 }
diff --git a/bughog/web/vue/package-lock.json b/bughog/web/vue/package-lock.json
index f047b043..a383d6f8 100644
--- a/bughog/web/vue/package-lock.json
+++ b/bughog/web/vue/package-lock.json
@@ -73,9 +73,9 @@
       }
     },
     "node_modules/@babel/parser": {
-      "version": "7.29.0",
-      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.29.0.tgz",
-      "integrity": "sha512-IyDgFV5GeDUVX4YdF/3CPULtVGSXXMLh1xVIgdCgxApktqnQV0r7/8Nqthg+8YLGaAtdyIlo2qIdZrbCv4+7ww==",
+      "version": "7.29.2",
+      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.29.2.tgz",
+      "integrity": "sha512-4GgRzy/+fsBa72/RZVJmGKPmZu9Byn8o4MoLpmNe1m8ZfYnz5emHLQz3U4gLud6Zwl0RZIcgiLD7Uq7ySFuDLA==",
       "license": "MIT",
       "dependencies": {
         "@babel/types": "^7.29.0"
@@ -101,9 +101,9 @@
       }
     },
     "node_modules/@esbuild/aix-ppc64": {
-      "version": "0.27.3",
-      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.27.3.tgz",
-      "integrity": "sha512-9fJMTNFTWZMh5qwrBItuziu834eOCUcEqymSH7pY+zoMVEZg3gcPuBNxH1EvfVYe9h0x/Ptw8KBzv7qxb7l8dg==",
+      "version": "0.27.4",
+      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.27.4.tgz",
+      "integrity": "sha512-cQPwL2mp2nSmHHJlCyoXgHGhbEPMrEEU5xhkcy3Hs/O7nGZqEpZ2sUtLaL9MORLtDfRvVl2/3PAuEkYZH0Ty8Q==",
       "cpu": [
         "ppc64"
       ],
@@ -118,9 +118,9 @@
       }
     },
     "node_modules/@esbuild/android-arm": {
-      "version": "0.27.3",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.27.3.tgz",
-      "integrity": "sha512-i5D1hPY7GIQmXlXhs2w8AWHhenb00+GxjxRncS2ZM7YNVGNfaMxgzSGuO8o8SJzRc/oZwU2bcScvVERk03QhzA==",
+      "version": "0.27.4",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.27.4.tgz",
+      "integrity": "sha512-X9bUgvxiC8CHAGKYufLIHGXPJWnr0OCdR0anD2e21vdvgCI8lIfqFbnoeOz7lBjdrAGUhqLZLcQo6MLhTO2DKQ==",
       "cpu": [
         "arm"
       ],
@@ -135,9 +135,9 @@
       }
     },
     "node_modules/@esbuild/android-arm64": {
-      "version": "0.27.3",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.27.3.tgz",
-      "integrity": "sha512-YdghPYUmj/FX2SYKJ0OZxf+iaKgMsKHVPF1MAq/P8WirnSpCStzKJFjOjzsW0QQ7oIAiccHdcqjbHmJxRb/dmg==",
+      "version": "0.27.4",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.27.4.tgz",
+      "integrity": "sha512-gdLscB7v75wRfu7QSm/zg6Rx29VLdy9eTr2t44sfTW7CxwAtQghZ4ZnqHk3/ogz7xao0QAgrkradbBzcqFPasw==",
       "cpu": [
         "arm64"
       ],
@@ -152,9 +152,9 @@
       }
     },
     "node_modules/@esbuild/android-x64": {
-      "version": "0.27.3",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.27.3.tgz",
-      "integrity": "sha512-IN/0BNTkHtk8lkOM8JWAYFg4ORxBkZQf9zXiEOfERX/CzxW3Vg1ewAhU7QSWQpVIzTW+b8Xy+lGzdYXV6UZObQ==",
+      "version": "0.27.4",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.27.4.tgz",
+      "integrity": "sha512-PzPFnBNVF292sfpfhiyiXCGSn9HZg5BcAz+ivBuSsl6Rk4ga1oEXAamhOXRFyMcjwr2DVtm40G65N3GLeH1Lvw==",
       "cpu": [
         "x64"
       ],
@@ -169,9 +169,9 @@
       }
     },
     "node_modules/@esbuild/darwin-arm64": {
-      "version": "0.27.3",
-      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.27.3.tgz",
-      "integrity": "sha512-Re491k7ByTVRy0t3EKWajdLIr0gz2kKKfzafkth4Q8A5n1xTHrkqZgLLjFEHVD+AXdUGgQMq+Godfq45mGpCKg==",
+      "version": "0.27.4",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.27.4.tgz",
+      "integrity": "sha512-b7xaGIwdJlht8ZFCvMkpDN6uiSmnxxK56N2GDTMYPr2/gzvfdQN8rTfBsvVKmIVY/X7EM+/hJKEIbbHs9oA4tQ==",
       "cpu": [
         "arm64"
       ],
@@ -186,9 +186,9 @@
       }
     },
     "node_modules/@esbuild/darwin-x64": {
-      "version": "0.27.3",
-      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.27.3.tgz",
-      "integrity": "sha512-vHk/hA7/1AckjGzRqi6wbo+jaShzRowYip6rt6q7VYEDX4LEy1pZfDpdxCBnGtl+A5zq8iXDcyuxwtv3hNtHFg==",
+      "version": "0.27.4",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.27.4.tgz",
+      "integrity": "sha512-sR+OiKLwd15nmCdqpXMnuJ9W2kpy0KigzqScqHI3Hqwr7IXxBp3Yva+yJwoqh7rE8V77tdoheRYataNKL4QrPw==",
       "cpu": [
         "x64"
       ],
@@ -203,9 +203,9 @@
       }
     },
     "node_modules/@esbuild/freebsd-arm64": {
-      "version": "0.27.3",
-      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.27.3.tgz",
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       ],
@@ -2248,9 +2215,9 @@
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@@ -2268,9 +2235,9 @@
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+      "resolved": "https://registry.npmjs.org/lightningcss-win32-arm64-msvc/-/lightningcss-win32-arm64-msvc-1.32.0.tgz",
+      "integrity": "sha512-8SbC8BR40pS6baCM8sbtYDSwEVQd4JlFTOlaD3gWGHfThTcABnNDBda6eTZeqbofalIJhFx0qKzgHJmcPTnGdw==",
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@@ -2288,9 +2255,9 @@
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-      "resolved": "https://registry.npmjs.org/lightningcss-win32-x64-msvc/-/lightningcss-win32-x64-msvc-1.31.1.tgz",
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+      "version": "1.32.0",
+      "resolved": "https://registry.npmjs.org/lightningcss-win32-x64-msvc/-/lightningcss-win32-x64-msvc-1.32.0.tgz",
+      "integrity": "sha512-Amq9B/SoZYdDi1kFrojnoqPLxYhQ4Wo5XiL8EVJrVsB8ARoC1PWW6VGtT0WKCemjy8aC+louJnjS7U18x3b06Q==",
       "cpu": [
         "x64"
       ],
@@ -2387,22 +2354,16 @@
         "mini-svg-data-uri": "cli.js"
       }
     },
-    "node_modules/mitt": {
-      "version": "3.0.1",
-      "resolved": "https://registry.npmjs.org/mitt/-/mitt-3.0.1.tgz",
-      "integrity": "sha512-vKivATfr97l2/QBCYAkXYDbrIWPM2IIKEl7YPhjCvKlG3kE2gm+uBo6nEXK3M5/Ffh/FLpKExzOQ3JJoJGFKBw==",
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-      "resolved": "https://registry.npmjs.org/mlly/-/mlly-1.8.0.tgz",
-      "integrity": "sha512-l8D9ODSRWLe2KHJSifWGwBqpTZXIXTeo8mlKjY+E2HAakaTeNpqAyBZ8GSqLzHgw4XmHmC8whvpjJNMbFZN7/g==",
+      "version": "1.8.2",
+      "resolved": "https://registry.npmjs.org/mlly/-/mlly-1.8.2.tgz",
+      "integrity": "sha512-d+ObxMQFmbt10sretNDytwt85VrbkhhUA/JBGm1MPaWJ65Cl4wOgLaB1NYvJSZ0Ef03MMEU/0xpPMXUIQ29UfA==",
       "license": "MIT",
       "dependencies": {
-        "acorn": "^8.15.0",
+        "acorn": "^8.16.0",
         "pathe": "^2.0.3",
         "pkg-types": "^1.3.1",
-        "ufo": "^1.6.1"
+        "ufo": "^1.6.3"
       }
     },
     "node_modules/mlly/node_modules/confbox": {
@@ -2515,9 +2476,9 @@
       "license": "ISC"
     },
     "node_modules/picomatch": {
-      "version": "4.0.3",
-      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz",
-      "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
+      "version": "4.0.4",
+      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.4.tgz",
+      "integrity": "sha512-QP88BAKvMam/3NxH6vj2o21R6MjxZUAd6nlwAS/pnGvN9IVLocLHxGYIzFhg6fUQ+5th6P4dv4eW9jX3DSIj7A==",
       "license": "MIT",
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@@ -2538,9 +2499,9 @@
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-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.6.tgz",
-      "integrity": "sha512-3Ybi1tAuwAP9s0r1UQ2J4n5Y0G05bJkpUIO0/bI9MhwmD70S5aTWbXGBwxHrelT+XM1k6dM0pk+SwNkpTRN7Pg==",
+      "version": "8.5.8",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.8.tgz",
+      "integrity": "sha512-OW/rX8O/jXnm82Ey1k44pObPtdblfiuWnrd8X7GJ7emImCOstunGbXUpp7HdBrFQX6rJzn3sPT397Wp5aCwCHg==",
       "funding": [
         {
           "type": "opencollective",
@@ -2566,10 +2527,13 @@
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-      "license": "MIT"
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/proxy-from-env/-/proxy-from-env-2.1.0.tgz",
+      "integrity": "sha512-cJ+oHTW1VAEa8cJslgmUZrc+sjRKgAKl3Zyse6+PV38hZe/V6Z14TbCuXcan9F9ghlz4QrFr2c92TNF82UkYHA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      }
     },
     "node_modules/quansync": {
       "version": "0.2.11",
@@ -2620,16 +2584,10 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
-    "node_modules/rfdc": {
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-      "resolved": "https://registry.npmjs.org/rfdc/-/rfdc-1.4.1.tgz",
-      "integrity": "sha512-q1b3N5QkRUWUl7iyylaaj3kOpIT0N2i9MqIEQXP73GVsN9cw3fdx8X63cEmWhJGi2PPCF23Ijp7ktmd39rawIA==",
-      "license": "MIT"
-    },
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-      "resolved": "https://registry.npmjs.org/rollup/-/rollup-4.59.0.tgz",
-      "integrity": "sha512-2oMpl67a3zCH9H79LeMcbDhXW/UmWG/y2zuqnF2jQq5uq9TbM9TVyXvA4+t+ne2IIkBdrLpAaRQAvo7YI/Yyeg==",
+      "version": "4.60.1",
+      "resolved": "https://registry.npmjs.org/rollup/-/rollup-4.60.1.tgz",
+      "integrity": "sha512-VmtB2rFU/GroZ4oL8+ZqXgSA38O6GR8KSIvWmEFv63pQ0G6KaBH9s07PO8XTXP4vI+3UJUEypOfjkGfmSBBR0w==",
       "devOptional": true,
       "license": "MIT",
       "dependencies": {
@@ -2643,31 +2601,31 @@
         "npm": ">=8.0.0"
       },
       "optionalDependencies": {
-        "@rollup/rollup-android-arm-eabi": "4.59.0",
-        "@rollup/rollup-android-arm64": "4.59.0",
-        "@rollup/rollup-darwin-arm64": "4.59.0",
-        "@rollup/rollup-darwin-x64": "4.59.0",
-        "@rollup/rollup-freebsd-arm64": "4.59.0",
-        "@rollup/rollup-freebsd-x64": "4.59.0",
-        "@rollup/rollup-linux-arm-gnueabihf": "4.59.0",
-        "@rollup/rollup-linux-arm-musleabihf": "4.59.0",
-        "@rollup/rollup-linux-arm64-gnu": "4.59.0",
-        "@rollup/rollup-linux-arm64-musl": "4.59.0",
-        "@rollup/rollup-linux-loong64-gnu": "4.59.0",
-        "@rollup/rollup-linux-loong64-musl": "4.59.0",
-        "@rollup/rollup-linux-ppc64-gnu": "4.59.0",
-        "@rollup/rollup-linux-ppc64-musl": "4.59.0",
-        "@rollup/rollup-linux-riscv64-gnu": "4.59.0",
-        "@rollup/rollup-linux-riscv64-musl": "4.59.0",
-        "@rollup/rollup-linux-s390x-gnu": "4.59.0",
-        "@rollup/rollup-linux-x64-gnu": "4.59.0",
-        "@rollup/rollup-linux-x64-musl": "4.59.0",
-        "@rollup/rollup-openbsd-x64": "4.59.0",
-        "@rollup/rollup-openharmony-arm64": "4.59.0",
-        "@rollup/rollup-win32-arm64-msvc": "4.59.0",
-        "@rollup/rollup-win32-ia32-msvc": "4.59.0",
-        "@rollup/rollup-win32-x64-gnu": "4.59.0",
-        "@rollup/rollup-win32-x64-msvc": "4.59.0",
+        "@rollup/rollup-android-arm-eabi": "4.60.1",
+        "@rollup/rollup-android-arm64": "4.60.1",
+        "@rollup/rollup-darwin-arm64": "4.60.1",
+        "@rollup/rollup-darwin-x64": "4.60.1",
+        "@rollup/rollup-freebsd-arm64": "4.60.1",
+        "@rollup/rollup-freebsd-x64": "4.60.1",
+        "@rollup/rollup-linux-arm-gnueabihf": "4.60.1",
+        "@rollup/rollup-linux-arm-musleabihf": "4.60.1",
+        "@rollup/rollup-linux-arm64-gnu": "4.60.1",
+        "@rollup/rollup-linux-arm64-musl": "4.60.1",
+        "@rollup/rollup-linux-loong64-gnu": "4.60.1",
+        "@rollup/rollup-linux-loong64-musl": "4.60.1",
+        "@rollup/rollup-linux-ppc64-gnu": "4.60.1",
+        "@rollup/rollup-linux-ppc64-musl": "4.60.1",
+        "@rollup/rollup-linux-riscv64-gnu": "4.60.1",
+        "@rollup/rollup-linux-riscv64-musl": "4.60.1",
+        "@rollup/rollup-linux-s390x-gnu": "4.60.1",
+        "@rollup/rollup-linux-x64-gnu": "4.60.1",
+        "@rollup/rollup-linux-x64-musl": "4.60.1",
+        "@rollup/rollup-openbsd-x64": "4.60.1",
+        "@rollup/rollup-openharmony-arm64": "4.60.1",
+        "@rollup/rollup-win32-arm64-msvc": "4.60.1",
+        "@rollup/rollup-win32-ia32-msvc": "4.60.1",
+        "@rollup/rollup-win32-x64-gnu": "4.60.1",
+        "@rollup/rollup-win32-x64-msvc": "4.60.1",
         "fsevents": "~2.3.2"
       }
     },
@@ -2686,27 +2644,6 @@
         "node": ">=0.10.0"
       }
     },
-    "node_modules/speakingurl": {
-      "version": "14.0.1",
-      "resolved": "https://registry.npmjs.org/speakingurl/-/speakingurl-14.0.1.tgz",
-      "integrity": "sha512-1POYv7uv2gXoyGFpBCmpDVSNV74IfsWlDW216UPjbWufNf+bSU6GdbDsxdcxtfwb4xlI3yxzOTKClUosxARYrQ==",
-      "license": "BSD-3-Clause",
-      "engines": {
-        "node": ">=0.10.0"
-      }
-    },
-    "node_modules/superjson": {
-      "version": "2.2.6",
-      "resolved": "https://registry.npmjs.org/superjson/-/superjson-2.2.6.tgz",
-      "integrity": "sha512-H+ue8Zo4vJmV2nRjpx86P35lzwDT3nItnIsocgumgr0hHMQ+ZGq5vrERg9kJBo5AWGmxZDhzDo+WVIJqkB0cGA==",
-      "license": "MIT",
-      "dependencies": {
-        "copy-anything": "^4"
-      },
-      "engines": {
-        "node": ">=16"
-      }
-    },
     "node_modules/supports-preserve-symlinks-flag": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/supports-preserve-symlinks-flag/-/supports-preserve-symlinks-flag-1.0.0.tgz",
@@ -2720,15 +2657,15 @@
       }
     },
     "node_modules/tailwindcss": {
-      "version": "4.2.1",
-      "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-4.2.1.tgz",
-      "integrity": "sha512-/tBrSQ36vCleJkAOsy9kbNTgaxvGbyOamC30PRePTQe/o1MFwEKHQk4Cn7BNGaPtjp+PuUrByJehM1hgxfq4sw==",
+      "version": "4.2.2",
+      "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-4.2.2.tgz",
+      "integrity": "sha512-KWBIxs1Xb6NoLdMVqhbhgwZf2PGBpPEiwOqgI4pFIYbNTfBXiKYyWoTsXgBQ9WFg/OlhnvHaY+AEpW7wSmFo2Q==",
       "license": "MIT"
     },
     "node_modules/tapable": {
-      "version": "2.3.0",
-      "resolved": "https://registry.npmjs.org/tapable/-/tapable-2.3.0.tgz",
-      "integrity": "sha512-g9ljZiwki/LfxmQADO3dEY1CbpmXT5Hm2fJ+QaGKwSXUylMybePR7/67YW7jOrrvjEgL1Fmz5kzyAjWVWLlucg==",
+      "version": "2.3.2",
+      "resolved": "https://registry.npmjs.org/tapable/-/tapable-2.3.2.tgz",
+      "integrity": "sha512-1MOpMXuhGzGL5TTCZFItxCc0AARf1EZFQkGqMm7ERKj8+Hgr5oLvJOVFcC+lRmR8hCe2S3jC4T5D7Vg/d7/fhA==",
       "license": "MIT",
       "engines": {
         "node": ">=6"
@@ -2866,16 +2803,16 @@
       }
     },
     "node_modules/vue": {
-      "version": "3.5.29",
-      "resolved": "https://registry.npmjs.org/vue/-/vue-3.5.29.tgz",
-      "integrity": "sha512-BZqN4Ze6mDQVNAni0IHeMJ5mwr8VAJ3MQC9FmprRhcBYENw+wOAAjRj8jfmN6FLl0j96OXbR+CjWhmAmM+QGnA==",
+      "version": "3.5.31",
+      "resolved": "https://registry.npmjs.org/vue/-/vue-3.5.31.tgz",
+      "integrity": "sha512-iV/sU9SzOlmA/0tygSmjkEN6Jbs3nPoIPFhCMLD2STrjgOU8DX7ZtzMhg4ahVwf5Rp9KoFzcXeB1ZrVbLBp5/Q==",
       "license": "MIT",
       "dependencies": {
-        "@vue/compiler-dom": "3.5.29",
-        "@vue/compiler-sfc": "3.5.29",
-        "@vue/runtime-dom": "3.5.29",
-        "@vue/server-renderer": "3.5.29",
-        "@vue/shared": "3.5.29"
+        "@vue/compiler-dom": "3.5.31",
+        "@vue/compiler-sfc": "3.5.31",
+        "@vue/runtime-dom": "3.5.31",
+        "@vue/server-renderer": "3.5.31",
+        "@vue/shared": "3.5.31"
       },
       "peerDependencies": {
         "typescript": "*"
@@ -2887,9 +2824,9 @@
       }
     },
     "node_modules/vue-multiselect": {
-      "version": "3.4.0",
-      "resolved": "https://registry.npmjs.org/vue-multiselect/-/vue-multiselect-3.4.0.tgz",
-      "integrity": "sha512-NtaL1/VOsGsvM+H0EZswy1E+RcA5yeCpCxrhT28CBwKu9D1WbMSXBfIDNDw0v+T4enVRfOD5X7u2gyIJWCFX9w==",
+      "version": "3.5.0",
+      "resolved": "https://registry.npmjs.org/vue-multiselect/-/vue-multiselect-3.5.0.tgz",
+      "integrity": "sha512-i758SEqWFcFshL1eAg0F3EFeFQ1mOCmh2mgnGCZv1XpHFVIAv8fxo8bQQ4ZnMoaPhMp8KI1A6gPBVHh3YzRg/Q==",
       "license": "MIT",
       "engines": {
         "node": ">= 14.18.1",
@@ -2897,9 +2834,9 @@
       }
     },
     "node_modules/vue-router": {
-      "version": "5.0.3",
-      "resolved": "https://registry.npmjs.org/vue-router/-/vue-router-5.0.3.tgz",
-      "integrity": "sha512-nG1c7aAFac7NYj8Hluo68WyWfc41xkEjaR0ViLHCa3oDvTQ/nIuLJlXJX1NUPw/DXzx/8+OKMng045HHQKQKWw==",
+      "version": "5.0.4",
+      "resolved": "https://registry.npmjs.org/vue-router/-/vue-router-5.0.4.tgz",
+      "integrity": "sha512-lCqDLCI2+fKVRl2OzXuzdSWmxXFLQRxQbmHugnRpTMyYiT+hNaycV0faqG5FBHDXoYrZ6MQcX87BvbY8mQ20Bg==",
       "license": "MIT",
       "dependencies": {
         "@babel/generator": "^7.28.6",
@@ -2942,9 +2879,9 @@
       }
     },
     "node_modules/vue3-toastify": {
-      "version": "0.2.8",
-      "resolved": "https://registry.npmjs.org/vue3-toastify/-/vue3-toastify-0.2.8.tgz",
-      "integrity": "sha512-8jDOqsJaBZEbGpCbhWDETJc11D1lZefvgFPq/IPdM+U7+qyXoVPDvK6uq/FIgyV7qV0NcNzvGBMEzjsLQqGROw==",
+      "version": "0.2.9",
+      "resolved": "https://registry.npmjs.org/vue3-toastify/-/vue3-toastify-0.2.9.tgz",
+      "integrity": "sha512-LN2GJGKgjt+C6IIBANp9hCM2A4yc5jC2Kj4YGl1J7ptj4rhThOJOGGlkCg+IxDt7hntNw9n3MG9ifv/AymyxKQ==",
       "license": "MIT",
       "engines": {
         "node": ">=20",
@@ -2966,9 +2903,9 @@
       "license": "MIT"
     },
     "node_modules/yaml": {
-      "version": "2.8.2",
-      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.8.2.tgz",
-      "integrity": "sha512-mplynKqc1C2hTVYxd0PU2xQAc22TI1vShAYGksCCfxbn/dFwnHTNi1bvYsBTkhdUNtGIf5xNOg938rrSSYvS9A==",
+      "version": "2.8.3",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.8.3.tgz",
+      "integrity": "sha512-AvbaCLOO2Otw/lW5bmh9d/WEdcDFdQp2Z2ZUH3pX9U2ihyUY0nvLv7J6TrWowklRGPYbB/IuIMfYgxaCPg5Bpg==",
       "license": "ISC",
       "bin": {
         "yaml": "bin.mjs"
diff --git a/bughog/web/vue/src/components/gantt.vue b/bughog/web/vue/src/components/gantt.vue
index c1fdd021..f25d2b37 100644
--- a/bughog/web/vue/src/components/gantt.vue
+++ b/bughog/web/vue/src/components/gantt.vue
@@ -65,16 +65,21 @@ export default {
         init_plot() {
             console.log(`Initializing Gantt chart for ${this.subject_name}...`);
 
-            if (this.revision_source.length === 0 || this.version_source.length === 0) {
+            const has_revision_data = this.revision_source && this.revision_source.data && this.revision_source.data.commit_nb && this.revision_source.data.commit_nb.length > 0;
+            const has_version_data = this.version_source && this.version_source.data && this.version_source.data.commit_nb && this.version_source.data.commit_nb.length > 0;
+
+            if (!has_revision_data && !has_version_data) {
                 this.x_min = 1;
                 this.x_max = 1000000;
             } else {
-                this.x_min = Math.min(...this.revision_source.data.commit_nb.concat(this.version_source.data.commit_nb));
-                this.x_max = Math.max(...this.revision_source.data.commit_nb.concat(this.version_source.data.commit_nb));
+                const revision_commits = has_revision_data ? this.revision_source.data.commit_nb : [];
+                const version_commits = has_version_data ? this.version_source.data.commit_nb : [];
+                this.x_min = Math.min(...revision_commits.concat(version_commits));
+                this.x_max = Math.max(...revision_commits.concat(version_commits));
             }
 
             this.plot = Bokeh.Plotting.figure({
-                title: 'Gantt Chart with Points',
+                title: `Gantt Chart for ${this.subject_name}`,
                 x_range: [this.x_min, this.x_max],
                 y_range: ['Error', 'Not reproduced', 'Reproduced'],
                 sizing_mode: 'stretch_both',
@@ -177,19 +182,21 @@ export default {
             });
             this.plot.add_tools(hover);
 
-            if (document.getElementById('gantt').childElementCount > 0) {
-                document.getElementById('gantt').children[0].remove();
+            const container = this.$el;
+            while (container.firstChild) {
+                container.removeChild(container.firstChild);
             }
-            Bokeh.Plotting.show(this.plot, document.getElementById('gantt'));
+            Bokeh.Plotting.show(this.plot, container);
             this.apply_theme();
             console.log("Gantt chart initialized!");
         },
         update_plot(subject_name, revision_data, version_data, project, poc) {
             if (revision_data === null && version_data === null) {
+                this.clear_plot();
                 return;
             }
 
-            let init_required = this.revision_source === null || this.subject_name !== subject_name;
+            let init_required = this.plot === null || this.subject_name !== subject_name;
             this.subject_name = subject_name;
             this.project = project;
             this.poc = poc;
@@ -209,16 +216,27 @@ export default {
                 'commit_nb': [],
                 'outcome': [],
                 'major_version': [],
+                'version_printed_by_executable': [],
+                'commit_url': [],
             };
-            this.revision_source.data = empty_data;
-            this.version_source.data = empty_data;
+            if (this.revision_source && this.revision_source.data) {
+                this.revision_source.data = empty_data;
+            }
+            if (this.version_source && this.version_source.data) {
+                this.version_source.data = empty_data;
+            }
         },
         update_x_range(force_update) {
             console.log("Updating Gantt chart x range");
             if (this.plot !== null) {
-                if (this.revision_source.length !== 0 || this.version_source.length !== 0) {
-                    var new_x_min = Math.min(...this.revision_source.data.commit_nb.concat(this.version_source.data.commit_nb));
-                    var new_x_max = Math.max(...this.revision_source.data.commit_nb.concat(this.version_source.data.commit_nb));
+                const has_revision_data = this.revision_source && this.revision_source.data && this.revision_source.data.commit_nb && this.revision_source.data.commit_nb.length > 0;
+                const has_version_data = this.version_source && this.version_source.data && this.version_source.data.commit_nb && this.version_source.data.commit_nb.length > 0;
+
+                if (has_revision_data || has_version_data) {
+                    const revision_commits = has_revision_data ? this.revision_source.data.commit_nb : [];
+                    const version_commits = has_version_data ? this.version_source.data.commit_nb : [];
+                    var new_x_min = Math.min(...revision_commits.concat(version_commits));
+                    var new_x_max = Math.max(...revision_commits.concat(version_commits));
                     if (new_x_min != this.x_min || force_update === true) {
                         this.x_min = new_x_min;
                         this.plot.x_range.start = new_x_min;
diff --git a/bughog/web/vue/src/views/Home.vue b/bughog/web/vue/src/views/Home.vue
index 2c6736e0..1b8cb085 100644
--- a/bughog/web/vue/src/views/Home.vue
+++ b/bughog/web/vue/src/views/Home.vue
@@ -156,6 +156,9 @@ export default {
       } else {
         console.log("Setting subject: " + subject_name)
         this.evalParams.version_range = this.subject_availability.get_subject_version_range(this.evalParams.subject_type, subject_name);
+        if (this.$refs.gantt) {
+          this.$refs.gantt.clear_plot();
+        }
       }
     },
     "evalParams.project_name": function (project_name) {
@@ -260,10 +263,21 @@ export default {
     onSocketMessage(data) {
       if (data.hasOwnProperty("update")) {
         if (data.update.hasOwnProperty("plot_data")) {
-          const revision_data = data.update.plot_data.revision_data;
-          const version_data = data.update.plot_data.version_data;
-          this.$refs.gantt.update_plot(this.evalParams.subject_name, revision_data, version_data);
-          this.results.nb_of_evaluations = revision_data.outcome.length + version_data.outcome.length;
+          const plot_data = data.update.plot_data;
+          if (plot_data.subject_name === this.evalParams.subject_name &&
+              plot_data.project_name === this.evalParams.project_name &&
+              plot_data.experiment_name === this.evalParams.experiment_to_plot) {
+            const revision_data = plot_data.revision_data;
+            const version_data = plot_data.version_data;
+            this.$refs.gantt.update_plot(plot_data.subject_name, revision_data, version_data, plot_data.project_name, plot_data.experiment_name);
+            if (revision_data && version_data) {
+              this.results.nb_of_evaluations = revision_data.outcome.length + version_data.outcome.length;
+            } else {
+              this.results.nb_of_evaluations = 0;
+            }
+          } else {
+            console.log("Ignoring plot_data as it does not match current selection.");
+          }
         }
         if (data.update.hasOwnProperty("experiments")) {
           this.experiments = data.update.experiments;
diff --git a/bughog/worker.py b/bughog/worker.py
index 530d9e2a..b6ca95f8 100644
--- a/bughog/worker.py
+++ b/bughog/worker.py
@@ -2,8 +2,6 @@
 import os
 import sys
 
-import debugpy
-
 from bughog.config import Loggers
 from bughog.database.mongo.mongodb import MongoDB
 from bughog.evaluation.evaluation import Evaluation
@@ -22,6 +20,7 @@ def __run_by_worker() -> None:
     """
     Loggers.configure_loggers()
     if os.getenv('DEVELOPMENT'):
+        import debugpy
         debugpy.listen(('0.0.0.0', 5678))
         logger.info('Waiting for debugger to attach on port 5678...')
         debugpy.wait_for_client()
diff --git a/docker-bake.hcl b/docker-bake.hcl
new file mode 100644
index 00000000..1efc163b
--- /dev/null
+++ b/docker-bake.hcl
@@ -0,0 +1,94 @@
+variable "BUGHOG_VERSION" {
+  default = "dev"
+}
+
+variable "ADDITIONAL_TAG" {
+  default = ""
+}
+
+function "tags" {
+  params = [image]
+  result = ADDITIONAL_TAG != "" ? ["${image}:${BUGHOG_VERSION}", "${image}:${ADDITIONAL_TAG}"] : ["${image}:${BUGHOG_VERSION}"]
+}
+
+# ──────────────────────────────────────────────
+# Shared base (not tagged/pushed)
+# ──────────────────────────────────────────────
+
+target "base" {
+  context    = "."
+  dockerfile = "Dockerfile"
+  target     = "base"
+}
+
+# ──────────────────────────────────────────────
+# Core images
+# ──────────────────────────────────────────────
+
+target "core" {
+  context    = "."
+  dockerfile = "Dockerfile"
+  target     = "core"
+  tags       = tags("bughog/core")
+}
+
+target "nginx" {
+  context    = "."
+  dockerfile = "Dockerfile"
+  target     = "nginx"
+  tags       = tags("bughog/nginx")
+}
+
+target "worker" {
+  context    = "."
+  dockerfile = "Dockerfile"
+  target     = "worker"
+  tags       = tags("bughog/worker")
+}
+
+# ──────────────────────────────────────────────
+# Subject workers
+# ──────────────────────────────────────────────
+
+target "worker-chromium" {
+  context    = "."
+  dockerfile = "subject/web_browser/docker/Dockerfile.chromium"
+  contexts   = {
+    base = "target:base"
+  }
+  tags       = tags("bughog/worker-chromium")
+}
+
+target "worker-firefox" {
+  context    = "."
+  dockerfile = "subject/web_browser/docker/Dockerfile.firefox"
+  contexts   = {
+    base = "target:base"
+  }
+  tags       = tags("bughog/worker-firefox")
+}
+
+target "worker-wasmtime" {
+  context    = "."
+  dockerfile = "subject/wasm_runtime/docker/Dockerfile.wasmtime"
+  contexts   = {
+    base = "target:base"
+  }
+  tags       = tags("bughog/worker-wasmtime")
+}
+
+# ──────────────────────────────────────────────
+# Groups
+# ──────────────────────────────────────────────
+
+group "default" {
+  targets = ["core", "nginx", "worker"]
+}
+
+group "subjects" {
+  targets = ["worker-chromium", "worker-firefox", "worker-wasmtime"]
+}
+
+group "all" {
+  targets = ["default", "subjects"]
+}
diff --git a/docs/CONTRIBUTING_DOCKER.md b/docs/CONTRIBUTING_DOCKER.md
new file mode 100644
index 00000000..89b525a9
--- /dev/null
+++ b/docs/CONTRIBUTING_DOCKER.md
@@ -0,0 +1,98 @@
+# Docker build and release pipeline
+
+## Overview
+
+BugHog uses [Docker Buildx Bake](https://docs.docker.com/build/bake/) to build all images from a single `docker-bake.hcl` file at the root of the repository. Images are pushed to [Docker Hub](https://hub.docker.com/u/bughog) via GitHub Actions.
+
+## Images
+
+| Image | Description |
+|---|---|
+| `bughog/core` | Core application server |
+| `bughog/nginx` | Nginx reverse proxy |
+| `bughog/worker` | Default evaluation worker |
+| `bughog/worker-chromium` | Chromium-specific evaluation worker |
+| `bughog/worker-firefox` | Firefox-specific evaluation worker |
+
+All images are built from a shared `base` stage defined in the root `Dockerfile`, so subject-specific worker images only need to declare their own additions on top of it.
+
+## Branching and release strategy
+
+| Branch / event | Images built | Tags applied |
+|---|---|---|
+| Push to `beta` | All | `beta` |
+| Tag `vx.y.z` on `main` | All | `x.y.z`, `latest` |
+| Push to `dev` | — | — |
+
+- **`dev`** is for active development. Developers build images locally; nothing is pushed to Docker Hub.
+- **`beta`** is for pre-release testing. Every push builds and overwrites the `beta` tag on Docker Hub.
+- **Releases** are triggered by pushing a version tag (e.g. `v1.2.3`) on `main`. Images are tagged with the version number and `latest`.
+
+> [!IMPORTANT]
+> Because BugHog requires the repository to be cloned locally (for bind-mounted subject files and experiments), Docker image versions are tied to git tags. The `deploy.sh` script handles this automatically by checking out the matching tag before pulling:
+> ```bash
+> ./scripts/deploy.sh v1.2.3   # checks out v1.2.3, pulls bughog/*:v1.2.3, starts BugHog
+> ./scripts/deploy.sh          # checks out main, pulls bughog/*:latest, starts BugHog
+> ```
+> This keeps the repository contents and Docker images in sync.
+
+## Building locally
+
+To build all images on your machine:
+
+```bash
+docker buildx bake              # builds core + nginx + default worker
+docker buildx bake subjects     # builds subject workers only
+docker buildx bake all          # builds everything (used by build-deploy.sh)
+```
+
+The `BUGHOG_VERSION` variable controls the image tag (defaults to `dev`):
+
+```bash
+BUGHOG_VERSION=1.2.3 docker buildx bake all
+```
+
+## Adding a new subject worker
+
+Subject worker images are never built at runtime. They must be built beforehand (via `build-deploy.sh` locally, or via the CI pipeline for releases) and are either found locally or pulled from Docker Hub when experiments start.
+
+1. Create a Dockerfile at `subject/{type}/docker/Dockerfile.{name}`. Start from the shared base:
+   ```dockerfile
+   FROM base
+
+   RUN apt-get install -y <subject-specific packages>
+   ```
+   Browser-based subjects typically need two optional boot behaviours, controlled by environment variables:
+   - `MANAGE_CERTS=1` — runs certificate setup (requires `libnss3-tools` / `certutil`)
+   - `MANAGE_XVFB=1` — starts a virtual display via Xvfb (requires `xvfb` and the init script at `/etc/init.d/xvfb`)
+
+   ```dockerfile
+   FROM base
+
+   ENV MANAGE_CERTS=1 MANAGE_XVFB=1
+
+   RUN apt-get install -y <subject-specific packages> libnss3-tools xvfb ...
+   ```
+
+2. Add a target and include it in the `subjects` group in `docker-bake.hcl`:
+   ```hcl
+   target "worker-{name}" {
+     context    = "."
+     dockerfile = "subject/{type}/docker/Dockerfile.{name}"
+     contexts   = { base = "target:base" }
+     tags       = tags("bughog/worker-{name}")
+   }
+
+   group "subjects" {
+     targets = ["worker-chromium", "worker-firefox", "worker-{name}"]
+   }
+   ```
+
+## GitHub Actions
+
+The workflow is defined in `.github/workflows/build-and-push.yml`. It requires two secrets configured in the repository settings:
+
+| Secret | Description |
+|---|---|
+| `DOCKERHUB_USERNAME` | Docker Hub username |
+| `DOCKERHUB_TOKEN` | Docker Hub access token (not your password) |
diff --git a/scripts/boot/core.sh b/scripts/boot/core.sh
index 04708a58..a358eb62 100755
--- a/scripts/boot/core.sh
+++ b/scripts/boot/core.sh
@@ -8,10 +8,6 @@ chmod -R 777 /app/subject/web_browser/executable/firefox/artisanal
 /app/scripts/boot/generate_certs.sh
 /app/scripts/boot/manage_certs.sh
 
-rm -f /tmp/Xvfb.pid
-rm -f /tmp/.X1-lock
-service xvfb start
-
 uv sync --no-dev --locked
 
 if [[ "$DEVELOPMENT" == "1" ]]; then
diff --git a/scripts/boot/worker.sh b/scripts/boot/worker.sh
index 6ff7d058..371c3dd8 100755
--- a/scripts/boot/worker.sh
+++ b/scripts/boot/worker.sh
@@ -2,10 +2,15 @@
 
 source /app/scripts/boot/setup_environment.sh
 
-/app/scripts/boot/manage_certs.sh
+if [ -n "$MANAGE_CERTS" ]; then
+    /app/scripts/boot/manage_certs.sh
+fi
 
-rm -f /tmp/Xvfb.pid
-service xvfb start
+if [ -n "$MANAGE_XVFB" ]; then
+    rm -f /tmp/Xvfb.pid
+    rm -f /tmp/.X1-lock
+    service xvfb start
+fi
 
 if [ -n "$DEVELOPMENT" ]; then
     uv sync --locked
diff --git a/scripts/build-deploy.sh b/scripts/build-deploy.sh
new file mode 100755
index 00000000..6aaa6b0e
--- /dev/null
+++ b/scripts/build-deploy.sh
@@ -0,0 +1,28 @@
+#!/bin/sh
+# build-deploy.sh
+#
+# Builds the current state of the codebase and starts BugHog.
+# No git checkout is performed — whatever is currently checked out will be built.
+# Images are tagged as "dev".
+#
+# Intended for:
+#   - Local development on the dev branch
+#   - Quickly testing uncommitted changes
+#
+# Usage:
+#   ./scripts/build-deploy.sh
+
+set -e
+
+export BUGHOG_VERSION=dev
+
+echo "==> Building images from current codebase (tagged as dev)..."
+docker buildx bake all
+
+echo "==> Stopping running containers..."
+docker compose down --remove-orphans
+
+echo "==> Starting BugHog dev..."
+env PWD=$PWD docker compose up -d --force-recreate core nginx
+
+echo "==> BugHog dev is up."
diff --git a/scripts/build.sh b/scripts/build.sh
deleted file mode 100755
index 67b1f104..00000000
--- a/scripts/build.sh
+++ /dev/null
@@ -1,3 +0,0 @@
-#!/bin/sh
-
-exec docker compose build --pull
diff --git a/scripts/deploy.sh b/scripts/deploy.sh
new file mode 100755
index 00000000..aba6b9da
--- /dev/null
+++ b/scripts/deploy.sh
@@ -0,0 +1,51 @@
+#!/bin/sh
+# deploy.sh [version]
+#
+# Deploys BugHog by pulling pre-built images from the registry.
+#
+# IMPORTANT: This script performs a git checkout to ensure that config files,
+#            compose files, and scripts all match the deployed version.
+#            Any uncommitted local changes will cause the checkout to fail.
+#
+# Usage:
+#   ./scripts/deploy.sh           # pull and start "latest" (checks out HEAD of main branch)
+#   ./scripts/deploy.sh beta      # pull and start "beta"   (checks out HEAD of beta branch)
+#   ./scripts/deploy.sh dev       # pull and start "dev"    (checks out HEAD of dev branch)
+#   ./scripts/deploy.sh v1.2.3    # pull and start a specific release (git checkout v1.2.3)
+
+set -e
+
+VERSION="${1:-latest}"
+
+echo "==> Deploying BugHog $VERSION"
+
+if [ "$VERSION" = "latest" ]; then
+    echo "==> Checking out HEAD of main branch..."
+    git checkout main
+    git pull origin main
+elif [ "$VERSION" = "beta" ]; then
+    echo "==> Checking out HEAD of beta branch..."
+    git checkout beta
+    git pull origin beta
+elif [ "$VERSION" = "dev" ]; then
+    echo "==> Checking out HEAD of dev branch..."
+    git checkout dev
+    git pull origin dev
+else
+    echo "==> Checking out $VERSION (ensures config and scripts match the deployed version)..."
+    git checkout "$VERSION"
+fi
+
+export BUGHOG_VERSION="$VERSION"
+
+# Pull images before stopping to minimise downtime
+echo "==> Pulling images for $VERSION..."
+docker compose pull core nginx
+
+echo "==> Stopping running containers..."
+docker compose down --remove-orphans
+
+echo "==> Starting BugHog $VERSION..."
+env PWD=$PWD docker compose up -d --force-recreate core nginx
+
+echo "==> BugHog $VERSION is up."
diff --git a/scripts/down_dev.sh b/scripts/down_dev.sh
deleted file mode 100755
index 2cd21f41..00000000
--- a/scripts/down_dev.sh
+++ /dev/null
@@ -1,3 +0,0 @@
-#!/bin/sh
-
-exec docker rm -f bh_core_dev bughog-node_dev-1 bh_nginx_dev
diff --git a/scripts/node_dev.sh b/scripts/node_dev.sh
index c3ebe0da..02c50823 100755
--- a/scripts/node_dev.sh
+++ b/scripts/node_dev.sh
@@ -1,3 +1,13 @@
 #!/bin/sh
+# node_dev.sh
+#
+# Starts the Node.js dev server for live frontend development.
+# Intended to be used alongside the VS Code devcontainer.
+#
+# Usage:
+#   ./scripts/node_dev.sh
 
+set -e
+
+echo "==> Starting Node.js dev server..."
 exec docker compose up node_dev
diff --git a/scripts/node_update.sh b/scripts/node_update.sh
index 47be63da..88d002f3 100755
--- a/scripts/node_update.sh
+++ b/scripts/node_update.sh
@@ -1,3 +1,13 @@
 #!/bin/sh
+# node_update.sh
+#
+# Updates Node.js dependencies for the Vue frontend using a temporary Node container.
+# Runs npm update inside the vue/ directory and updates package-lock.json.
+#
+# Usage:
+#   ./scripts/node_update.sh
 
-exec docker run -v ${PWD}/bughog/web/vue/:/app -w /app node:lts-alpine npm update
+set -e
+
+echo "==> Updating Node.js dependencies..."
+exec docker run --rm -v ${PWD}/bughog/web/vue/:/app -w /app node:lts-alpine npm update
diff --git a/scripts/pull.sh b/scripts/pull.sh
deleted file mode 100755
index e9add4f3..00000000
--- a/scripts/pull.sh
+++ /dev/null
@@ -1,3 +0,0 @@
-#!/bin/sh
-
-exec docker compose pull
diff --git a/scripts/remove-images.sh b/scripts/remove-images.sh
new file mode 100755
index 00000000..57d0b10c
--- /dev/null
+++ b/scripts/remove-images.sh
@@ -0,0 +1,26 @@
+#!/bin/sh
+# remove-images.sh
+#
+# Removes all locally built BugHog Docker images.
+# Matches images named bughog/* (bake), bughog-* (compose), and bh_core_dev (devcontainer).
+# Does not affect running containers — run stop.sh first if needed.
+#
+# Usage:
+#   ./scripts/remove-images.sh
+
+set -e
+
+images=$(docker images --format '{{.Repository}}:{{.Tag}}' | grep -E '^(bughog/|bughog-|bh_core_dev)')
+
+if [ -z "$images" ]; then
+    echo "==> No BugHog images found."
+    exit 0
+fi
+
+echo "==> Found the following BugHog images:"
+echo "$images" | sed 's/^/     /'
+
+echo "==> Removing BugHog images..."
+echo "$images" | xargs docker rmi -f
+
+echo "==> Done."
diff --git a/scripts/start.sh b/scripts/start.sh
deleted file mode 100755
index 292edbb0..00000000
--- a/scripts/start.sh
+++ /dev/null
@@ -1,3 +0,0 @@
-#!/bin/sh
-
-PWD=$PWD exec docker compose up -d --force-recreate core nginx
diff --git a/scripts/stop.sh b/scripts/stop.sh
index ea27ca61..731edf0b 100755
--- a/scripts/stop.sh
+++ b/scripts/stop.sh
@@ -1,3 +1,15 @@
 #!/bin/sh
+# stop.sh
+#
+# Stops all BugHog containers, including worker containers spawned dynamically
+# by the worker manager (which are not managed by Docker Compose).
 
-exec docker compose down --remove-orphans
+set -e
+
+echo "==> Stopping worker containers..."
+docker ps -q --filter label=bh_worker | xargs -r docker rm -f
+
+echo "==> Stopping core, nginx and devcontainer services (if running)..."
+docker compose --profile prod --profile dev down --remove-orphans
+
+echo "==> All BugHog containers stopped."
diff --git a/scripts/uv_update.sh b/scripts/uv_update.sh
index 37a1ed4b..67012ed2 100755
--- a/scripts/uv_update.sh
+++ b/scripts/uv_update.sh
@@ -1,4 +1,18 @@
 #!/bin/sh
+# uv_update.sh
+#
+# Upgrades all Python dependencies and syncs the virtual environment.
+# Run this locally (outside of Docker) to update uv.lock.
+#
+# Usage:
+#   ./scripts/uv_update.sh
 
+set -e
+
+echo "==> Upgrading Python dependencies..."
 uv lock --upgrade
+
+echo "==> Syncing virtual environment..."
 uv sync
+
+echo "==> Done."
diff --git a/subject/wasm_runtime/docker/Dockerfile.wasmtime b/subject/wasm_runtime/docker/Dockerfile.wasmtime
new file mode 100644
index 00000000..c7e9d8c7
--- /dev/null
+++ b/subject/wasm_runtime/docker/Dockerfile.wasmtime
@@ -0,0 +1,16 @@
+# wasmtime needs a more recent version of glibc than avaiable in bullseye
+FROM python:3.13-slim-bookworm
+
+COPY --from=ghcr.io/astral-sh/uv:0.9.7 /uv /uvx /bin/
+RUN apt-get update
+WORKDIR /app
+ENV PATH="/app/.venv/bin:$PATH"
+
+RUN apt install -y \
+    libc6
+
+COPY pyproject.toml uv.lock /app/
+RUN uv sync --no-dev --locked
+COPY --chmod=0755 scripts/ /app/scripts/
+COPY bughog /app/bughog
+ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/subject/web_browser/docker/Dockerfile.chromium b/subject/web_browser/docker/Dockerfile.chromium
new file mode 100644
index 00000000..2e99eb9a
--- /dev/null
+++ b/subject/web_browser/docker/Dockerfile.chromium
@@ -0,0 +1,44 @@
+FROM base
+
+RUN apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 libnss3-tools lsb-release xdg-utils libgbm-dev libcap-dev xvfb dbus-x11 python3-tk python3-xlib gnome-screenshot procps xxd &&\
+    rm -rf /var/lib/apt/lists/*
+
+RUN curl -sSLo multiarch-support.deb https://snapshot.debian.org/archive/debian-security/20240630T105336Z/pool/updates/main/g/glibc/multiarch-support_2.28-10%2Bdeb10u4_amd64.deb &&\
+    curl -sSLo libgcrypt11.deb https://snapshot.debian.org/archive/debian/20130820T215153Z/pool/main/libg/libgcrypt11/libgcrypt11_1.5.3-2_amd64.deb &&\
+    curl -sSLo libudev0.deb https://snapshot.debian.org/archive/debian/20111118T151858Z/pool/main/u/udev/libudev0_175-2_amd64.deb &&\
+    curl -sSLo libpng12.deb https://snapshot.debian.org/archive/debian/20151118T214328Z/pool/main/libp/libpng/libpng12-0_1.2.54-1_amd64.deb &&\
+    curl -sSLo pango1.0.deb https://snapshot.debian.org/archive/debian/20200504T084128Z/pool/main/p/pango1.0/libpango-1.0-0_1.42.4-8~deb10u1_amd64.deb &&\
+    curl -sSLo libpangocairo-1.deb https://snapshot.debian.org/archive/debian/20210326T204420Z/pool/main/p/pango1.0/libpangocairo-1.0-0_1.42.4-8~deb10u1_amd64.deb &&\
+    curl -sSLo libpangoft2.deb https://snapshot.debian.org/archive/debian/20210326T204420Z/pool/main/p/pango1.0/libpangoft2-1.0-0_1.42.4-8~deb10u1_amd64.deb &&\
+    curl -sSLo libgtk-3.deb https://snapshot.debian.org/archive/debian/20210326T204420Z/pool/main/g/gtk+3.0/libgtk-3-0_3.24.5-1_amd64.deb &&\
+    dpkg -i multiarch-support.deb &&\
+    dpkg -i libgtk-3.deb libpangoft2.deb libpangocairo-1.deb pango1.0.deb libgcrypt11.deb libudev0.deb libpng12.deb &&\
+    rm multiarch-support.deb libgtk-3.deb libpangoft2.deb libpangocairo-1.deb pango1.0.deb libgcrypt11.deb libudev0.deb libpng12.deb &&\
+# Stuff needed for chrome versions < 17
+    ln -s /usr/lib/x86_64-linux-gnu/libnss3.so /usr/lib/x86_64-linux-gnu/libnss3.so.1d  &&\
+    ln -s /usr/lib/x86_64-linux-gnu/libnssutil3.so /usr/lib/x86_64-linux-gnu/libnssutil3.so.1d  &&\
+    ln -s /usr/lib/x86_64-linux-gnu/libsmime3.so /usr/lib/x86_64-linux-gnu/libsmime3.so.1d  &&\
+    ln -s /usr/lib/x86_64-linux-gnu/libssl3.so /usr/lib/x86_64-linux-gnu/libssl3.so.1d  &&\
+    ln -s /usr/lib/x86_64-linux-gnu/libplds4.so /usr/lib/x86_64-linux-gnu/libplds4.so.0d  &&\
+    ln -s /usr/lib/x86_64-linux-gnu/libplc4.so /usr/lib/x86_64-linux-gnu/libplc4.so.0d  &&\
+    ln -s /usr/lib/x86_64-linux-gnu/libnspr4.so /usr/lib/x86_64-linux-gnu/libnspr4.so.0d
+
+COPY subject/web_browser/profiles /app/subject/web_browser/profiles
+
+
+COPY subject/web_browser/profiles /app/subject/web_browser/profiles
+COPY --chmod=0755 scripts/ /app/scripts/
+RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
+    mkdir -p /app/logs
+
+# Initiate PyAutoGUI
+RUN touch /root/.Xauthority && \
+    xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
+
+ENV MANAGE_CERTS=1 MANAGE_XVFB=1
+
+COPY pyproject.toml uv.lock /app/
+RUN uv sync --no-dev --locked
+COPY --chmod=0755 scripts/ /app/scripts/
+COPY bughog /app/bughog
+ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/subject/web_browser/docker/Dockerfile.firefox b/subject/web_browser/docker/Dockerfile.firefox
new file mode 100644
index 00000000..78670d03
--- /dev/null
+++ b/subject/web_browser/docker/Dockerfile.firefox
@@ -0,0 +1,21 @@
+FROM base
+
+RUN apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 lsb-release xdg-utils libgbm-dev xvfb dbus-x11 libnss3-tools python3-tk python3-xlib gnome-screenshot procps xxd &&\
+    rm -rf /var/lib/apt/lists/*
+
+COPY subject/web_browser/profiles /app/subject/web_browser/profiles
+COPY --chmod=0755 scripts/ /app/scripts/
+RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
+    mkdir -p /app/logs
+
+# Initiate PyAutoGUI
+RUN touch /root/.Xauthority && \
+    xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
+
+ENV MANAGE_CERTS=1 MANAGE_XVFB=1
+
+COPY pyproject.toml uv.lock /app/
+RUN uv sync --no-dev --locked
+COPY --chmod=0755 scripts/ /app/scripts/
+COPY bughog /app/bughog
+ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/uv.lock b/uv.lock
index c8819434..5613ba49 100644
--- a/uv.lock
+++ b/uv.lock
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+    { url = "https://files.pythonhosted.org/packages/23/06/28b29fba521a37a8932c6a84192175c34d49f84a6d4773fa63d05f9aff22/charset_normalizer-3.4.6-cp314-cp314t-win_arm64.whl", hash = "sha256:47955475ac79cc504ef2704b192364e51d0d473ad452caedd0002605f780101c", size = 148523, upload-time = "2026-03-15T18:52:29.956Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/68/687187c7e26cb24ccbd88e5069f5ef00eba804d36dde11d99aad0838ab45/charset_normalizer-3.4.6-py3-none-any.whl", hash = "sha256:947cf925bc916d90adba35a64c82aace04fa39b46b52d4630ece166655905a69", size = 61455, upload-time = "2026-03-15T18:53:23.833Z" },
 ]
 
 [[package]]
@@ -436,11 +452,11 @@ wheels = [
 
 [[package]]
 name = "isort"
-version = "8.0.0"
+version = "8.0.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/bf/e3/e72b0b3a85f24cf5fc2cd8e92b996592798f896024c5cdf3709232e6e377/isort-8.0.0.tar.gz", hash = "sha256:fddea59202f231e170e52e71e3510b99c373b6e571b55d9c7b31b679c0fed47c", size = 769482, upload-time = "2026-02-19T16:31:59.716Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ef/7c/ec4ab396d31b3b395e2e999c8f46dec78c5e29209fac49d1f4dace04041d/isort-8.0.1.tar.gz", hash = "sha256:171ac4ff559cdc060bcfff550bc8404a486fee0caab245679c2abe7cb253c78d", size = 769592, upload-time = "2026-02-28T10:08:20.685Z" }
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+    { url = "https://files.pythonhosted.org/packages/3e/95/c7c34aa53c16353c56d0b802fba48d5f5caa2cdee7958acbcb795c830416/isort-8.0.1-py3-none-any.whl", hash = "sha256:28b89bc70f751b559aeca209e6120393d43fbe2490de0559662be7a9787e3d75", size = 89733, upload-time = "2026-02-28T10:08:19.466Z" },
 ]
 
 [[package]]
@@ -626,11 +642,11 @@ wheels = [
 
 [[package]]
 name = "platformdirs"
-version = "4.9.2"
+version = "4.9.4"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/1b/04/fea538adf7dbbd6d186f551d595961e564a3b6715bdf276b477460858672/platformdirs-4.9.2.tar.gz", hash = "sha256:9a33809944b9db043ad67ca0db94b14bf452cc6aeaac46a88ea55b26e2e9d291", size = 28394, upload-time = "2026-02-16T03:56:10.574Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/19/56/8d4c30c8a1d07013911a8fdbd8f89440ef9f08d07a1b50ab8ca8be5a20f9/platformdirs-4.9.4.tar.gz", hash = "sha256:1ec356301b7dc906d83f371c8f487070e99d3ccf9e501686456394622a01a934", size = 28737, upload-time = "2026-03-05T18:34:13.271Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/63/d7/97f7e3a6abb67d8080dd406fd4df842c2be0efaf712d1c899c32a075027c/platformdirs-4.9.4-py3-none-any.whl", hash = "sha256:68a9a4619a666ea6439f2ff250c12a853cd1cbd5158d258bd824a7df6be2f868", size = 21216, upload-time = "2026-03-05T18:34:12.172Z" },
 ]
 
 [[package]]
@@ -769,11 +785,11 @@ sdist = { url = "https://files.pythonhosted.org/packages/e1/70/c7a4f46dbf06048c6
 
 [[package]]
 name = "pygments"
-version = "2.19.2"
+version = "2.20.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b0/77/a5b8c569bf593b0140bde72ea885a803b82086995367bf2037de0159d924/pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887", size = 4968631, upload-time = "2025-06-21T13:39:12.283Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c3/b2/bc9c9196916376152d655522fdcebac55e66de6603a76a02bca1b6414f6c/pygments-2.20.0.tar.gz", hash = "sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f", size = 4955991, upload-time = "2026-03-29T13:29:33.898Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b", size = 1225217, upload-time = "2025-06-21T13:39:07.939Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/7e/a72dd26f3b0f4f2bf1dd8923c85f7ceb43172af56d63c7383eb62b332364/pygments-2.20.0-py3-none-any.whl", hash = "sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176", size = 1231151, upload-time = "2026-03-29T13:29:30.038Z" },
 ]
 
 [[package]]
@@ -1033,11 +1049,11 @@ wheels = [
 
 [[package]]
 name = "setuptools"
-version = "82.0.0"
+version = "82.0.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/82/f3/748f4d6f65d1756b9ae577f329c951cda23fb900e4de9f70900ced962085/setuptools-82.0.0.tar.gz", hash = "sha256:22e0a2d69474c6ae4feb01951cb69d515ed23728cf96d05513d36e42b62b37cb", size = 1144893, upload-time = "2026-02-08T15:08:40.206Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/4f/db/cfac1baf10650ab4d1c111714410d2fbb77ac5a616db26775db562c8fab2/setuptools-82.0.1.tar.gz", hash = "sha256:7d872682c5d01cfde07da7bccc7b65469d3dca203318515ada1de5eda35efbf9", size = 1152316, upload-time = "2026-03-09T12:47:17.221Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e1/c6/76dc613121b793286a3f91621d7b75a2b493e0390ddca50f11993eadf192/setuptools-82.0.0-py3-none-any.whl", hash = "sha256:70b18734b607bd1da571d097d236cfcfacaf01de45717d59e6e04b96877532e0", size = 1003468, upload-time = "2026-02-08T15:08:38.723Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/76/f789f7a86709c6b087c5a2f52f911838cad707cc613162401badc665acfe/setuptools-82.0.1-py3-none-any.whl", hash = "sha256:a59e362652f08dcd477c78bb6e7bd9d80a7995bc73ce773050228a348ce2e5bb", size = 1006223, upload-time = "2026-03-09T12:47:15.026Z" },
 ]
 
 [[package]]
@@ -1102,14 +1118,14 @@ wheels = [
 
 [[package]]
 name = "werkzeug"
-version = "3.1.6"
+version = "3.1.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "markupsafe" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/61/f1/ee81806690a87dab5f5653c1f146c92bc066d7f4cebc603ef88eb9e13957/werkzeug-3.1.6.tar.gz", hash = "sha256:210c6bede5a420a913956b4791a7f4d6843a43b6fcee4dfa08a65e93007d0d25", size = 864736, upload-time = "2026-02-19T15:17:18.884Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/b5/43/76ded108b296a49f52de6bac5192ca1c4be84e886f9b5c9ba8427d9694fd/werkzeug-3.1.7.tar.gz", hash = "sha256:fb8c01fe6ab13b9b7cdb46892b99b1d66754e1d7ab8e542e865ec13f526b5351", size = 875700, upload-time = "2026-03-24T01:08:07.687Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/4d/ec/d58832f89ede95652fd01f4f24236af7d32b70cab2196dfcc2d2fd13c5c2/werkzeug-3.1.6-py3-none-any.whl", hash = "sha256:7ddf3357bb9564e407607f988f683d72038551200c704012bb9a4c523d42f131", size = 225166, upload-time = "2026-02-19T15:17:17.475Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/b2/0bba9bbb4596d2d2f285a16c2ab04118f6b957d8441566e1abb892e6a6b2/werkzeug-3.1.7-py3-none-any.whl", hash = "sha256:4b314d81163a3e1a169b6a0be2a000a0e204e8873c5de6586f453c55688d422f", size = 226295, upload-time = "2026-03-24T01:08:06.133Z" },
 ]
 
 [[package]]

From 3d07955b81540c355aedc6864c39e3703ed55064 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 2 Apr 2026 21:22:02 +0000
Subject: [PATCH 22/55] docs: update CONTRIBUTING_DOCKER.md to reflect dev
 branch CI/CD builds

---
 docs/CONTRIBUTING_DOCKER.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/CONTRIBUTING_DOCKER.md b/docs/CONTRIBUTING_DOCKER.md
index 89b525a9..7965f6a4 100644
--- a/docs/CONTRIBUTING_DOCKER.md
+++ b/docs/CONTRIBUTING_DOCKER.md
@@ -20,11 +20,11 @@ All images are built from a shared `base` stage defined in the root `Dockerfile`
 
 | Branch / event | Images built | Tags applied |
 |---|---|---|
+| Push to `dev` | All | `dev` |
 | Push to `beta` | All | `beta` |
 | Tag `vx.y.z` on `main` | All | `x.y.z`, `latest` |
-| Push to `dev` | — | — |
 
-- **`dev`** is for active development. Developers build images locally; nothing is pushed to Docker Hub.
+- **`dev`** is for active development. Every push builds and overwrites the `dev` tag on Docker Hub.
 - **`beta`** is for pre-release testing. Every push builds and overwrites the `beta` tag on Docker Hub.
 - **Releases** are triggered by pushing a version tag (e.g. `v1.2.3`) on `main`. Images are tagged with the version number and `latest`.
 
@@ -38,7 +38,7 @@ All images are built from a shared `base` stage defined in the root `Dockerfile`
 
 ## Building locally
 
-To build all images on your machine:
+To build and test changes before pushing, you can build all images on your machine:
 
 ```bash
 docker buildx bake              # builds core + nginx + default worker

From 19b6311ee2fbdf6f717aef097ad9bbab7067a518 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 2 Apr 2026 21:30:02 +0000
Subject: [PATCH 23/55] ci: enable GitHub Actions layer cache for Docker builds

---
 .github/workflows/build-and-push.yml | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build-and-push.yml b/.github/workflows/build-and-push.yml
index 42318979..c7582ea8 100644
--- a/.github/workflows/build-and-push.yml
+++ b/.github/workflows/build-and-push.yml
@@ -11,6 +11,8 @@ on:
 jobs:
   build:
     runs-on: ubuntu-latest
+    permissions:
+      contents: read
     steps:
       - name: Checkout
         uses: actions/checkout@v4
@@ -39,7 +41,10 @@ jobs:
           password: ${{ secrets.DOCKER_HUB_TOKEN }}
 
       - name: Build and push
-        run: docker buildx bake all --push
+        run: |
+          docker buildx bake all --push \
+            --set "*.cache-from=type=gha" \
+            --set "*.cache-to=type=gha,mode=max"
         env:
           BUGHOG_VERSION:   ${{ steps.meta.outputs.version }}
           ADDITIONAL_TAG:   ${{ steps.meta.outputs.additional_tag }}

From adbfa74b10ad57e69b30e5fe44b5c05d3c7208c3 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Tue, 7 Apr 2026 11:58:08 +0000
Subject: [PATCH 24/55] feat: integrate Servo browser and enhance version
 handling

- Add Dockerfile and build configuration for Servo workers.
- Implement `/versions/` API endpoint and service layer support.
- Refactor ExperimentResult version padding to support metadata suffixes (e.g., git hashes).
- Improve error logging in interaction scripts and fix Servo version parsing.
---
 bughog/evaluation/experiment_result.py        | 35 +++++++++++++------
 bughog/evaluation/interaction.py              |  2 ++
 .../subject/web_browser/servo/executable.py   | 15 ++++----
 .../conversion/bughog_service.py              |  6 ++++
 bughog/web/blueprints/api.py                  |  7 ++++
 docker-bake.hcl                               | 11 +++++-
 subject/web_browser/docker/Dockerfile.servo   | 30 ++++++++++++++++
 test/states/test_experiment_result.py         | 24 +++++++++----
 8 files changed, 105 insertions(+), 25 deletions(-)
 create mode 100644 subject/web_browser/docker/Dockerfile.servo

diff --git a/bughog/evaluation/experiment_result.py b/bughog/evaluation/experiment_result.py
index a64dab06..41957805 100644
--- a/bughog/evaluation/experiment_result.py
+++ b/bughog/evaluation/experiment_result.py
@@ -1,3 +1,4 @@
+import re
 from dataclasses import dataclass
 from typing import Optional
 
@@ -16,7 +17,7 @@ def is_reproduced(self) -> bool:
         return self.poc_is_reproduced(self.result_variables)
 
     @staticmethod
-    def poc_is_reproduced(result_variables: Optional[set[tuple[str,str]]]) -> bool:
+    def poc_is_reproduced(result_variables: Optional[set[tuple[str, str]]]) -> bool:
         if result_variables is None:
             return False
         for key, value in result_variables:
@@ -25,7 +26,7 @@ def poc_is_reproduced(result_variables: Optional[set[tuple[str,str]]]) -> bool:
         return False
 
     @staticmethod
-    def poc_passed_sanity_check(result_variables: Optional[set[tuple[str,str]]]) -> bool:
+    def poc_passed_sanity_check(result_variables: Optional[set[tuple[str, str]]]) -> bool:
         if result_variables is None:
             return False
         for key, value in result_variables:
@@ -34,7 +35,7 @@ def poc_passed_sanity_check(result_variables: Optional[set[tuple[str,str]]]) ->
         return False
 
     @staticmethod
-    def poc_is_dirty(result_variables: Optional[set[tuple[str,str]]]) -> bool:
+    def poc_is_dirty(result_variables: Optional[set[tuple[str, str]]]) -> bool:
         """
         Returns whether the poc is dirty: it is not reproduced and the sanity check did not succeed.
         """
@@ -43,19 +44,31 @@ def poc_is_dirty(result_variables: Optional[set[tuple[str,str]]]) -> bool:
         return not reproduced and not sanity_check_succeeded
 
     @property
-    def padded_subject_version(self) -> Optional[str]:
+    def padded_subject_version(self) -> str:
         """
-        Pads the executable's version.
-        Returns None if padding fails.
+        Returns a zero-padded version string derived from the executable's version,
+        suitable for lexicographic comparison.
+
+        Each dot-separated numeric segment is left-padded with zeros to 4 digits.
+        A trailing build-metadata suffix (e.g. the '-<hash>' in '0.0.1-abc123f')
+        is stripped from the last segment before padding and then re-attached, so
+        both 'M.m.p' and 'M.m.p-hash' version formats are handled uniformly.
+        The result for '0.0.1-abc123f' would be '0000.0000.0001-abc123f'.
+
+        Raises ValueError if executable_version is None or does not match the
+        expected format (1-4 digit dot-separated segments with an optional
+        trailing '-<suffix>').
         """
-        if self.executable_version is None:
-            return None
+        if self.executable_version is None or not re.fullmatch(r'\d{1,4}(\.\d{1,4})*(-\w+)?', self.executable_version):
+            raise ValueError(f"Unsupported version format: '{self.executable_version}'")
         padding_target = 4
         padded_version = []
         for sub in self.executable_version.split('.'):
-            if len(sub) > padding_target:
-                return None
-            padded_version.append('0' * (padding_target - len(sub)) + sub)
+            numeric, _, suffix = sub.partition('-')
+            padded = '0' * (padding_target - len(numeric)) + numeric
+            if suffix:
+                padded += '-' + suffix
+            padded_version.append(padded)
         return '.'.join(padded_version)
 
     def to_dict(self) -> dict:
diff --git a/bughog/evaluation/interaction.py b/bughog/evaluation/interaction.py
index 3bb10eca..e638f739 100644
--- a/bughog/evaluation/interaction.py
+++ b/bughog/evaluation/interaction.py
@@ -44,9 +44,11 @@ def _interpret(self, simulation: Simulation) -> bool:
             return True
         except SimulationException as e:
             # Simulation exception - sane behaviour, but do not continue interpreting
+            logger.exception(e)
             simulation.report_simulation_error(str(e))
             return True
         except Exception as e:
             # Unexpected exception type - not sane, report the exception
+            logger.exception(e)
             simulation.report_simulation_error(str(e))
             return False
diff --git a/bughog/subject/web_browser/servo/executable.py b/bughog/subject/web_browser/servo/executable.py
index 06262a6b..f1983139 100644
--- a/bughog/subject/web_browser/servo/executable.py
+++ b/bughog/subject/web_browser/servo/executable.py
@@ -18,7 +18,7 @@ def executable_name(self) -> str:
     def _get_version(self) -> str:
         command = f'./{self.executable_name} --version'
         output = cli.execute_and_return_output(command, cwd=self.staging_folder)
-        match = re.match(r'Chromium (?P<version>[0-9]+\.[0-9]+\.[0-9]+)', output)
+        match = re.search(r'Servo (?P<version>[0-9]+\.[0-9]+\.[0-9]+(-\w+)?)', output)
         if match:
             return match.group('version')
         raise AttributeError(f"Could not determine version of executable at '{self.executable_name}'.")
@@ -35,19 +35,20 @@ def post_experiment_sleep_duration(self) -> int:
 
     @property
     def open_console_hotkey(self) -> list[str]:
-        raise NotImplementedError()
+        """
+        This is not implemented, but we simply ignore the command in the interaction script.
+        """
+        return []
 
     @property
     def supported_options(self) -> list[str]:
         return []
 
     def _get_cli_command(self) -> list[str]:
-        cmd = [self.executable_path, f'--profile={self._profile_path}']
-        return cmd
+        return [self.executable_path, '--ignore-certificate-errors']
 
     def _prepare_profile_folder(self):
-        cli.execute_and_return_status(f'mkdir -p {self._profile_path}')
+        pass
 
     def _remove_profile_folder(self):
-        if self._profile_path:
-            cli.execute_and_return_status(f'rm -rf {self._profile_path}')
+        pass
diff --git a/bughog/version_control/conversion/bughog_service.py b/bughog/version_control/conversion/bughog_service.py
index 5f9c81b5..1ae9ddb4 100644
--- a/bughog/version_control/conversion/bughog_service.py
+++ b/bughog/version_control/conversion/bughog_service.py
@@ -89,6 +89,12 @@ def find_version_commit(
     return commit_nb, commit_id
 
 
+@lru_cache(maxsize=LRU_CACHE_SIZE)
+def find_all_versions(subject_name: str) -> list[dict]:
+    url = urljoin(BASE_URL, f'{subject_name}/versions')
+    return __fetch_list(url)
+
+
 @lru_cache(maxsize=LRU_CACHE_SIZE)
 def find_latest_major_version(subject_name: str) -> int:
     url = urljoin(BASE_URL, f'{subject_name}/versions/latest')
diff --git a/bughog/web/blueprints/api.py b/bughog/web/blueprints/api.py
index e4f6bbcf..f97eac38 100644
--- a/bughog/web/blueprints/api.py
+++ b/bughog/web/blueprints/api.py
@@ -142,6 +142,13 @@ def get_subjects():
     return {'status': 'OK', 'subject_availability': get_all_subject_availability()}
 
 
+@api.route('/subject/<string:subject_name>/versions/', methods=['GET'])
+def get_subject_versions(subject_name: str):
+    from bughog.version_control.conversion import bughog_service
+    versions = bughog_service.find_all_versions(subject_name)
+    return {'status': 'OK', 'versions': versions}
+
+
 @api.route('/system/', methods=['GET'])
 def get_system_info():
     return {'status': 'OK', 'cpu_count': os.cpu_count() if os.cpu_count() else 2}
diff --git a/docker-bake.hcl b/docker-bake.hcl
index 1efc163b..01da5073 100644
--- a/docker-bake.hcl
+++ b/docker-bake.hcl
@@ -68,6 +68,15 @@ target "worker-firefox" {
   tags       = tags("bughog/worker-firefox")
 }
 
+target "worker-servo" {
+  context    = "."
+  dockerfile = "subject/web_browser/docker/Dockerfile.servo"
+  contexts   = {
+    base = "target:base"
+  }
+  tags       = tags("bughog/worker-servo")
+}
+
 target "worker-wasmtime" {
   context    = "."
   dockerfile = "subject/wasm_runtime/docker/Dockerfile.wasmtime"
@@ -86,7 +95,7 @@ group "default" {
 }
 
 group "subjects" {
-  targets = ["worker-chromium", "worker-firefox", "worker-wasmtime"]
+  targets = ["worker-chromium", "worker-firefox", "worker-servo", "worker-wasmtime"]
 }
 
 group "all" {
diff --git a/subject/web_browser/docker/Dockerfile.servo b/subject/web_browser/docker/Dockerfile.servo
new file mode 100644
index 00000000..f71fb8d0
--- /dev/null
+++ b/subject/web_browser/docker/Dockerfile.servo
@@ -0,0 +1,30 @@
+FROM python:3.13-slim-trixie
+COPY --from=ghcr.io/astral-sh/uv:0.9.7 /uv /uvx /bin/
+RUN apt-get update
+WORKDIR /app
+ENV PATH="/app/.venv/bin:$PATH"
+
+RUN apt install -y curl gnome-screenshot libgstreamer-plugins-bad1.0-0 libxcursor1 libxrandr2 libxi6 libxkbcommon0 libvulkan1 libegl1 python3-tk xvfb xxd &&\
+    rm -rf /var/lib/apt/lists/*
+
+# RUN curl -sSLo multiarch-support.deb https://snapshot.debian.org/archive/debian-security/20240630T105336Z/pool/updates/main/g/glibc/multiarch-support_2.28-10%2Bdeb10u4_amd64.deb &&\
+#     dpkg -i multiarch-support.deb &&\
+#     rm multiarch-support.deb
+
+COPY --chmod=0755 scripts/ /app/scripts/
+RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
+    mkdir -p /app/logs
+
+# Initiate PyAutoGUI
+RUN touch /root/.Xauthority && \
+    xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
+RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
+    mkdir -p /app/logs
+
+ENV MANAGE_CERTS=1 MANAGE_XVFB=1
+
+COPY pyproject.toml uv.lock /app/
+RUN uv sync --no-dev --locked
+COPY --chmod=0755 scripts/ /app/scripts/
+COPY bughog /app/bughog
+ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/test/states/test_experiment_result.py b/test/states/test_experiment_result.py
index 37fc77f9..0d7e0f40 100644
--- a/test/states/test_experiment_result.py
+++ b/test/states/test_experiment_result.py
@@ -1,3 +1,5 @@
+import pytest
+
 from bughog.evaluation.experiment_result import ExperimentResult
 
 
@@ -73,26 +75,36 @@ def test_single_segment(self):
         result = _make_result(set(), executable_version='5')
         assert result.padded_subject_version == '0005'
 
-    def test_segment_too_long_returns_none(self):
+    def test_segment_too_long_raises(self):
         result = _make_result(set(), executable_version='12345.0.0.0')
-        assert result.padded_subject_version is None
+        with pytest.raises(ValueError):
+            _ = result.padded_subject_version
 
-    def test_none_version_returns_none(self):
+    def test_none_version_raises(self):
         result = _make_result(set(), executable_version=None)
-        assert result.padded_subject_version is None
+        with pytest.raises(ValueError):
+            _ = result.padded_subject_version
 
     def test_already_padded(self):
         result = _make_result(set(), executable_version='0001.0002.0003.0004')
         assert result.padded_subject_version == '0001.0002.0003.0004'
 
+    def test_version_with_hash_suffix(self):
+        result = _make_result(set(), executable_version='0.0.1-abc123f')
+        assert result.padded_subject_version == '0000.0000.0001-abc123f'
+
 
 class TestToDict:
     def test_contains_expected_keys(self):
         result = _make_result({('reproduced', 'ok')})
         d = result.to_dict()
         assert set(d.keys()) == {
-            'executable_version', 'executable_origin', 'state',
-            'raw_results', 'result_variables', 'is_dirty',
+            'executable_version',
+            'executable_origin',
+            'state',
+            'raw_results',
+            'result_variables',
+            'is_dirty',
         }
 
     def test_result_variables_serialized_as_list(self):

From 1e84c5dabca87df78055f808ecff367c7661fdd5 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Tue, 7 Apr 2026 15:11:38 +0000
Subject: [PATCH 25/55] refactor: version handling with new Version class

- Added `bughog/version_control/version.py` with the `Version` class.
- Refactored `ExperimentResult` and `Executable` to use `Version` objects.
- Updated `MongoDB` to handle `Version` serialization and deserialization.
- Added the `packaging` library as a dependency in `pyproject.toml`.
- Added tests for the `Version` class and updated existing tests.
---
 bughog/database/mongo/mongodb.py       |  5 +-
 bughog/evaluation/experiment_result.py | 40 ++++--------
 bughog/subject/executable.py           | 11 ++--
 bughog/version_control/version.py      | 87 ++++++++++++++++++++++++++
 pyproject.toml                         |  1 +
 test/states/test_experiment_result.py  |  3 +-
 test/states/test_version.py            | 57 +++++++++++++++++
 uv.lock                                |  2 +
 8 files changed, 169 insertions(+), 37 deletions(-)
 create mode 100644 bughog/version_control/version.py
 create mode 100644 test/states/test_version.py

diff --git a/bughog/database/mongo/mongodb.py b/bughog/database/mongo/mongodb.py
index f9069589..fdeccf23 100644
--- a/bughog/database/mongo/mongodb.py
+++ b/bughog/database/mongo/mongodb.py
@@ -11,6 +11,7 @@
 from pymongo.errors import ServerSelectionTimeoutError
 
 from bughog.evaluation.experiment_result import ExperimentResult
+from bughog.version_control.version import Version
 from bughog.parameters import (
     DatabaseParameters,
     EvaluationParameters,
@@ -147,7 +148,7 @@ def store_result(self, params: ExperimentParameters, result: ExperimentResult):
         subject_config = params.subject_configuration
         collection = self.__get_data_collection(subject_config)
         query = {
-            'subject_version': result.executable_version,
+            'subject_version': str(result.executable_version) if result.executable_version else None,
             'executable_origin': result.executable_origin,
             'padded_subject_version': result.padded_subject_version,
             'subject_config': subject_config.subject_setting,
@@ -183,7 +184,7 @@ def get_result(self, params: ExperimentParameters) -> Optional[ExperimentResult]
         doc = collection.find_one(query)
         if doc:
             return ExperimentResult(
-                doc['subject_version'],
+                Version(doc['subject_version']),
                 doc['executable_origin'],
                 doc['state'],
                 doc['result']['raw'],
diff --git a/bughog/evaluation/experiment_result.py b/bughog/evaluation/experiment_result.py
index 41957805..75cdc82f 100644
--- a/bughog/evaluation/experiment_result.py
+++ b/bughog/evaluation/experiment_result.py
@@ -1,12 +1,12 @@
-import re
 from dataclasses import dataclass
-from typing import Optional
+
+from bughog.version_control.version import Version
 
 
 @dataclass(frozen=True)
 class ExperimentResult:
-    executable_version: Optional[str]
-    executable_origin: Optional[str]
+    executable_version: Version | None
+    executable_origin: str | None
     state: dict
     raw_results: dict
     result_variables: set[tuple[str, str]]
@@ -17,7 +17,7 @@ def is_reproduced(self) -> bool:
         return self.poc_is_reproduced(self.result_variables)
 
     @staticmethod
-    def poc_is_reproduced(result_variables: Optional[set[tuple[str, str]]]) -> bool:
+    def poc_is_reproduced(result_variables: set[tuple[str, str]] | None) -> bool:
         if result_variables is None:
             return False
         for key, value in result_variables:
@@ -26,7 +26,7 @@ def poc_is_reproduced(result_variables: Optional[set[tuple[str, str]]]) -> bool:
         return False
 
     @staticmethod
-    def poc_passed_sanity_check(result_variables: Optional[set[tuple[str, str]]]) -> bool:
+    def poc_passed_sanity_check(result_variables: set[tuple[str, str]] | None) -> bool:
         if result_variables is None:
             return False
         for key, value in result_variables:
@@ -35,7 +35,7 @@ def poc_passed_sanity_check(result_variables: Optional[set[tuple[str, str]]]) ->
         return False
 
     @staticmethod
-    def poc_is_dirty(result_variables: Optional[set[tuple[str, str]]]) -> bool:
+    def poc_is_dirty(result_variables: set[tuple[str, str]] | None) -> bool:
         """
         Returns whether the poc is dirty: it is not reproduced and the sanity check did not succeed.
         """
@@ -48,32 +48,14 @@ def padded_subject_version(self) -> str:
         """
         Returns a zero-padded version string derived from the executable's version,
         suitable for lexicographic comparison.
-
-        Each dot-separated numeric segment is left-padded with zeros to 4 digits.
-        A trailing build-metadata suffix (e.g. the '-<hash>' in '0.0.1-abc123f')
-        is stripped from the last segment before padding and then re-attached, so
-        both 'M.m.p' and 'M.m.p-hash' version formats are handled uniformly.
-        The result for '0.0.1-abc123f' would be '0000.0000.0001-abc123f'.
-
-        Raises ValueError if executable_version is None or does not match the
-        expected format (1-4 digit dot-separated segments with an optional
-        trailing '-<suffix>').
         """
-        if self.executable_version is None or not re.fullmatch(r'\d{1,4}(\.\d{1,4})*(-\w+)?', self.executable_version):
-            raise ValueError(f"Unsupported version format: '{self.executable_version}'")
-        padding_target = 4
-        padded_version = []
-        for sub in self.executable_version.split('.'):
-            numeric, _, suffix = sub.partition('-')
-            padded = '0' * (padding_target - len(numeric)) + numeric
-            if suffix:
-                padded += '-' + suffix
-            padded_version.append(padded)
-        return '.'.join(padded_version)
+        if self.executable_version is None:
+            raise ValueError('executable_version is None')
+        return self.executable_version.padded()
 
     def to_dict(self) -> dict:
         return {
-            'executable_version': self.executable_version,
+            'executable_version': str(self.executable_version) if self.executable_version else None,
             'executable_origin': self.executable_origin,
             'state': self.state,
             'raw_results': self.raw_results,
diff --git a/bughog/subject/executable.py b/bughog/subject/executable.py
index 52a3fe60..d1c3c1ce 100644
--- a/bughog/subject/executable.py
+++ b/bughog/subject/executable.py
@@ -6,13 +6,13 @@
 import time
 from abc import ABC, abstractmethod
 from enum import Enum, auto, unique
-from typing import Optional
 
 from bughog import util
 from bughog.evaluation.collectors.logs import LogCollector
 from bughog.evaluation.file_structure import Folder
 from bughog.parameters import SubjectConfiguration
 from bughog.version_control.state.base import State
+from bughog.version_control.version import Version
 
 logger = logging.getLogger(__name__)
 
@@ -32,7 +32,7 @@ def __init__(self, config: SubjectConfiguration, state: State) -> None:
         self._runtime_env_vars = {}
         self._runtime_args = []
         self.__version = None
-        self.__process: Optional[subprocess.Popen] = None
+        self.__process: subprocess.Popen | None = None
 
     # #
     # TO BE IMPLEMENT BY EVERY EVALUATION SUBJECT EXECUTABLE
@@ -147,10 +147,11 @@ def is_ready_for_use(self) -> bool:
         return os.path.isfile(self.executable_path) and self.version is not None
 
     @property
-    def version(self) -> Optional[str]:
+    def version(self) -> Version | None:
         if self.__version is None:
             try:
-                self.__version = self._get_version()
+                version_str = self._get_version()
+                self.__version = Version(version_str)
             except Exception:
                 logger.error(f'Could not retrieve version for {self.state}', exc_info=True)
                 return None
@@ -212,7 +213,7 @@ def unstage(self):
         elif os.path.isdir(self.staging_folder):
             shutil.rmtree(self.staging_folder)
 
-    def run(self, experiment_specific_params: list[str], cwd: Optional[Folder] = None):
+    def run(self, experiment_specific_params: list[str], cwd: Folder | None = None):
         """
         Runs the executable with the given arguments, and kills it after the given timeout.
         """
diff --git a/bughog/version_control/version.py b/bughog/version_control/version.py
new file mode 100644
index 00000000..35f740c9
--- /dev/null
+++ b/bughog/version_control/version.py
@@ -0,0 +1,87 @@
+from functools import total_ordering
+from typing import Any
+
+from packaging.version import parse
+
+
+@total_ordering
+class Version:
+    """
+    A wrapper around packaging.version.Version to provide BugHog-specific
+    logic like 'selectable_version' and consistent padding.
+    """
+
+    def __init__(self, version_str: str):
+        self._original_str = version_str
+        # Handle formats like "0.0.1-<hash>" (Servo).
+        # PEP 440 local versions use '+' (e.g. 0.0.1+hash).
+        parsed_str = version_str
+        if '-' in version_str:
+            base, suffix = version_str.split('-', 1)
+            parsed_str = f'{base}+{suffix}'
+
+        self._v = parse(parsed_str)
+
+    @property
+    def major(self) -> int:
+        return self._v.major
+
+    @property
+    def minor(self) -> int:
+        return self._v.minor
+
+    @property
+    def patch(self) -> int:
+        return self._v.micro
+
+    @property
+    def is_pre_release(self) -> bool:
+        return self.major == 0
+
+    @property
+    def selectable_version(self) -> str:
+        """
+        Returns the version string that should be used for selection in the UI/API.
+        - For major versions >= 1, returns the major version (e.g. "100").
+        - For major versions == 0 and minor >= 1, returns major.minor (e.g. "0.1").
+        - For major versions == 0 and minor == 0, returns major.minor.patch (e.g. "0.0.1").
+        """
+        if self.major >= 1:
+            return str(self.major)
+        if self.minor >= 1:
+            return f'{self.major}.{self.minor}'
+        return f'{self.major}.{self.minor}.{self.patch}'
+
+    def padded(self, segment_length: int = 4) -> str:
+        """
+        Returns a zero-padded version string suitable for lexicographic comparison.
+        Matches the logic in ExperimentResult.padded_subject_version.
+        """
+        padded_segments = []
+        for s in self._v.release:
+            s_str = str(s)
+            if len(s_str) > segment_length:
+                raise ValueError(f"Version segment '{s_str}' exceeds maximum length of {segment_length}")
+            padded_segments.append(s_str.zfill(segment_length))
+
+        padded_base = '.'.join(padded_segments)
+
+        if self._v.local:
+            return f'{padded_base}-{self._v.local}'
+        return padded_base
+
+    def __eq__(self, other: Any) -> bool:
+        if not isinstance(other, Version):
+            return NotImplemented
+        return self._v == other._v
+
+    def __lt__(self, other: Any) -> bool:
+        if not isinstance(other, Version):
+            return NotImplemented
+        return self._v < other._v
+
+    def __repr__(self) -> str:
+        return f"Version('{self._original_str}')"
+
+    def __str__(self) -> str:
+        return self._original_str
diff --git a/pyproject.toml b/pyproject.toml
index c28cafb0..6c3f3da1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,6 +8,7 @@ dependencies = [
     "flask-sock==0.7.0",
     "flatten-dict==0.4.2",
     "gunicorn==25.1.0",
+    "packaging>=26.0",
     "pillow==12.1.1",
     "pyautogui==0.9.54",
     "pydantic>=2.12.5",
diff --git a/test/states/test_experiment_result.py b/test/states/test_experiment_result.py
index 0d7e0f40..91dd8b9f 100644
--- a/test/states/test_experiment_result.py
+++ b/test/states/test_experiment_result.py
@@ -1,11 +1,12 @@
 import pytest
 
 from bughog.evaluation.experiment_result import ExperimentResult
+from bughog.version_control.version import Version
 
 
 def _make_result(result_variables, executable_version='100.0.1.1'):
     return ExperimentResult(
-        executable_version=executable_version,
+        executable_version=Version(executable_version) if executable_version else None,
         executable_origin='public',
         state={'type': 'commit', 'commit_nb': 1},
         raw_results={},
diff --git a/test/states/test_version.py b/test/states/test_version.py
new file mode 100644
index 00000000..31ba5bc7
--- /dev/null
+++ b/test/states/test_version.py
@@ -0,0 +1,57 @@
+import pytest
+from bughog.version_control.version import Version
+
+
+def test_version_parsing():
+    v = Version('100.0.5')
+    assert v.major == 100
+    assert v.minor == 0
+    assert v.patch == 5
+    assert not v.is_pre_release
+
+
+def test_version_pre_release():
+    v = Version('0.1.2')
+    assert v.major == 0
+    assert v.minor == 1
+    assert v.patch == 2
+    assert v.is_pre_release
+
+
+def test_servo_version():
+    v = Version('0.0.1-abc123f')
+    assert v.major == 0
+    assert v.minor == 0
+    assert v.patch == 1
+    # packaging.version local segment will contain the hash
+    assert str(v) == '0.0.1-abc123f'
+
+
+def test_selectable_version_major():
+    assert Version('100.0.5').selectable_version == '100'
+    assert Version('1.2.3').selectable_version == '1'
+
+
+def test_selectable_version_pre_release():
+    assert Version('0.1.2').selectable_version == '0.1'
+    # Now includes patch when minor is also 0
+    assert Version('0.0.1').selectable_version == '0.0.1'
+
+
+def test_version_comparison():
+    assert Version('100.0.0') > Version('99.0.0')
+    assert Version('0.1.2') > Version('0.1.1')
+    assert Version('0.1.2') < Version('1.0.0')
+    assert Version('100.0.1') == Version('100.0.1')
+
+
+def test_padded_version():
+    assert Version('100.0.5').padded() == '0100.0000.0005'
+    assert Version('0.1.2').padded() == '0000.0001.0002'
+    # Servo style
+    assert Version('0.0.1-abc123f').padded() == '0000.0000.0001-abc123f'
+
+
+def test_invalid_version():
+    with pytest.raises(Exception):
+        Version('not-a-version')
diff --git a/uv.lock b/uv.lock
index 5613ba49..64000f69 100644
--- a/uv.lock
+++ b/uv.lock
@@ -51,6 +51,7 @@ dependencies = [
     { name = "flask-sock" },
     { name = "flatten-dict" },
     { name = "gunicorn" },
+    { name = "packaging" },
     { name = "pillow" },
     { name = "pyautogui" },
     { name = "pydantic" },
@@ -82,6 +83,7 @@ requires-dist = [
     { name = "flask-sock", specifier = "==0.7.0" },
     { name = "flatten-dict", specifier = "==0.4.2" },
     { name = "gunicorn", specifier = "==25.1.0" },
+    { name = "packaging", specifier = ">=26.0" },
     { name = "pillow", specifier = "==12.1.1" },
     { name = "pyautogui", specifier = "==0.9.54" },
     { name = "pydantic", specifier = ">=2.12.5" },

From 687410891e52a1d5a643283faa7381ed21b97850 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 8 Apr 2026 09:09:32 +0000
Subject: [PATCH 26/55] refactor: use Version class for centralized version
 parsing

---
 bughog/parameters.py                              |  7 +++++--
 bughog/subject/state_oracle.py                    | 15 +++++++++------
 .../subject/wasm_runtime/wasmtime/state_oracle.py |  4 ++--
 test/parameters/test_parameters.py                | 10 ++++++++++
 test/states/test_state_oracle.py                  | 13 +++++--------
 5 files changed, 31 insertions(+), 18 deletions(-)

diff --git a/bughog/parameters.py b/bughog/parameters.py
index e4057eac..37e87a37 100644
--- a/bughog/parameters.py
+++ b/bughog/parameters.py
@@ -8,6 +8,7 @@
 
 from bughog.exceptions import MissingParametersError
 from bughog.version_control.state.base import ShallowState
+from bughog.version_control.version import Version
 
 logger = logging.getLogger(__name__)
 
@@ -113,7 +114,7 @@ def from_dict(data: dict) -> EvaluationRange:
     def __get_version_range(form_data: dict[str, str]) -> tuple[int, int] | None:
         if range := form_data.get('version_range', None):
             if len(range) == 2:
-                return (int(range[0]), int(range[1]))
+                return (Version(str(range[0])).major, Version(str(range[1])).major)
         return None
 
     @staticmethod
@@ -206,15 +207,17 @@ def create_experiment_params(kwargs: dict, database_params: DatabaseParameters)
     subject_configuration = SubjectConfiguration.from_dict(kwargs)
     if 'major_version' in kwargs:
         state_type = 'version'
+        major_version = Version(str(kwargs['major_version'])).major
     elif 'commit_nb' in kwargs or 'commit_id' in kwargs:
         state_type = 'commit'
+        major_version = None
     else:
         raise MissingParametersError(
             'Experiment parameters require either a major version, commit number, or commit id.'
         )
     state = ShallowState(
         state_type,
-        kwargs.get('major_version'),
+        major_version,
         kwargs.get('commit_nb'),
         kwargs.get('commit_id'),
     )
diff --git a/bughog/subject/state_oracle.py b/bughog/subject/state_oracle.py
index eb159aaf..f2d7aca6 100644
--- a/bughog/subject/state_oracle.py
+++ b/bughog/subject/state_oracle.py
@@ -4,6 +4,7 @@
 
 from bughog.subject.artisanal_executable_manager import artisanal_executable_manager
 from bughog.version_control.conversion import bughog_service
+from bughog.version_control.version import Version
 
 
 class StateOracle(ABC):
@@ -58,9 +59,12 @@ def is_valid_commit_nb(commit_nb: int) -> bool:
         return re.match(r'[0-9]{1,7}', str(commit_nb)) is not None
 
     @staticmethod
-    def get_full_version_from_release_tag(release_tag: str) -> str | None:
-        if match := re.search(r'\d+\.\d+\.\d+', release_tag):
-            return match[0]
+    def get_full_version_from_release_tag(release_tag: str) -> Version | None:
+        if match := re.search(r'\d+\.\d+(?:\.\d+)*(?:-\w+)?', release_tag):
+            try:
+                return Version(match[0])
+            except Exception:
+                return None
         return None
 
     """
@@ -150,10 +154,9 @@ def _get_earliest_tag_with_major(all_release_tags: list[str], major_release: int
         candidates = []
         for tag in all_release_tags:
             v = StateOracle.get_full_version_from_release_tag(tag)
-            if v is None or not v.startswith(f'{major_release}.'):
+            if v is None or v.major != major_release:
                 continue
-            parts = tuple(int(p) for p in v.split('.'))
-            candidates.append((parts, tag))
+            candidates.append((v, tag))
 
         if not candidates:
             raise ValueError(f'Could not find earliest tag for major {major_release}.')
diff --git a/bughog/subject/wasm_runtime/wasmtime/state_oracle.py b/bughog/subject/wasm_runtime/wasmtime/state_oracle.py
index 003a524d..0b957ef3 100644
--- a/bughog/subject/wasm_runtime/wasmtime/state_oracle.py
+++ b/bughog/subject/wasm_runtime/wasmtime/state_oracle.py
@@ -35,8 +35,8 @@ def get_oldest_supported_release_version(self) -> int:
 
     def get_most_recent_major_release_version(self) -> int:
         all_release_tags = self.__get_all_release_tags()
-        truncated_tags = [self.get_full_version_from_release_tag(tag) for tag in all_release_tags]
-        major_versions = set(int(tag.split('.')[0]) for tag in truncated_tags if tag is not None)
+        versions = [self.get_full_version_from_release_tag(tag) for tag in all_release_tags]
+        major_versions = set(version.major for version in versions if version is not None)
         return max(major_versions)
 
     @staticmethod
diff --git a/test/parameters/test_parameters.py b/test/parameters/test_parameters.py
index c782de8e..578e63a5 100644
--- a/test/parameters/test_parameters.py
+++ b/test/parameters/test_parameters.py
@@ -89,6 +89,10 @@ def test_from_dict_version_range(self):
         r = EvaluationRange.from_dict({'version_range': ['100', '120']})
         assert r.major_version_range == (100, 120)
 
+    def test_from_dict_version_range_full_version(self):
+        r = EvaluationRange.from_dict({'version_range': ['100.0.1', '120.5.2']})
+        assert r.major_version_range == (100, 120)
+
     def test_from_dict_commit_range(self):
         r = EvaluationRange.from_dict({'lower_commit_nb': '1000', 'upper_commit_nb': '2000'})
         assert r.commit_nb_range == (1000, 2000)
@@ -182,6 +186,12 @@ def test_with_major_version(self):
         assert params.state.type == 'version'
         assert params.state.major_version == 100
 
+    def test_with_full_version(self):
+        data = {**self._base(), 'major_version': '100.0.1234'}
+        params = create_experiment_params(data, _db())
+        assert params.state.type == 'version'
+        assert params.state.major_version == 100
+
     def test_missing_state_raises(self):
         with pytest.raises(MissingParametersError):
             create_experiment_params(self._base(), _db())
diff --git a/test/states/test_state_oracle.py b/test/states/test_state_oracle.py
index 8ac70501..5809cc87 100644
--- a/test/states/test_state_oracle.py
+++ b/test/states/test_state_oracle.py
@@ -35,22 +35,19 @@ def test_zero(self):
 
 class TestGetFullVersionFromReleaseTag:
     def test_v_prefixed_tag(self):
-        assert StateOracle.get_full_version_from_release_tag('v100.0.5000') == '100.0.5000'
+        assert str(StateOracle.get_full_version_from_release_tag('v100.0.5000')) == '100.0.5000'
 
     def test_no_prefix(self):
-        assert StateOracle.get_full_version_from_release_tag('100.0.5000') == '100.0.5000'
+        assert str(StateOracle.get_full_version_from_release_tag('100.0.5000')) == '100.0.5000'
 
     def test_no_version_returns_none(self):
         assert StateOracle.get_full_version_from_release_tag('latest') is None
         assert StateOracle.get_full_version_from_release_tag('stable') is None
 
-    def test_four_part_version_extracts_three(self):
-        # The regex matches the first three-part version found
+    def test_four_part_version_extracts_all(self):
+        # The new regex matches the whole version string
         result = StateOracle.get_full_version_from_release_tag('120.0.6099.109')
-        assert result == '120.0.6099'
-
-    def test_version_embedded_in_string(self):
-        assert StateOracle.get_full_version_from_release_tag('release-120.0.6099-stable') == '120.0.6099'
+        assert str(result) == '120.0.6099.109'
 
 
 class TestParseCommitNbFromGooglesource:

From 2791c7596488c389abfa58ed5637a450f2b91b8b Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Tue, 14 Apr 2026 21:13:57 +0000
Subject: [PATCH 27/55] refactor: overhaul version and state factory to support
 complex versions in UI range slider

---
 bughog/database/mongo/cache.py                |  18 +-
 bughog/database/mongo/mongodb.py              |  27 ++-
 .../evaluation_configurations.py              |   9 +-
 bughog/integration_tests/verify_results.py    |  17 +-
 bughog/main.py                                |  47 +++--
 bughog/parameters.py                          |  34 +--
 bughog/search_strategy/sequence_strategy.py   |   4 +-
 bughog/subject/executable.py                  |   2 +-
 bughog/subject/factory.py                     |   5 +-
 bughog/subject/js_engine/v8/state_oracle.py   |  54 ++---
 .../js_engine/v8_sandbox/state_oracle.py      |  12 +-
 bughog/subject/state_oracle.py                |  42 ++--
 bughog/subject/subject.py                     |  32 ++-
 .../wasm_runtime/wasmtime/state_oracle.py     |  30 ++-
 .../web_browser/chromium/state_oracle.py      |  55 ++---
 .../web_browser/firefox/state_oracle.py       |  65 +++---
 .../subject/web_browser/servo/executable.py   |   7 +-
 .../subject/web_browser/servo/state_oracle.py |  54 +++--
 .../conversion/bughog_service.py              |  53 +++--
 bughog/version_control/state/base.py          |  44 +---
 bughog/version_control/state/commit_state.py  |  15 +-
 bughog/version_control/state/release_state.py |  28 ++-
 bughog/version_control/state_factory.py       | 194 +++++++++++-------
 bughog/version_control/version.py             |  66 +++++-
 .../web/vue/src/composables/useEvalParams.js  |   1 +
 .../src/composables/useSubjectAvailability.js |   5 +
 bughog/web/vue/src/views/Home.vue             |  65 +++++-
 test/parameters/test_parameters.py            |  52 +++--
 test/sequence/test_sequence_strategy.py       |   4 +-
 test/states/test_state_oracle.py              |  13 +-
 test/states/test_version.py                   |  26 +++
 31 files changed, 669 insertions(+), 411 deletions(-)

diff --git a/bughog/database/mongo/cache.py b/bughog/database/mongo/cache.py
index d5854361..8b41498d 100644
--- a/bughog/database/mongo/cache.py
+++ b/bughog/database/mongo/cache.py
@@ -5,12 +5,12 @@
 
 
 class Cache:
-
     @staticmethod
     def cache_in_db(subject_type: str, subject_name: str, ttl: int = 0):
         """
         Caches the result of the function in MongoDB, with respect to TTL (in hours).
         """
+
         def decorator(func):
             @functools.wraps(func)
             def wrapper(*args, **kwargs):
@@ -20,11 +20,9 @@ def wrapper(*args, **kwargs):
                     key = args[0] if args else kwargs.get('key')
 
                 collection = MongoDB().get_cache_collection(subject_type)
-                doc = collection.find_one({
-                    'subject_name': subject_name,
-                    'function_name': func.__name__,
-                    'key': key
-                })
+                doc = collection.find_one(
+                    {'subject_name': subject_name, 'function_name': func.__name__, 'key': str(key)}
+                )
 
                 now = datetime.now(timezone.utc)
                 # Check for cache existence and TTL
@@ -37,7 +35,7 @@ def wrapper(*args, **kwargs):
                         cached_time = datetime.fromisoformat(doc['ts'])
                     except Exception:
                         # Fallback in case of serialization issues
-                        cached_time = datetime.strptime(doc['ts'], "%Y-%m-%d %H:%M:%S%z")
+                        cached_time = datetime.strptime(doc['ts'], '%Y-%m-%d %H:%M:%S%z')
                     age = now - cached_time
                     if age < timedelta(hours=ttl):
                         return doc['value']
@@ -48,7 +46,7 @@ def wrapper(*args, **kwargs):
                         {
                             'subject_name': subject_name,
                             'function_name': func.__name__,
-                            'key': key,
+                            'key': str(key),
                         },
                         {
                             '$set': {
@@ -56,8 +54,10 @@ def wrapper(*args, **kwargs):
                                 'ts': now.replace(microsecond=0).isoformat(),
                             }
                         },
-                        upsert=True
+                        upsert=True,
                     )
                 return new_value
+
             return wrapper
+
         return decorator
diff --git a/bughog/database/mongo/mongodb.py b/bughog/database/mongo/mongodb.py
index fdeccf23..c57f184c 100644
--- a/bughog/database/mongo/mongodb.py
+++ b/bughog/database/mongo/mongodb.py
@@ -2,7 +2,7 @@
 
 import logging
 from datetime import datetime, timezone
-from typing import Optional
+from typing import Iterator, Optional
 
 from gridfs import GridFS
 from pymongo import ASCENDING, MongoClient
@@ -11,7 +11,6 @@
 from pymongo.errors import ServerSelectionTimeoutError
 
 from bughog.evaluation.experiment_result import ExperimentResult
-from bughog.version_control.version import Version
 from bughog.parameters import (
     DatabaseParameters,
     EvaluationParameters,
@@ -19,6 +18,7 @@
     SubjectConfiguration,
 )
 from bughog.version_control.state.base import ShallowState, State
+from bughog.version_control.version import Version
 
 logger = logging.getLogger(__name__)
 
@@ -206,7 +206,7 @@ def get_evaluated_states(
         params: EvaluationParameters,
         boundary_states: Optional[tuple[State, State]],
         dirty: Optional[bool] = None,
-    ) -> list[State]:
+    ) -> Iterator[dict]:
         collection = self.__get_data_collection(params.subject_configuration)
         query = {
             'project': params.project_name,
@@ -237,15 +237,14 @@ def get_evaluated_states(
         if dirty is not None:
             query['dirty'] = dirty
         cursor = collection.find(query)
-        states = []
+
         for doc in cursor:
-            subject_type = params.subject_configuration.subject_type
-            subject_name = params.subject_configuration.subject_name
-            state = State.from_dict(subject_type, subject_name, doc['state'])
-            state.result_variables = set(tuple(item) for item in doc['result']['variables'])
-            state.result_attempt = doc['result'].get('attempt', 1)
-            states.append(state)
-        return states
+            yield {
+                'subject_type': params.subject_configuration.subject_type,
+                'subject_name': params.subject_configuration.subject_name,
+                'state': doc['state'],
+                'result': doc['result'],
+            }
 
     def __to_experiment_query(self, params: ExperimentParameters, state: ShallowState) -> dict:
         state_query = {'state.' + k: v for k, v in state.dict.items()}
@@ -320,10 +319,10 @@ def get_documents_for_plotting(self, params: EvaluationParameters, releases: boo
                 '$gte': evaluation_range.commit_nb_range[0],
                 '$lte': evaluation_range.commit_nb_range[1],
             }
-        elif evaluation_range.major_version_range:
+        elif evaluation_range.version_range:
             query['padded_subject_version'] = {
-                '$gte': str(evaluation_range.major_version_range[0]).zfill(4),
-                '$lte': str(evaluation_range.major_version_range[1] + 1).zfill(4),
+                '$gte': evaluation_range.version_range[0].padded(),
+                '$lte': evaluation_range.version_range[1].next_padded(),
             }
         docs = collection.aggregate(
             [
diff --git a/bughog/integration_tests/evaluation_configurations.py b/bughog/integration_tests/evaluation_configurations.py
index 2b67665b..d9f6af41 100644
--- a/bughog/integration_tests/evaluation_configurations.py
+++ b/bughog/integration_tests/evaluation_configurations.py
@@ -9,6 +9,7 @@
     SubjectConfiguration,
 )
 from bughog.subject import factory
+from bughog.version_control.version import Version
 
 
 def get_default_configuration(subject_type: str, subject_name: str) -> SubjectConfiguration:
@@ -24,9 +25,13 @@ def get_default_configuration(subject_type: str, subject_name: str) -> SubjectCo
 def get_default_evaluation_range(
     subject_type: str, subject_name: str, experiment: str, only_releases: bool
 ) -> EvaluationRange:
-    min_version, max_version = factory.get_subject_availability(subject_type, subject_name)
+    subject_availability = factory.get_subject_availability(subject_type, subject_name)
+    min_version = subject_availability['min_version']
+    max_version = subject_availability['max_version']
+    versions = subject_availability['available_versions']
     return EvaluationRange(
-        (min_version, max_version),
+        (Version(min_version), Version(max_version)),
+        [Version(v) for v in versions],
         None,
         only_releases,
     )
diff --git a/bughog/integration_tests/verify_results.py b/bughog/integration_tests/verify_results.py
index 05cc28fb..3a117de1 100644
--- a/bughog/integration_tests/verify_results.py
+++ b/bughog/integration_tests/verify_results.py
@@ -3,15 +3,16 @@
 from collections import defaultdict
 from typing import Callable, Generator
 
-from bughog.database.mongo.mongodb import MongoDB
 from bughog.evaluation.experiment_result import ExperimentResult
 from bughog.evaluation.experiments import Experiments
 from bughog.evaluation.file_structure import Folder
+from bughog.exceptions import UserError
 from bughog.integration_tests import evaluation_configurations
 from bughog.parameters import EvaluationParameters
 from bughog.subject import factory
 from bughog.subject.evaluation_framework import EvaluationFramework
 from bughog.version_control.state.base import State
+from bughog.version_control.state_factory import create_state_factory
 
 TEST_PROJECT_NAME = '_tests'
 logger = logging.getLogger(__name__)
@@ -35,9 +36,14 @@ def verify_all() -> dict:
         eval_parameters_list = evaluation_configurations.get_eval_parameters_list(subject_type, elegible_experiments)
 
         for eval_parameters in eval_parameters_list:
-            experiment_verification = __verify_experiment(eval_parameters, all_experiments)
-            if experiment_verification:
-                grouped_results[subject_type].append(experiment_verification)
+            try:
+                experiment_verification = __verify_experiment(eval_parameters, all_experiments)
+                if experiment_verification:
+                    grouped_results[subject_type].append(experiment_verification)
+            except UserError as e:
+                logger.error(
+                    f'UserError while verifying {eval_parameters.experiment_name} of {subject_type}.', exc_info=e
+                )
 
     # Return list of lists, each sublist for one subject_type
     return grouped_results
@@ -51,7 +57,8 @@ def __verify_experiment(params: EvaluationParameters, all_experiments: Experimen
     if verification_func is None:
         return None
 
-    states = MongoDB().get_evaluated_states(params, None)
+    state_factory = create_state_factory(params)
+    states = state_factory.create_evaluated_states()
     nb_of_success_results = len(list(filter(lambda x: verification_func(x), states)))
     nb_of_fail_results = len(
         list(
diff --git a/bughog/main.py b/bughog/main.py
index 552518a8..1d359470 100644
--- a/bughog/main.py
+++ b/bughog/main.py
@@ -17,7 +17,7 @@
 from bughog.search_strategy.composite_search import CompositeSearch
 from bughog.search_strategy.sequence_strategy import SequenceFinished, SequenceStrategy
 from bughog.subject import factory
-from bughog.version_control.state_factory import StateFactory
+from bughog.version_control.state_factory import create_state_factory, create_state_from_shallow_state
 from bughog.web.clients import Clients
 
 logger = logging.getLogger(__name__)
@@ -85,14 +85,10 @@ def run(self, eval_params_list: list[EvaluationParameters]) -> None:
                             # (e.g. integration tests), log and continue with the next subject.
                             if len(groups) == 1:
                                 raise e
-                            logger.error(
-                                f'Skipping remaining evaluations for {subject_name} due to error: {e}'
-                            )
+                            logger.error(f'Skipping remaining evaluations for {subject_name} due to error: {e}')
                             break
                         except Exception:
-                            logger.error(
-                                f'Could not finish evaluation for {subject_name}.', exc_info=True
-                            )
+                            logger.error(f'Could not finish evaluation for {subject_name}.', exc_info=True)
                 finally:
                     worker_manager.wait_until_all_evaluations_are_done()
 
@@ -158,32 +154,36 @@ def run_single_evaluation(self, eval_params: EvaluationParameters, worker_manage
         Clients.push_notification_to_all(f'Evaluation of {experiment_name} has finished.')
 
     def retry_dirty_tests(self, eval_params: EvaluationParameters, worker_manager: WorkerManager) -> None:
-        dirty_states = MongoDB().get_evaluated_states(eval_params, None, dirty=True)
-        if (nb_of_dirty_states := len(dirty_states)) == 0:
-            logger.info('No tests are associated with a dirty result.')
-            return
-
-        experiment = eval_params.experiment_name
-        message = f'Retrying {nb_of_dirty_states} tests with a dirty result for {experiment}.'
-        logger.info(message)
-
-        Clients.push_notification_to_all(message)
-        for dirty_state in dirty_states:
+        state_factory = create_state_factory(eval_params)
+        nb_of_dirty_states = 0
+        for dirty_state in state_factory.create_evaluated_states(dirty=True):
+            if nb_of_dirty_states == 0:
+                experiment = eval_params.experiment_name
+                message = f'Retrying tests with a dirty result for {experiment}.'
+                logger.info(message)
+                Clients.push_notification_to_all(message)
+            nb_of_dirty_states += 1
             if self.stop_gracefully or self.stop_forcefully:
                 return
             experiment_params = eval_params.to_experiment_parameters(dirty_state.to_shallow_state())
             MongoDB().remove_datapoint(experiment_params)
             worker_manager.start_experiment(experiment_params, dirty_state)
-        worker_manager.wait_until_all_evaluations_are_done()
 
-        dirty_states_after_retry = MongoDB().get_evaluated_states(eval_params, None, dirty=True)
-        logger.info(f'Dirty test results reduced from {nb_of_dirty_states} to {len(dirty_states_after_retry)}.')
+        if nb_of_dirty_states == 0:
+            logger.info('No tests are associated with a dirty result.')
+            return
+
+        worker_manager.wait_until_all_evaluations_are_done()
+        nb_after_retry = sum(1 for _ in state_factory.create_evaluated_states(dirty=True))
+        logger.info(f'Dirty test results reduced from {nb_of_dirty_states} to {nb_after_retry}.')
 
     def run_single_experiment(self, params: ExperimentParameters) -> None:
         try:
             self.__update_state(is_running=True, reason='user', status='running')
             subject_config = params.subject_configuration
-            state = params.state.to_deep_state(subject_config.subject_type, subject_config.subject_name)
+            state = create_state_from_shallow_state(
+                params.state, subject_config.subject_type, subject_config.subject_name
+            )
             if not state.has_available_executable():
                 Clients.push_notification_to_all(f'No available executable for state {state.commit_nb}.', type='error')
             else:
@@ -200,8 +200,7 @@ def create_sequence_strategy(eval_params: EvaluationParameters) -> SequenceStrat
         sequence_config = eval_params.sequence_configuration
         search_strategy = sequence_config.search_strategy
         sequence_limit = sequence_config.sequence_limit
-        subject = factory.get_subject_from_params(eval_params.subject_configuration)
-        state_factory = StateFactory(subject.state_oracle, eval_params)
+        state_factory = create_state_factory(eval_params)
 
         if search_strategy == 'bgb_sequence':
             strategy = BiggestGapBisectionSequence(state_factory, sequence_limit)
diff --git a/bughog/parameters.py b/bughog/parameters.py
index 37e87a37..1ae9f0cf 100644
--- a/bughog/parameters.py
+++ b/bughog/parameters.py
@@ -90,31 +90,43 @@ def from_dict(data: dict) -> SubjectConfiguration:
 
 @dataclass(frozen=True)
 class EvaluationRange:
-    major_version_range: tuple[int, int] | None = None
+    version_range: tuple[Version, Version] | None = None
+    versions: list[Version] | None = None
     commit_nb_range: tuple[int, int] | None = None
     only_release_commits: bool = False
 
     def __post_init__(self):
-        if self.major_version_range:
-            assert self.major_version_range[0] <= self.major_version_range[1]
+        if self.versions:
+            return
+        if self.version_range:
+            assert self.version_range[0] <= self.version_range[1]
         elif self.commit_nb_range:
             assert self.commit_nb_range[0] <= self.commit_nb_range[1]
         else:
-            raise AttributeError('Evaluation ranges require either major versions or commit numbers')
+            raise AttributeError(
+                'Evaluation ranges require either major versions, commit numbers or a list of versions'
+            )
 
     @staticmethod
     def from_dict(data: dict) -> EvaluationRange:
         return EvaluationRange(
             EvaluationRange.__get_version_range(data),
+            EvaluationRange.__get_versions(data),
             EvaluationRange.__get_commit_nb_range(data),
             data.get('only_release_commits', False),
         )
 
     @staticmethod
-    def __get_version_range(form_data: dict[str, str]) -> tuple[int, int] | None:
+    def __get_versions(form_data: dict) -> list[Version] | None:
+        if versions := form_data.get('versions', None):
+            return [Version(str(v)) for v in versions]
+        return None
+
+    @staticmethod
+    def __get_version_range(form_data: dict[str, str]) -> tuple[Version, Version] | None:
         if range := form_data.get('version_range', None):
             if len(range) == 2:
-                return (Version(str(range[0])).major, Version(str(range[1])).major)
+                return (Version(str(range[0])), Version(str(range[1])))
         return None
 
     @staticmethod
@@ -207,24 +219,22 @@ def create_experiment_params(kwargs: dict, database_params: DatabaseParameters)
     subject_configuration = SubjectConfiguration.from_dict(kwargs)
     if 'major_version' in kwargs:
         state_type = 'version'
-        major_version = Version(str(kwargs['major_version'])).major
+        version = Version(str(kwargs['major_version'])).major
     elif 'commit_nb' in kwargs or 'commit_id' in kwargs:
         state_type = 'commit'
-        major_version = None
+        version = None
     else:
         raise MissingParametersError(
             'Experiment parameters require either a major version, commit number, or commit id.'
         )
     state = ShallowState(
         state_type,
-        major_version,
+        version,
         kwargs.get('commit_nb'),
         kwargs.get('commit_id'),
     )
     poc_name = kwargs.get('experiment_to_plot', kwargs.get('poc_name'))
-    return ExperimentParameters(
-        kwargs['project_name'], poc_name, subject_configuration, state, database_params
-    )
+    return ExperimentParameters(kwargs['project_name'], poc_name, subject_configuration, state, database_params)
 
 
 def __get_cookie_name(form_data: dict[str, str]) -> str | None:
diff --git a/bughog/search_strategy/sequence_strategy.py b/bughog/search_strategy/sequence_strategy.py
index ff332f9f..182a4068 100644
--- a/bughog/search_strategy/sequence_strategy.py
+++ b/bughog/search_strategy/sequence_strategy.py
@@ -50,12 +50,12 @@ def _fetch_evaluated_states(self, wait=True) -> None:
         fetched_states = []
         if wait:
             for _ in range(10):
-                fetched_states = self._state_factory.create_evaluated_states()
+                fetched_states = list(self._state_factory.create_evaluated_states())
                 if all(state in fetched_states for state in self._considered_states):
                     break
                 time.sleep(3)
         else:
-            fetched_states = self._state_factory.create_evaluated_states()
+            fetched_states = list(self._state_factory.create_evaluated_states())
 
         for state in self._considered_states:
             if state not in fetched_states:
diff --git a/bughog/subject/executable.py b/bughog/subject/executable.py
index d1c3c1ce..03d66b8f 100644
--- a/bughog/subject/executable.py
+++ b/bughog/subject/executable.py
@@ -35,7 +35,7 @@ def __init__(self, config: SubjectConfiguration, state: State) -> None:
         self.__process: subprocess.Popen | None = None
 
     # #
-    # TO BE IMPLEMENT BY EVERY EVALUATION SUBJECT EXECUTABLE
+    # TO BE IMPLEMENTED BY EVERY EVALUATION SUBJECT EXECUTABLE
     # #
 
     @property
diff --git a/bughog/subject/factory.py b/bughog/subject/factory.py
index 64f14a3a..49fe97c5 100644
--- a/bughog/subject/factory.py
+++ b/bughog/subject/factory.py
@@ -66,9 +66,8 @@ def get_all_subject_availability() -> list[dict]:
     return subject_availability
 
 
-def get_subject_availability(subject_type: str, subject_name: str) -> tuple[int, int]:
-    subject_availability = get_subject(subject_type, subject_name).get_availability()
-    return subject_availability['min_version'], subject_availability['max_version']
+def get_subject_availability(subject_type: str, subject_name: str) -> dict[str, str | int | list[str]]:
+    return get_subject(subject_type, subject_name).get_availability()
 
 
 def get_subject_from_params(config: SubjectConfiguration) -> Subject:
diff --git a/bughog/subject/js_engine/v8/state_oracle.py b/bughog/subject/js_engine/v8/state_oracle.py
index bb957c0f..3644f7f9 100644
--- a/bughog/subject/js_engine/v8/state_oracle.py
+++ b/bughog/subject/js_engine/v8/state_oracle.py
@@ -1,6 +1,5 @@
 import logging
 import re
-from typing import Literal
 
 import requests
 
@@ -8,6 +7,7 @@
 from bughog.database.mongo.cache import Cache
 from bughog.subject.state_oracle import StateOracle
 from bughog.version_control.conversion import bughog_service, github
+from bughog.version_control.version import Version
 
 logger = logging.getLogger(__name__)
 
@@ -32,10 +32,10 @@ def find_commit_id(self, commit_nb: int) -> str | None:
         return bughog_service.find_commit_id('v8', commit_nb)
 
     @Cache.cache_in_db('js_engine', 'v8')
-    def find_commit_of_release(self, release_version: int) -> tuple[int, str]:
+    def find_commit_of_release(self, release_version: Version) -> tuple[int, str]:
         # TODO: make more efficient (possibly by adding functionality to bughog service)
         all_release_tags = self.__get_all_release_tags()
-        major_release_tag = self._get_earliest_tag_with_major(all_release_tags, release_version)
+        major_release_tag = self._get_earliest_tag_version_match(all_release_tags, release_version)
         commit_id = github.find_commit_id_from_tag('v8', 'v8', major_release_tag)
         commit_nb = self.find_commit_nb(commit_id)
         return commit_nb, commit_id
@@ -47,17 +47,25 @@ def get_commit_url(self, commit_nb: int, commit_id: str | None) -> str | None:
 
     # Public executables
 
-    def get_oldest_supported_release_version(self) -> int:
-        return 6
+    def get_earliest_supported_release_version(self) -> Version:
+        return Version('6')
 
-    def get_most_recent_major_release_version(self) -> int:
+    def get_latest_supported_release_version(self) -> Version:
         all_release_tags = self.__get_all_release_tags()
-        major_versions = set(int(tag.split('.')[0]) for tag in all_release_tags)
-        return max(major_versions)
+        versions = list(Version(tag.split('.')[0]) for tag in all_release_tags)
+        return max(versions)
 
     @Cache.cache_in_db('js_engine', 'v8')
-    def has_public_executable(self, state_index: int, state_type: Literal['release', 'commit']) -> bool:
-        for url in self.get_executable_download_urls(state_index, state_type):
+    def has_public_release_executable(self, version: Version) -> bool:
+        for url in self.get_release_executable_urls(version):
+            resp = requests.head(url, allow_redirects=True)
+            if resp.status_code == 200:
+                return True
+        return False
+
+    @Cache.cache_in_db('js_engine', 'v8')
+    def has_public_commit_executable(self, commit_nb: int) -> bool:
+        for url in self.get_commit_executable_urls(commit_nb):
             resp = requests.head(url, allow_redirects=True)
             if resp.status_code == 200:
                 return True
@@ -69,19 +77,19 @@ def get_nearest_commit_with_executable(
         NotImplementedError()
 
     @Cache.cache_in_db('js_engine', 'v8')
-    def get_executable_download_urls(self, state_index: int, state_type: Literal['release', 'commit']) -> list[str]:
-        match state_type:
-            case 'release':
-                commit_nb = self.find_commit_of_release(state_index)[0]
-                return self.get_executable_download_urls(commit_nb, 'commit')
-            case 'commit':
-                # Debug:
-                return [
-                    f'https://www.googleapis.com/download/storage/v1/b/v8-asan/o/linux-debug%2Fasan-linux-debug-v8-component-{state_index}.zip?alt=media',
-                    f'https://www.googleapis.com/download/storage/v1/b/v8-asan/o/linux-debug%2Fd8-asan-linux-debug-v8-component-{state_index}.zip?alt=media',
-                ]
-                # Release
-                # return [f'https://www.googleapis.com/download/storage/v1/b/v8-asan/o/linux-release%2Fd8-linux-release-v8-component-{state_index}.zip?alt=media']
+    def get_release_executable_urls(self, version: Version) -> list[str]:
+        commit_nb = self.find_commit_of_release(version)[0]
+        return self.get_commit_executable_urls(commit_nb)
+
+    @Cache.cache_in_db('js_engine', 'v8')
+    def get_commit_executable_urls(self, commit_nb: int) -> list[str]:
+        # Debug:
+        return [
+            f'https://www.googleapis.com/download/storage/v1/b/v8-asan/o/linux-debug%2Fasan-linux-debug-v8-component-{commit_nb}.zip?alt=media',
+            f'https://www.googleapis.com/download/storage/v1/b/v8-asan/o/linux-debug%2Fd8-asan-linux-debug-v8-component-{commit_nb}.zip?alt=media',
+        ]
+        # Release
+        # return [f'https://www.googleapis.com/download/storage/v1/b/v8-asan/o/linux-release%2Fd8-linux-release-v8-component-{commit_nb}.zip?alt=media']
 
     @staticmethod
     @Cache.cache_in_db('js_engine', 'v8', ttl=24)
diff --git a/bughog/subject/js_engine/v8_sandbox/state_oracle.py b/bughog/subject/js_engine/v8_sandbox/state_oracle.py
index 6e65f73b..7a4b8c4a 100644
--- a/bughog/subject/js_engine/v8_sandbox/state_oracle.py
+++ b/bughog/subject/js_engine/v8_sandbox/state_oracle.py
@@ -1,8 +1,8 @@
 import logging
-from typing import Literal
 
 from bughog.subject.js_engine.v8.state_oracle import V8StateOracle
 from bughog.version_control.conversion import bughog_service
+from bughog.version_control.version import Version
 
 logger = logging.getLogger(__name__)
 
@@ -26,8 +26,14 @@ def get_most_recent_commit_nb(self) -> int:
         """
         return bughog_service.find_latest_commit_info('v8').get('nb')
 
-    def has_public_executable(self, state_index: int, state_type: Literal['release', 'commit']) -> bool:
+    def has_public_release_executable(self, version: Version) -> bool:
         return False
 
-    def get_executable_download_urls(self, state_index: int, state_type: Literal['release', 'commit']) -> list[str]:
+    def has_public_commit_executable(self, commit_nb: int) -> bool:
+        return False
+
+    def get_release_executable_urls(self, version: Version) -> list[str]:
+        raise Exception('Only artisanal executables are available.')
+
+    def get_commit_executable_urls(self, commit_nb: int) -> list[str]:
         raise Exception('Only artisanal executables are available.')
diff --git a/bughog/subject/state_oracle.py b/bughog/subject/state_oracle.py
index f2d7aca6..fb9a613e 100644
--- a/bughog/subject/state_oracle.py
+++ b/bughog/subject/state_oracle.py
@@ -23,21 +23,29 @@ def find_commit_nb(self, commit_id: str) -> int:
     def find_commit_id(self, commit_nb: int) -> str | None:
         pass
 
-    @abstractmethod
-    def find_commit_of_release(self, release_version: int) -> tuple[int, str]:
-        pass
+    def find_commit_of_release(self, release_version: Version) -> tuple[int, str]:
+        version_info = bughog_service.find_version_info(self.subject_name, release_version)
+        return version_info.get('commit_info', {}).get('nb'), version_info.get('commit_info', {}).get('id')
 
     @abstractmethod
     def get_commit_url(self, commit_nb: int, commit_id: str | None) -> str | None:
         pass
 
     @abstractmethod
-    def get_oldest_supported_release_version(self) -> int:
+    def get_earliest_supported_release_version(self) -> Version:
         pass
 
-    @abstractmethod
-    def get_most_recent_major_release_version(self) -> int:
-        pass
+    def get_latest_supported_release_version(self) -> Version:
+        return bughog_service.find_latest_major_version(self.subject_name)
+
+    def get_all_available_release_versions(self) -> list[Version]:
+        versions = [
+            Version(version_info.get('version'))
+            for version_info in bughog_service.find_all_versions(self.subject_name)
+            if version_info.get('version') is not None
+        ]
+        versions.sort()
+        return versions
 
     def get_most_recent_commit_nb(self) -> int:
         return bughog_service.find_latest_commit_info(self.subject_name).get('nb')
@@ -96,12 +104,19 @@ def get_nearest_state_with_executable(
 
     # Public executables
 
+    def has_public_release_executable(self, version: Version) -> bool:
+        return bughog_service.find_version_info(self.subject_name, version, has_public_executable=True) is not None
+
+    @abstractmethod
+    def has_public_commit_executable(self, commit_nb: int) -> bool:
+        pass
+
     @abstractmethod
-    def has_public_executable(self, state_index: int, state_type: Literal['release', 'commit']) -> bool:
+    def get_release_executable_urls(self, version: Version) -> list[str]:
         pass
 
     @abstractmethod
-    def get_executable_download_urls(self, state_index: int, state_type: Literal['release', 'commit']) -> list[str]:
+    def get_commit_executable_urls(self, commit_nb: int) -> list[str]:
         pass
 
     def get_nearest_state_with_public_executable(
@@ -150,16 +165,15 @@ def _parse_commit_nb_from_googlesource(html: str) -> Optional[str]:
         return None
 
     @staticmethod
-    def _get_earliest_tag_with_major(all_release_tags: list[str], major_release: int) -> str:
+    def _get_earliest_tag_version_match(all_release_tags: list[str], release_version: Version) -> str:
         candidates = []
         for tag in all_release_tags:
             v = StateOracle.get_full_version_from_release_tag(tag)
-            if v is None or v.major != major_release:
-                continue
-            candidates.append((v, tag))
+            if v is not None and release_version.matches(v):
+                candidates.append((v, tag))
 
         if not candidates:
-            raise ValueError(f'Could not find earliest tag for major {major_release}.')
+            raise ValueError(f'Could not find earliest tag for {release_version}.')
 
         candidates.sort()
         return candidates[0][1]
diff --git a/bughog/subject/subject.py b/bughog/subject/subject.py
index b7709a9e..75d054a7 100644
--- a/bughog/subject/subject.py
+++ b/bughog/subject/subject.py
@@ -89,16 +89,28 @@ def assets_folder_path(self) -> str:
         """
         return os.path.join('/app/subject', self.type, self.name)
 
-    def get_availability(self) -> dict:
-        oldest_major_version = self.state_oracle.get_oldest_supported_release_version()
-        newest_major_version = self.state_oracle.get_most_recent_major_release_version()
-
-        oldest_commit_number = self.state_oracle.find_commit_of_release(oldest_major_version)[0]
-        newest_commit_number = self.state_oracle.find_commit_of_release(newest_major_version)[0]
+    def get_availability(self) -> dict[str, str | int | list[str]]:
+        earliest_version = self.state_oracle.get_earliest_supported_release_version()
+        latest_version = self.state_oracle.get_latest_supported_release_version()
+
+        if earliest_version.major != 0 and latest_version.major != 0:
+            earliest_major_version = earliest_version.major
+            latest_major_version = latest_version.major
+            available_versions = [
+                str(version) for version in list(range(earliest_major_version, latest_major_version + 1))
+            ]
+        else:
+            earliest_major_version = earliest_version.base_version
+            latest_major_version = latest_version.base_version
+            available_versions = [str(version) for version in self.state_oracle.get_all_available_release_versions()]
+
+        earliest_commit_number = self.state_oracle.find_commit_of_release(earliest_version)[0]
+        latest_commit_number = self.state_oracle.find_commit_of_release(latest_version)[0]
         return {
             'name': self.name,
-            'min_version': oldest_major_version,
-            'max_version': newest_major_version,
-            'min_commit': oldest_commit_number,
-            'max_commit': newest_commit_number,
+            'min_version': earliest_major_version,
+            'max_version': latest_major_version,
+            'min_commit': earliest_commit_number,
+            'max_commit': latest_commit_number,
+            'available_versions': available_versions,
         }
diff --git a/bughog/subject/wasm_runtime/wasmtime/state_oracle.py b/bughog/subject/wasm_runtime/wasmtime/state_oracle.py
index 0b957ef3..fb3a5092 100644
--- a/bughog/subject/wasm_runtime/wasmtime/state_oracle.py
+++ b/bughog/subject/wasm_runtime/wasmtime/state_oracle.py
@@ -1,15 +1,16 @@
 import re
-from typing import Literal
 
 from bughog.database.mongo.cache import Cache
 from bughog.subject.state_oracle import StateOracle
 from bughog.version_control.conversion import bughog_service, github
+from bughog.version_control.version import Version
 
 
 class WasmtimeStateOracle(StateOracle):
     """
     State oracle for Wasmtime.
     """
+
     def __init__(self, subject_type: str, subject_name: str) -> None:
         super().__init__(subject_type, subject_name, only_artisanal=True)
 
@@ -22,22 +23,21 @@ def find_commit_id(self, commit_nb: int) -> str | None:
         return bughog_service.find_commit_id('wasmtime', commit_nb)
 
     @Cache.cache_in_db('wasm_runtime', 'wasmtime')
-    def find_commit_of_release(self, release_version: int) -> tuple[int, str]:
+    def find_commit_of_release(self, release_version: Version) -> tuple[int, str]:
         # TODO: make more efficient, possibly by adding functionality to bughog service
         all_release_tags = self.__get_all_release_tags()
-        major_release_tag = self._get_earliest_tag_with_major(all_release_tags, release_version)
+        major_release_tag = self._get_earliest_tag_version_match(all_release_tags, release_version)
         commit_id = github.find_commit_id_from_tag('bytecodealliance', 'wasmtime', major_release_tag)
         commit_nb = self.find_commit_nb(commit_id)
         return commit_nb, commit_id
 
-    def get_oldest_supported_release_version(self) -> int:
-        return 1
+    def get_earliest_supported_release_version(self) -> Version:
+        return Version('1')
 
-    def get_most_recent_major_release_version(self) -> int:
+    def get_latest_supported_release_version(self) -> Version:
         all_release_tags = self.__get_all_release_tags()
         versions = [self.get_full_version_from_release_tag(tag) for tag in all_release_tags]
-        major_versions = set(version.major for version in versions if version is not None)
-        return max(major_versions)
+        return max(versions)
 
     @staticmethod
     @Cache.cache_in_db('wasm_runtime', 'wasmtime', ttl=24)
@@ -55,11 +55,19 @@ def get_commit_url(self, commit_nb: int, commit_id: str | None) -> str | None:
             return None
         return f'https://github.com/bytecodealliance/wasmtime/commit/{commit_id}'
 
-    def has_public_executable(self, state_index: int, state_type: Literal['release', 'commit']) -> bool:
+    def has_public_release_executable(self, version: Version) -> bool:
+        return False
+
+    def has_public_commit_executable(self, commit_nb: int) -> bool:
         return False
 
-    def get_executable_download_urls(self, state_index: int, state_type: Literal['release', 'commit']) -> list[str]:
+    def get_release_executable_urls(self, version: Version) -> list[str]:
+        return []
+
+    def get_commit_executable_urls(self, commit_nb: int) -> list[str]:
         return []
 
-    def get_nearest_commit_with_executable(self, target_commit_nb: int, lower_bound: int, upper_bound: int) -> int | None:
+    def get_nearest_commit_with_executable(
+        self, target_commit_nb: int, lower_bound: int, upper_bound: int
+    ) -> int | None:
         NotImplementedError()
diff --git a/bughog/subject/web_browser/chromium/state_oracle.py b/bughog/subject/web_browser/chromium/state_oracle.py
index 4543aabe..954d8c04 100644
--- a/bughog/subject/web_browser/chromium/state_oracle.py
+++ b/bughog/subject/web_browser/chromium/state_oracle.py
@@ -1,6 +1,5 @@
 import logging
 import re
-from typing import Literal
 
 import requests
 
@@ -8,6 +7,7 @@
 from bughog.database.mongo.cache import Cache
 from bughog.subject.state_oracle import StateOracle
 from bughog.version_control.conversion import bughog_service
+from bughog.version_control.version import Version
 
 logger = logging.getLogger(__name__)
 
@@ -49,44 +49,31 @@ def find_commit_id(self, commit_nb: int) -> str | None:
         assert re.match(r'[a-z0-9]{40}', commit_id)
         return commit_id
 
-    # @Cache.cache_in_db('web_browser', 'chromium')
-    def find_commit_of_release(self, release_version: int) -> tuple[int, str]:
-        return bughog_service.find_version_commit('chromium', release_version, has_public_executable=True)
-
-    def get_oldest_supported_release_version(self) -> int:
-        return 20
+    def get_earliest_supported_release_version(self) -> Version:
+        return Version('20')
 
-    def get_most_recent_major_release_version(self) -> int:
-        return bughog_service.find_latest_major_version('chromium')
+    # @Cache.cache_in_db('web_browser', 'chromium')
+    def has_public_commit_executable(self, commit_nb: int) -> bool:
+        url = f'https://www.googleapis.com/storage/v1/b/chromium-browser-snapshots/o/Linux_x64%2F{commit_nb}%2Fchrome-linux.zip'
+        req = requests.get(url)
+        # TODO: caching at factory
+        return req.status_code == 200
 
     # @Cache.cache_in_db('web_browser', 'chromium')
-    def has_public_executable(self, state_index: int, state_type: Literal['release', 'commit']) -> bool:
-        match state_type:
-            case 'release':
-                # TODO: make more efficient (by possibly adding to bughog service)
-                commit_nb, _ = bughog_service.find_version_commit('chromium', state_index, has_public_executable=True)
-                executable_info = bughog_service.find_commit_executable_info('chromium', commit_nb)
-                if executable_info is None:
-                    return self.has_public_executable(commit_nb, 'commit')
-                return True
-            case 'commit':
-                url = f'https://www.googleapis.com/storage/v1/b/chromium-browser-snapshots/o/Linux_x64%2F{state_index}%2Fchrome-linux.zip'
-                req = requests.get(url)
-                has_binary_online = req.status_code == 200
-                # TODO: caching at factory
-                return has_binary_online
+    def get_release_executable_urls(self, version: Version) -> list[str]:
+        # TODO: make more efficient (by possibly adding to bughog service)
+        commit_nb, _ = bughog_service.find_version_info('chromium', version, has_public_executable=True)
+        return self.get_commit_executable_urls(commit_nb)
 
     # @Cache.cache_in_db('web_browser', 'chromium')
-    def get_executable_download_urls(self, state_index: int, state_type: Literal['release', 'commit']) -> list[str]:
-        match state_type:
-            case 'release':
-                # TODO: make more efficient (by possibly adding to bughog service)
-                commit_nb, _ = bughog_service.find_version_commit('chromium', state_index, has_public_executable=True)
-                return self.get_executable_download_urls(commit_nb, 'commit')
-            case 'commit':
-                return [f'https://www.googleapis.com/download/storage/v1/b/chromium-browser-snapshots/o/Linux_x64%2F{state_index}%2Fchrome-linux.zip?alt=media']
-
-    def get_nearest_commit_with_executable(self, target_commit_nb: int, lower_bound: int, upper_bound: int) -> int | None:
+    def get_commit_executable_urls(self, commit_nb: int) -> list[str]:
+        return [
+            f'https://www.googleapis.com/download/storage/v1/b/chromium-browser-snapshots/o/Linux_x64%2F{commit_nb}%2Fchrome-linux.zip?alt=media'
+        ]
+
+    def get_nearest_commit_with_executable(
+        self, target_commit_nb: int, lower_bound: int, upper_bound: int
+    ) -> int | None:
         NotImplementedError()
 
     # Commit state functions
diff --git a/bughog/subject/web_browser/firefox/state_oracle.py b/bughog/subject/web_browser/firefox/state_oracle.py
index 3056421e..5c67b493 100644
--- a/bughog/subject/web_browser/firefox/state_oracle.py
+++ b/bughog/subject/web_browser/firefox/state_oracle.py
@@ -1,8 +1,7 @@
-from typing import Literal
-
 from bughog.database.mongo.cache import Cache
 from bughog.subject.state_oracle import StateOracle
 from bughog.version_control.conversion import bughog_service
+from bughog.version_control.version import Version
 
 
 class FirefoxStateOracle(StateOracle):
@@ -14,43 +13,37 @@ def find_commit_nb(self, commit_id: str) -> int:
     def find_commit_id(self, commit_nb: int) -> str | None:
         return bughog_service.find_commit_id('firefox', commit_nb)
 
-    # @Cache.cache_in_db('web_browser', 'firefox')
-    def find_commit_of_release(self, release_version: int) -> tuple[int, str]:
-        return bughog_service.find_version_commit('firefox', release_version)
-
-    def get_oldest_supported_release_version(self) -> int:
-        return 20
+    def get_earliest_supported_release_version(self) -> Version:
+        return Version('20.0')
 
-    def get_most_recent_major_release_version(self) -> int:
-        return bughog_service.find_latest_major_version('firefox')
+    @Cache.cache_in_db('web_browser', 'firefox')
+    def has_public_release_executable(self, version: Version) -> bool:
+        return True
 
     @Cache.cache_in_db('web_browser', 'firefox')
-    def has_public_executable(self, state_index: int, state_type: Literal['release', 'commit']) -> bool:
-        match state_type:
-            case 'release':
-                return True
-            case 'commit':
-                return bughog_service.find_commit_executable_info('firefox', state_index) is not None
-
-    def get_executable_download_urls(self, state_index: int, state_type: Literal['release', 'commit']) -> list[str]:
-        match state_type:
-            case 'release':
-                return [
-                    f'https://ftp.mozilla.org/pub/firefox/releases/{state_index}.0/linux-x86_64/en-US/firefox-{state_index}.0.tar.bz2',
-                    f'https://ftp.mozilla.org/pub/firefox/releases/{state_index}.0/linux-x86_64/en-US/firefox-{state_index}.0.tar.xz',
-                ]
-            case 'commit':
-                info = bughog_service.find_commit_executable_info('firefox', state_index)
-                if info is None:
-                    raise AttributeError(f"Could not find binary url for '{state_index}'")
-                binary_base_url = info['base_url']
-                app_version = info['app_version']
-                return [
-                    f'{binary_base_url}firefox-{app_version}.en-US.linux-x86_64.tar.bz2',
-                    f'{binary_base_url}firefox-{app_version}.en-US.linux-x86_64.tar.xz',
-                ]
-
-    def get_nearest_commit_with_executable(self, target_commit_nb: int, lower_bound: int, upper_bound: int) -> int | None:
+    def has_public_commit_executable(self, commit_nb: int) -> bool:
+        return bughog_service.find_commit_executable_info('firefox', commit_nb) is not None
+
+    def get_release_executable_urls(self, version: Version) -> list[str]:
+        return [
+            f'https://ftp.mozilla.org/pub/firefox/releases/{version}.0/linux-x86_64/en-US/firefox-{version}.0.tar.bz2',
+            f'https://ftp.mozilla.org/pub/firefox/releases/{version}.0/linux-x86_64/en-US/firefox-{version}.0.tar.xz',
+        ]
+
+    def get_commit_executable_urls(self, commit_nb: int) -> list[str]:
+        info = bughog_service.find_commit_executable_info('firefox', commit_nb)
+        if info is None:
+            raise AttributeError(f"Could not find binary url for '{commit_nb}'")
+        binary_base_url = info['base_url']
+        app_version = info['app_version']
+        return [
+            f'{binary_base_url}firefox-{app_version}.en-US.linux-x86_64.tar.bz2',
+            f'{binary_base_url}firefox-{app_version}.en-US.linux-x86_64.tar.xz',
+        ]
+
+    def get_nearest_commit_with_executable(
+        self, target_commit_nb: int, lower_bound: int, upper_bound: int
+    ) -> int | None:
         NotImplementedError()
 
     def get_commit_url(self, commit_nb: int, commit_id: str | None) -> str | None:
diff --git a/bughog/subject/web_browser/servo/executable.py b/bughog/subject/web_browser/servo/executable.py
index f1983139..32792247 100644
--- a/bughog/subject/web_browser/servo/executable.py
+++ b/bughog/subject/web_browser/servo/executable.py
@@ -1,3 +1,4 @@
+import os
 import re
 
 from bughog import cli
@@ -13,7 +14,11 @@ def __init__(self, config: SubjectConfiguration, state: State) -> None:
 
     @property
     def executable_name(self) -> str:
-        return 'servo'
+        if os.path.isfile(os.path.join(self.temporary_storage_folder, 'servo')):
+            return 'servo'
+        if os.path.isfile(os.path.join(self.temporary_storage_folder, 'servoshell')):
+            return 'servoshell'
+        raise FileNotFoundError(f"No executable found for state '{self.state.name}' in the storage folder.")
 
     def _get_version(self) -> str:
         command = f'./{self.executable_name} --version'
diff --git a/bughog/subject/web_browser/servo/state_oracle.py b/bughog/subject/web_browser/servo/state_oracle.py
index 301504e7..f3dda9a5 100644
--- a/bughog/subject/web_browser/servo/state_oracle.py
+++ b/bughog/subject/web_browser/servo/state_oracle.py
@@ -1,7 +1,6 @@
-from typing import Literal
-
 from bughog.subject.state_oracle import StateOracle
 from bughog.version_control.conversion import bughog_service
+from bughog.version_control.version import Version
 
 
 class ServoStateOracle(StateOracle):
@@ -11,33 +10,27 @@ def find_commit_nb(self, commit_id: str) -> int:
     def find_commit_id(self, commit_nb: int) -> str | None:
         return bughog_service.find_commit_id(self.subject_name, commit_nb)
 
-    def find_commit_of_release(self, release_version: int) -> tuple[int, str]:
-        return bughog_service.find_version_commit(self.subject_name, release_version)
-
-    def get_oldest_supported_release_version(self) -> int:
-        return 0
-
-    def get_most_recent_major_release_version(self) -> int:
-        return bughog_service.find_latest_major_version(self.subject_name)
-
-    def has_public_executable(self, state_index: int, state_type: Literal['release', 'commit']) -> bool:
-        match state_type:
-            case 'release':
-                # For now, only support commits.
-                return False
-            case 'commit':
-                return bughog_service.find_commit_executable_info(self.subject_name, state_index) is not None
-
-    def get_executable_download_urls(self, state_index: int, state_type: Literal['release', 'commit']) -> list[str]:
-        match state_type:
-            case 'release':
-                # For now, only support commits.
-                return []
-            case 'commit':
-                commit_info = bughog_service.find_commit_executable_info(self.subject_name, state_index)
-                if commit_info is None:
-                    return []
-                return [commit_info['base_url'] + 'servo-latest.tar.gz']
+    def get_earliest_supported_release_version(self) -> Version:
+        return Version('0.0.1')
+
+    def has_public_commit_executable(self, commit_nb: int) -> bool:
+        return bughog_service.find_commit_executable_info(self.subject_name, commit_nb) is not None
+
+    def get_release_executable_urls(self, version: Version) -> list[str]:
+        version_info = bughog_service.find_version_info(self.subject_name, version, has_public_executable=True)
+        if version_info is None:
+            return []
+        base_url = version_info.get('executable_info', {}).get('base_url')
+        assets = version_info.get('executable_info', {}).get('assets', [])
+        if base_url is None or 'servo-x86_64-linux-gnu.tar.gz' not in assets:
+            return []
+        return [base_url + 'servo-x86_64-linux-gnu.tar.gz']
+
+    def get_commit_executable_urls(self, commit_nb: int) -> list[str]:
+        commit_info = bughog_service.find_commit_executable_info(self.subject_name, commit_nb)
+        if commit_info is None:
+            return []
+        return [commit_info['base_url'] + 'servo-latest.tar.gz']
 
     def get_nearest_commit_with_executable(
         self, target_commit_nb: int, lower_bound: int, upper_bound: int
@@ -48,5 +41,4 @@ def get_nearest_commit_with_executable(
         return commit_info.get('nb') if commit_info else None
 
     def get_commit_url(self, commit_nb: int, commit_id: str | None) -> str | None:
-        commit_info = bughog_service.find_commit_info(self.subject_name, commit_nb)
-        return commit_info.get('url') if commit_info else None
+        return f'https://github.com/servo/servo/commit/{commit_id}'
diff --git a/bughog/version_control/conversion/bughog_service.py b/bughog/version_control/conversion/bughog_service.py
index 1ae9ddb4..7fcdb3ae 100644
--- a/bughog/version_control/conversion/bughog_service.py
+++ b/bughog/version_control/conversion/bughog_service.py
@@ -5,6 +5,7 @@
 from urllib.parse import urljoin, urlparse
 
 from bughog.util import ResourceNotFound, request_json
+from bughog.version_control.version import Version
 
 logger = logging.getLogger(__name__)
 
@@ -69,24 +70,35 @@ def find_nearest_commit_with_executable(
 
 
 @lru_cache(maxsize=LRU_CACHE_SIZE)
-def find_version_commit(
-    subject_name: str, major_version: int, has_public_executable: bool | None = None
-) -> tuple[int, str]:
+def find_version_info(subject_name: str, version: Version, has_public_executable: bool | None = None) -> dict[str, Any]:
     """
-    We return the earliest commit associated with the given major version.
-    This way, the function will remain consistent as new commits associated with the same version are pushed.
+    Returns the earliest version entry associated with the given version.
+
+    If the full version does not result in a valid entry, it falls back to
+    shorter version segments (e.g., M.m.p -> M.m -> M).
     """
-    url = urljoin(BASE_URL, f'{subject_name}/versions/{major_version}')
-    if has_public_executable is not None:
-        url += f'?has_executable={str(has_public_executable).lower()}'
-    version_list = __fetch_list(url)
-    if len(version_list) == 0:
-        raise Exception('BugHog service responded with an empty list.')
-    commit_info = version_list[0].get('commit_info', {})
-    commit_nb, commit_id = commit_info.get('nb'), commit_info.get('id')
-    if commit_nb is None or commit_id is None or not isinstance(commit_nb, int) or not isinstance(commit_id, str):
-        raise Exception('BugHog service response did not include a valid commit number and/or id.')
-    return commit_nb, commit_id
+    attempts = [str(version)]
+
+    s = 1
+    while True:
+        v_truncated = version.truncate(s)
+        if v_truncated is None:
+            break
+        v_str = str(v_truncated)
+        if v_str not in attempts:
+            attempts.append(v_str)
+        s += 1
+
+    for attempt_version_str in attempts:
+        url = urljoin(BASE_URL, f'{subject_name}/versions/{attempt_version_str}')
+        if has_public_executable is not None:
+            url += f'?has_executable={str(has_public_executable).lower()}'
+
+        version_list = __fetch_list(url)
+        if len(version_list) > 0:
+            return version_list[0]
+
+    raise Exception(f'BugHog service responded with an empty or invalid list for all version attempts: {attempts}.')
 
 
 @lru_cache(maxsize=LRU_CACHE_SIZE)
@@ -96,13 +108,12 @@ def find_all_versions(subject_name: str) -> list[dict]:
 
 
 @lru_cache(maxsize=LRU_CACHE_SIZE)
-def find_latest_major_version(subject_name: str) -> int:
+def find_latest_major_version(subject_name: str) -> Version:
     url = urljoin(BASE_URL, f'{subject_name}/versions/latest')
-    version_info = __fetch_dict(url)
-    major_version = version_info.get('major_version')
-    if major_version is None or not isinstance(major_version, int):
+    version_str = __fetch_dict(url).get('version')
+    if version_str is None:
         raise Exception('BugHog service response did not include a valid major version.')
-    return major_version
+    return Version(version_str)
 
 
 def __fetch(url: str) -> dict | list | None:
diff --git a/bughog/version_control/state/base.py b/bughog/version_control/state/base.py
index 3cef12fa..45b2b926 100644
--- a/bughog/version_control/state/base.py
+++ b/bughog/version_control/state/base.py
@@ -8,28 +8,30 @@
 
 from bughog.evaluation.experiment_result import ExperimentResult
 from bughog.subject.state_oracle import StateOracle
+from bughog.version_control.version import Version
 
 
 @dataclass(frozen=True)
 class ShallowState:
     type: str
-    major_version: int | None
+    version: Version | None
     commit_nb: int | None
     commit_id: str | None
 
     @property
     def dict(self) -> dict:
+        # 'major_version' is always written (e.g. 120 for Chromium, 0 for Servo).
+        # 'version' is additionally written when the major version is 0 (e.g. 0.1.1 for Servo),
+        # since major_version alone is insufficient to identify the release in that case.
         fields = {
             'type': self.type,
-            'major_version': self.major_version,
+            'major_version': self.version.major if self.version is not None else None,
+            'version': str(self.version) if self.version is not None and self.version.major == 0 else None,
             'commit_nb': self.commit_nb,
             'commit_id': self.commit_id,
         }
         return {k: v for k, v in fields.items() if v is not None}
 
-    def to_deep_state(self, subject_type: str, subject_name: str) -> State:
-        return State.from_dict(subject_type, subject_name, self.dict)
-
 
 class State(ABC):
     def __init__(self, oracle: StateOracle):
@@ -70,12 +72,8 @@ def has_same_outcome(self, other: State) -> bool:
             )
 
     @property
-    def name(self) -> str:
-        return self.get_name(self.index)
-
-    @staticmethod
     @abstractmethod
-    def get_name(index: int) -> str:
+    def name(self) -> str:
         pass
 
     @property
@@ -116,27 +114,6 @@ def deserialize(pickled_str: str) -> State:
     def to_dict(self) -> dict:
         return self.to_shallow_state().dict
 
-    @staticmethod
-    def from_dict(subject_type: str, subject_name: str, data: dict) -> State:
-        from bughog.subject import factory
-        from bughog.version_control.state.commit_state import CommitState
-        from bughog.version_control.state.release_state import ReleaseState
-
-        subject_class = factory.get_subject(subject_type, subject_name)
-        oracle = subject_class.state_oracle
-        commit_nb = data.get('commit_nb')
-        commit_id = data.get('commit_id')
-        major_version = data.get('major_version')
-        match data['type']:
-            case 'commit':
-                return CommitState(oracle, commit_nb=commit_nb, commit_id=commit_id)
-            case 'release':
-                if major_version is None:
-                    raise ValueError('major_version is required for release states.')
-                return ReleaseState(oracle, release_version=major_version, commit_nb=commit_nb, commit_id=commit_id)
-            case _:
-                raise Exception(f'Unknown state type: {data["type"]}')
-
     def has_available_executable(self) -> bool:
         return self.has_artisanal_executable() or self.has_public_executable()
 
@@ -183,7 +160,4 @@ def __repr__(self) -> str:
     def __eq__(self, other: object) -> bool:
         if not isinstance(other, State):
             return False
-        return self.index == other.index
-
-    def __hash__(self) -> int:
-        return hash(self.index)
+        return self.__hash__() == other.__hash__()
diff --git a/bughog/version_control/state/commit_state.py b/bughog/version_control/state/commit_state.py
index 46c01eec..d1706a8d 100644
--- a/bughog/version_control/state/commit_state.py
+++ b/bughog/version_control/state/commit_state.py
@@ -29,9 +29,9 @@ def __init__(self, oracle: StateOracle, commit_id: str | None = None, commit_nb:
         if self._commit_nb is not None and not self.oracle.is_valid_commit_nb(self._commit_nb):
             raise ValueError(f"Invalid commit number '{self._commit_nb}'.")
 
-    @staticmethod
-    def get_name(index: int) -> str:
-        return f'c_{index}'
+    @property
+    def name(self) -> str:
+        return f'c_{self.index}'
 
     @property
     def type(self) -> Literal['commit']:
@@ -58,13 +58,13 @@ def to_dict(self) -> dict:
         return {k: v for k, v in fields.items() if v is not None}
 
     def has_public_executable(self) -> bool:
-        # We ignore states without a commite id.
+        # We ignore states without a commit id.
         if self.commit_id is None:
             return False
-        return self.oracle.has_public_executable(self.commit_nb, 'commit')
+        return self.oracle.has_public_commit_executable(self.commit_nb)
 
     def get_executable_source_urls(self) -> list[str]:
-        return self.oracle.get_executable_download_urls(self.commit_nb, 'commit')
+        return self.oracle.get_commit_executable_urls(self.commit_nb)
 
     def to_shallow_state(self) -> ShallowState:
         return ShallowState('commit', None, self.commit_nb, self.commit_id)
@@ -74,3 +74,6 @@ def __str__(self):
 
     def __repr__(self):
         return f'CommitState(number: {self.commit_nb}, id: {self.commit_id})'
+
+    def __hash__(self) -> int:
+        return hash((self.type, self.commit_id, self.commit_nb))
diff --git a/bughog/version_control/state/release_state.py b/bughog/version_control/state/release_state.py
index 0c547a26..9ac2fbc8 100644
--- a/bughog/version_control/state/release_state.py
+++ b/bughog/version_control/state/release_state.py
@@ -4,23 +4,30 @@
 from bughog.version_control.state.base import ShallowState, State
 from bughog.version_control.state.commit_state import CommitState
 from bughog.version_control.state_not_found import StateNotFound
+from bughog.version_control.version import Version
 
 
 class ReleaseState(State):
     def __init__(
-        self, oracle: StateOracle, release_version: int, commit_nb: int | None = None, commit_id: str | None = None
+        self,
+        oracle: StateOracle,
+        release_version: Version,
+        index: int | None = None,
+        commit_nb: int | None = None,
+        commit_id: str | None = None,
     ):
         super().__init__(oracle)
         self.release_version = release_version
+        self._index = index if index is not None else release_version.major
         if commit_nb is None or commit_id is None:
             self._commit_nb, self.commit_id = self.oracle.find_commit_of_release(self.release_version)
         else:
             self._commit_nb = commit_nb
             self.commit_id = commit_id
 
-    @staticmethod
-    def get_name(index: int) -> str:
-        return f'v_{index}'
+    @property
+    def name(self) -> str:
+        return f'v_{str(self.release_version)}'
 
     @property
     def type(self) -> Literal['release']:
@@ -28,7 +35,7 @@ def type(self) -> Literal['release']:
 
     @property
     def index(self) -> int:
-        return self.release_version
+        return self._index
 
     @property
     def commit_nb(self) -> int:
@@ -39,10 +46,10 @@ def commit_url(self) -> Optional[str]:
         return None
 
     def has_public_executable(self) -> bool:
-        return self.oracle.has_public_executable(self.release_version, self.type)
+        return self.oracle.has_public_release_executable(self.release_version)
 
     def get_executable_source_urls(self) -> list[str]:
-        return self.oracle.get_executable_download_urls(self.release_version, self.type)
+        return self.oracle.get_release_executable_urls(self.release_version)
 
     def convert_to_commit_state(self) -> CommitState:
         try:
@@ -61,7 +68,10 @@ def to_shallow_state(self) -> ShallowState:
         return ShallowState('release', self.release_version, self.commit_nb, self.commit_id)
 
     def __str__(self):
-        return f'VersionState(version: {self.release_version}, rev: {self.commit_nb})'
+        return f'ReleaseState(version: {self.release_version}, rev: {self.commit_nb})'
 
     def __repr__(self):
-        return f'VersionState(version: {self.release_version}, rev: {self.commit_nb})'
+        return f'ReleaseState(version: {self.release_version}, rev: {self.commit_nb})'
+
+    def __hash__(self) -> int:
+        return hash((self.type, self.release_version))
diff --git a/bughog/version_control/state_factory.py b/bughog/version_control/state_factory.py
index fb1dd2bc..a38c212e 100644
--- a/bughog/version_control/state_factory.py
+++ b/bughog/version_control/state_factory.py
@@ -1,88 +1,142 @@
 from __future__ import annotations
 
+from abc import ABC, abstractmethod
+from typing import Iterator
+
 from bughog.database.mongo.mongodb import MongoDB
 from bughog.exceptions import UserError
 from bughog.parameters import EvaluationParameters
+from bughog.subject import factory
 from bughog.subject.state_oracle import StateOracle
-from bughog.version_control.state.base import State
+from bughog.version_control.state.base import ShallowState, State
 from bughog.version_control.state.commit_state import CommitState
 from bughog.version_control.state.release_state import ReleaseState
+from bughog.version_control.version import Version
 
 
-class StateFactory:
-    def __init__(self, state_oracle: StateOracle, eval_params: EvaluationParameters) -> None:
-        """
-        Create a state factory object with the given evaluation parameters and boundary indices.
+class StateFactory(ABC):
+    def __init__(self, oracle: StateOracle, eval_params: EvaluationParameters) -> None:
+        self._oracle = oracle
+        self._eval_params = eval_params
+        self.boundary_states: tuple[State, State] = self._create_boundary_states()
 
-        :param eval_params: The evaluation parameters.
-        """
-        self.__oracle = state_oracle
-        self.__eval_params = eval_params
-        self.boundary_states = self.__create_boundary_states()
+    @abstractmethod
+    def _create_boundary_states(self) -> tuple[State, State]:
+        pass
 
+    @abstractmethod
     def create_state(self, index: int) -> State:
-        """
-        Create a state object associated with the given index.
-        The given index represents:
-        - A major version number if `self.eval_params.evaluation_range.major_version_range` is True.
-        - A revision number otherwise.
-
-        :param index: The index of the state.
-        """
-        eval_range = self.__eval_params.evaluation_range
-        if eval_range.only_release_commits:
-            return self.__create_release_state(index)
+        pass
+
+    @abstractmethod
+    def create_state_from_dict(self, state_dict: dict) -> State:
+        pass
+
+    def create_evaluated_state(self, state_dict: dict) -> State:
+        state = self.create_state_from_dict(state_dict)
+        state.result_variables = set(tuple(item) for item in state_dict['result']['variables'])
+        state.result_attempt = state_dict['result'].get('attempt', 1)
+        return state
+
+    def create_evaluated_states(self, dirty: bool | None = None) -> Iterator[State]:
+        for state_dict in MongoDB().get_evaluated_states(self._eval_params, self.boundary_states, dirty=dirty):
+            yield self.create_evaluated_state(state_dict)
+
+
+class ReleaseStateFactory(StateFactory):
+    def _create_boundary_states(self) -> tuple[ReleaseState, ReleaseState]:
+        versions = self._eval_params.evaluation_range.versions
+        if not versions:
+            raise UserError(f'No release versions found in the given range for {self._oracle.subject_name}.')
+        if self._oracle.only_artisanal and self._oracle.count_artisanal_executables('release') < 2:
+            raise UserError(f'Not enough artisanal release executables provided for {self._oracle.subject_name}.')
+        return (
+            self.create_state(0),
+            self.create_state(len(versions) - 1),
+        )
+
+    def create_state(self, index: int) -> ReleaseState:
+        versions = self._eval_params.evaluation_range.versions
+        if not versions:
+            raise UserError('ReleaseStateFactory requires a list of versions.')
+        return ReleaseState(self._oracle, versions[index], index=index)
+
+    def create_state_from_dict(self, state_dict: dict) -> ReleaseState:
+        all_versions = self._eval_params.evaluation_range.versions
+        assert all_versions is not None, 'ReleaseStateFactory requires a list of versions.'
+
+        state = state_dict.get('state', {})
+        commit_nb = state.get('commit_nb')
+        commit_id = state.get('commit_id')
+        # Prefer 'version' (present for 0.x.y releases like Servo). Fall back to 'major_version'
+        # for backwards compatibility with older documents that only stored the integer major version.
+        raw_version = state.get('version') if state.get('version') is not None else state.get('major_version')
+        if raw_version is not None:
+            release_version = Version(str(raw_version))
         else:
-            return self.__create_commit_state(index)
-
-    def __create_boundary_states(self) -> tuple[State, State]:
-        """
-        Create the boundary state objects for the evaluation range.
-        """
-        eval_range = self.__eval_params.evaluation_range
-
-        # Check whether the user provided enough artisanal binaries for subject types that only rely on those.
-        state_type = 'release' if eval_range.only_release_commits else 'commit'
-        if self.__oracle.only_artisanal and self.__oracle.count_artisanal_executables(state_type) < 2:
-            raise UserError(f'Not enough artisanal {state_type} executables provided for {self.__oracle.subject_name}.')
-
-        if eval_range.major_version_range:
-            first_state = self.__create_release_state(eval_range.major_version_range[0])
-            last_state = self.__create_release_state(eval_range.major_version_range[1])
-            if not eval_range.only_release_commits:
-                # Only commits will be considered.
-                first_state = first_state.convert_to_commit_state()
-                if self.__oracle.get_most_recent_major_release_version() == last_state.index:
-                    # If the upper boundary is the most recent major release, we simply set the latest commit as upper boundary.
-                    last_commit = self.__oracle.get_most_recent_commit_nb()
-                    last_state = self.__create_commit_state(last_commit)
-                else:
-                    last_state = last_state.convert_to_commit_state()
+            raise ValueError('Release states must have a version.')
+
+        index = all_versions.index(release_version)
+        return ReleaseState(self._oracle, release_version, index, commit_nb, commit_id)
+
+
+class CommitStateFactory(StateFactory):
+    def _create_boundary_states(self) -> tuple[CommitState, CommitState]:
+        eval_range = self._eval_params.evaluation_range
+        if self._oracle.only_artisanal and self._oracle.count_artisanal_executables('commit') < 2:
+            raise UserError(f'Not enough artisanal commit executables provided for {self._oracle.subject_name}.')
+        if eval_range.versions:
+            nb_of_versions = len(eval_range.versions)
+            first_state = ReleaseState(self._oracle, eval_range.versions[0], index=0).convert_to_commit_state()
+            last_release = ReleaseState(self._oracle, eval_range.versions[-1], index=nb_of_versions - 1)
+            if self._oracle.get_latest_supported_release_version().major == last_release.index:
+                last_state = CommitState(self._oracle, commit_nb=self._oracle.get_most_recent_commit_nb())
+            else:
+                last_state = last_release.convert_to_commit_state()
+            return first_state, last_state
+        elif eval_range.version_range:
+            first_state = ReleaseState(self._oracle, eval_range.version_range[0]).convert_to_commit_state()
+            last_release = ReleaseState(self._oracle, eval_range.version_range[1])
+            if self._oracle.get_latest_supported_release_version().major == last_release.index:
+                last_state = CommitState(self._oracle, commit_nb=self._oracle.get_most_recent_commit_nb())
+            else:
+                last_state = last_release.convert_to_commit_state()
             return first_state, last_state
         elif eval_range.commit_nb_range:
-            if eval_range.only_release_commits:
-                raise ValueError('Release revisions are not allowed in this evaluation range')
             return (
-                self.__create_commit_state(eval_range.commit_nb_range[0]),
-                self.__create_commit_state(eval_range.commit_nb_range[1]),
+                CommitState(self._oracle, commit_nb=eval_range.commit_nb_range[0]),
+                CommitState(self._oracle, commit_nb=eval_range.commit_nb_range[1]),
             )
-        else:
-            raise ValueError('No evaluation range specified')
-
-    def create_evaluated_states(self) -> list[State]:
-        """
-        Create evaluated state objects within the evaluation range where the result is fetched from the database.
-        """
-        return MongoDB().get_evaluated_states(self.__eval_params, self.boundary_states)
-
-    def __create_release_state(self, index: int) -> ReleaseState:
-        """
-        Create a version state object associated with the given index.
-        """
-        return ReleaseState(self.__oracle, index)
-
-    def __create_commit_state(self, index: int) -> CommitState:
-        """
-        Create a revision state object associated with the given index.
-        """
-        return CommitState(self.__oracle, commit_nb=index)
+        raise ValueError('CommitStateFactory requires a version_range or commit_nb_range.')
+
+    def create_state(self, index: int) -> CommitState:
+        return CommitState(self._oracle, commit_nb=index)
+
+    def create_state_from_dict(self, state_dict: dict) -> CommitState:
+        commit_nb = state_dict.get('state', {}).get('commit_nb')
+        commit_id = state_dict.get('state', {}).get('commit_id')
+        return CommitState(self._oracle, commit_nb=commit_nb, commit_id=commit_id)
+
+
+def create_state_factory(eval_params: EvaluationParameters) -> StateFactory:
+    subject = factory.get_subject_from_params(eval_params.subject_configuration)
+    if eval_params.evaluation_range.only_release_commits:
+        return ReleaseStateFactory(subject.state_oracle, eval_params)
+    return CommitStateFactory(subject.state_oracle, eval_params)
+
+
+def create_state_from_shallow_state(shallow_state: ShallowState, subject_type: str, subject_name: str) -> State:
+    subject_class = factory.get_subject(subject_type, subject_name)
+    oracle = subject_class.state_oracle
+    commit_nb = shallow_state.commit_nb
+    commit_id = shallow_state.commit_id
+    match shallow_state.type:
+        case 'commit':
+            return CommitState(oracle, commit_nb=commit_nb, commit_id=commit_id)
+        case 'release':
+            version = shallow_state.version
+            if version is None:
+                raise ValueError('Release states must have a version.')
+            return ReleaseState(oracle, version, commit_nb=commit_nb, commit_id=commit_id)
+        case _:
+            raise Exception(f'Unknown state type: {shallow_state.type}')
diff --git a/bughog/version_control/version.py b/bughog/version_control/version.py
index 35f740c9..ece22db2 100644
--- a/bughog/version_control/version.py
+++ b/bughog/version_control/version.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 from functools import total_ordering
 from typing import Any
 
@@ -11,7 +13,8 @@ class Version:
     logic like 'selectable_version' and consistent padding.
     """
 
-    def __init__(self, version_str: str):
+    def __init__(self, version_str_or_int: str | int):
+        version_str = str(version_str_or_int)
         self._original_str = version_str
         # Handle formats like "0.0.1-<hash>" (Servo).
         # PEP 440 local versions use '+' (e.g. 0.0.1+hash).
@@ -34,6 +37,10 @@ def minor(self) -> int:
     def patch(self) -> int:
         return self._v.micro
 
+    @property
+    def base_version(self) -> str:
+        return self._v.base_version
+
     @property
     def is_pre_release(self) -> bool:
         return self.major == 0
@@ -70,11 +77,68 @@ def padded(self, segment_length: int = 4) -> str:
             return f'{padded_base}-{self._v.local}'
         return padded_base
 
+    def next_padded(self, segment_length: int = 4) -> str:
+        """
+        Returns the padded version string of the next version (last segment incremented by 1),
+        suitable as an exclusive upper bound in lexicographic range queries.
+        Example: Version('0.0.6').next_padded() == '0000.0000.0007'
+                 Version('145').next_padded()   == '0146'
+        """
+        release = list(self._v.release)
+        release[-1] += 1
+        return '.'.join(str(s).zfill(segment_length) for s in release)
+
+    def matches(self, other: Any) -> bool:
+        """
+        Returns True if this version 'could' be the other version.
+        This is primarily a prefix match on version segments.
+        Example:
+        - Version('12').matches(Version('12.0.1')) -> True
+        - Version('13.1').matches(Version('13.1.2')) -> True
+        - Version('13.1').matches(Version('13.2')) -> False
+        """
+        if not isinstance(other, Version):
+            return NotImplemented
+
+        if len(self._v.release) <= len(other._v.release):
+            if other._v.release[: len(self._v.release)] != self._v.release:
+                return False
+        else:
+            if self != other:
+                return False
+
+        if self._v.local is not None:
+            return self._v.local == other._v.local
+
+        return True
+
+    def truncate(self, segments: int = 1) -> Version | None:
+        """
+        Returns a new Version truncated by the specified number of segments.
+        Example:
+        - Version('12.0.1').truncate(1) -> Version('12.0')
+        - Version('12.0.1').truncate(2) -> Version('12')
+        - Version('12.0.1').truncate(3) -> None
+        """
+        if segments < 1:
+            raise ValueError('Segments must be at least 1')
+
+        keep = len(self._v.release) - segments
+        if keep <= 0:
+            return None
+
+        truncated_release = self._v.release[:keep]
+        truncated_version_str = '.'.join(str(s) for s in truncated_release)
+        return Version(truncated_version_str)
+
     def __eq__(self, other: Any) -> bool:
         if not isinstance(other, Version):
             return NotImplemented
         return self._v == other._v
 
+    def __hash__(self) -> int:
+        return hash(self._v)
+
     def __lt__(self, other: Any) -> bool:
         if not isinstance(other, Version):
             return NotImplemented
diff --git a/bughog/web/vue/src/composables/useEvalParams.js b/bughog/web/vue/src/composables/useEvalParams.js
index b6c0b661..52fad784 100644
--- a/bughog/web/vue/src/composables/useEvalParams.js
+++ b/bughog/web/vue/src/composables/useEvalParams.js
@@ -20,6 +20,7 @@ const DEFAULT_EVAL_PARAMS = {
   extensions: [],
   experiments: [],
   version_range: [-1, -1],
+  versions: null,
   lower_commit_nb: null,
   upper_commit_nb: null,
   only_release_commits: true,
diff --git a/bughog/web/vue/src/composables/useSubjectAvailability.js b/bughog/web/vue/src/composables/useSubjectAvailability.js
index b3963917..d95dd3d3 100644
--- a/bughog/web/vue/src/composables/useSubjectAvailability.js
+++ b/bughog/web/vue/src/composables/useSubjectAvailability.js
@@ -62,6 +62,11 @@ export function useSubjectAvailability(post_init_callback) {
                 const subject = this.get_subject_by_name(subject_type, subject_name);
                 return subject === null ? [-1, -1] : [subject.min_version, subject.max_version];
             }
+        },
+
+        get_subject_available_versions(subject_type, subject_name) {
+            const subject = this.get_subject_by_name(subject_type, subject_name);
+            return subject === null ? [] : subject.available_versions;
         }
     }
 
diff --git a/bughog/web/vue/src/views/Home.vue b/bughog/web/vue/src/views/Home.vue
index 1b8cb085..a3bc80ab 100644
--- a/bughog/web/vue/src/views/Home.vue
+++ b/bughog/web/vue/src/views/Home.vue
@@ -35,7 +35,10 @@ export default {
     const { evalParams, resetEvalParams } = useEvalParams()
     const { serverInfo, updateServerInfo, bannerMessage } = useServerInfo();
     const { subject_availability } = useSubjectAvailability(() => {
-      evalParams.version_range = subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name);
+      const versions = subject_availability.get_subject_available_versions(evalParams.subject_type, evalParams.subject_name);
+      if (versions.length > 0) {
+        evalParams.version_range = [versions[0], versions[versions.length - 1]];
+      }
     });
     const socketHandlers = {
         onOpen: () => {},
@@ -108,12 +111,40 @@ export default {
         return `Connecting to database...`;
       }
     },
+    "slider_available_versions": function () {
+      return this.subject_availability.get_subject_available_versions(this.evalParams.subject_type, this.evalParams.subject_name);
+    },
     "computed_slider_merge": function () {
-      const version_range = this.subject_availability.get_subject_version_range(this.evalParams.subject_type, this.evalParams.subject_name);
-      return Math.ceil((version_range[1] - version_range[0]) / 7);
+      return Math.ceil(this.slider_available_versions.length / 7);
+    },
+    "slider_format": function () {
+      const versions = this.slider_available_versions;
+      return (idx) => versions[idx] ?? idx;
+    },
+    "slider_index_range": {
+      get() {
+        const versions = this.slider_available_versions;
+        if (versions.length === 0) return [0, 0];
+        const start = versions.indexOf(String(this.evalParams.version_range[0]));
+        const end = versions.indexOf(String(this.evalParams.version_range[1]));
+        return [
+          start === -1 ? 0 : start,
+          end === -1 ? versions.length - 1 : end,
+        ];
+      },
+      set(newIndices) {
+        const versions = this.slider_available_versions;
+        if (versions.length > 0) {
+          this.evalParams.version_range = [versions[newIndices[0]], versions[newIndices[1]]];
+          this.update_versions();
+        }
+      },
     }
   },
   watch: {
+    "evalParams.only_release_commits": function (val) {
+      this.update_versions();
+    },
     "selected.experiment": function (val) {
       if (val !== null) {
         this.hide_poc_editor = false;
@@ -141,6 +172,7 @@ export default {
       if (subject_names !== null && subject_names.length > 0) {
         this.evalParams.subject_name = subject_names[0];
       }
+      this.update_versions();
       this.get_projects(() => {
         if (this.projects.length === 1) {
           this.evalParams.project_name = this.projects[0];
@@ -155,7 +187,11 @@ export default {
         console.log("Unsetting subject");
       } else {
         console.log("Setting subject: " + subject_name)
-        this.evalParams.version_range = this.subject_availability.get_subject_version_range(this.evalParams.subject_type, subject_name);
+        const versions = this.subject_availability.get_subject_available_versions(this.evalParams.subject_type, subject_name);
+        if (versions.length > 0) {
+          this.evalParams.version_range = [versions[0], versions[versions.length - 1]];
+        }
+        this.update_versions();
         if (this.$refs.gantt) {
           this.$refs.gantt.clear_plot();
         }
@@ -234,6 +270,8 @@ export default {
       this.sendWithSocket({ get: ['all'] });
     }
 
+    this.update_versions();
+
     this.get_projects();
     const path = `/api/poc/domain/`;
     axios.get(path)
@@ -290,6 +328,15 @@ export default {
         }
       }
     },
+    update_versions() {
+      if (this.evalParams.only_release_commits) {
+        const versions = this.slider_available_versions;
+        const [start, end] = this.slider_index_range;
+        this.evalParams.versions = versions.slice(start, end + 1);
+      } else {
+        this.evalParams.versions = null;
+      }
+    },
     openLab(poc_name) {
       const routeData = this.$router.resolve({
         name: 'lab',
@@ -485,12 +532,12 @@ export default {
               <div class="w-5/6 m-auto pt-12">
                 <Slider
                   ref="version_slider"
-                  v-model="evalParams.version_range"
-                  :lazy=true
-                  :min="subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name)[0]"
-                  :max="subject_availability.get_subject_version_range(evalParams.subject_type, evalParams.subject_name)[1]"
+                  v-model="slider_index_range"
+                  :min="0"
+                  :max="Math.max(0, slider_available_versions.length - 1)"
                   :merge="computed_slider_merge"
-                  :disabled=false
+                  :disabled="slider_available_versions.length === 0"
+                  :format="slider_format"
                   class="slider"
                   @change="propagate_new_params"
                 />
diff --git a/test/parameters/test_parameters.py b/test/parameters/test_parameters.py
index 578e63a5..098e2786 100644
--- a/test/parameters/test_parameters.py
+++ b/test/parameters/test_parameters.py
@@ -11,6 +11,7 @@
     create_experiment_params,
 )
 from bughog.version_control.state.base import ShallowState
+from bughog.version_control.version import Version
 
 
 def _db():
@@ -27,6 +28,7 @@ def _state():
 
 # --- SubjectConfiguration ---
 
+
 class TestSubjectConfiguration:
     def test_from_dict_defaults(self):
         config = SubjectConfiguration.from_dict({'subject_type': 'browser', 'subject_name': 'chromium'})
@@ -35,13 +37,15 @@ def test_from_dict_defaults(self):
         assert config.extensions == []
 
     def test_from_dict_explicit_fields(self):
-        config = SubjectConfiguration.from_dict({
-            'subject_type': 'js_engine',
-            'subject_name': 'v8',
-            'subject_setting': 'headless',
-            'cli_options': ['--flag'],
-            'extensions': ['ext'],
-        })
+        config = SubjectConfiguration.from_dict(
+            {
+                'subject_type': 'js_engine',
+                'subject_name': 'v8',
+                'subject_setting': 'headless',
+                'cli_options': ['--flag'],
+                'extensions': ['ext'],
+            }
+        )
         assert config.subject_setting == 'headless'
         assert config.cli_options == ['--flag']
         assert config.extensions == ['ext']
@@ -59,16 +63,17 @@ def test_to_dict_roundtrip(self):
 
 # --- EvaluationRange ---
 
+
 class TestEvaluationRange:
     def test_version_range(self):
-        r = EvaluationRange(major_version_range=(100, 120))
-        assert r.major_version_range == (100, 120)
+        r = EvaluationRange(version_range=(Version('100'), Version('120')))
+        assert r.version_range == (Version('100'), Version('120'))
         assert r.commit_nb_range is None
 
     def test_commit_range(self):
         r = EvaluationRange(commit_nb_range=(1000, 2000))
         assert r.commit_nb_range == (1000, 2000)
-        assert r.major_version_range is None
+        assert r.version_range is None
 
     def test_equal_bounds_allowed(self):
         EvaluationRange(commit_nb_range=(500, 500))
@@ -79,7 +84,7 @@ def test_neither_range_raises(self):
 
     def test_inverted_version_range_raises(self):
         with pytest.raises(AssertionError):
-            EvaluationRange(major_version_range=(120, 100))
+            EvaluationRange(version_range=(Version('120'), Version('100')))
 
     def test_inverted_commit_range_raises(self):
         with pytest.raises(AssertionError):
@@ -87,11 +92,11 @@ def test_inverted_commit_range_raises(self):
 
     def test_from_dict_version_range(self):
         r = EvaluationRange.from_dict({'version_range': ['100', '120']})
-        assert r.major_version_range == (100, 120)
+        assert r.version_range == (Version('100'), Version('120'))
 
     def test_from_dict_version_range_full_version(self):
         r = EvaluationRange.from_dict({'version_range': ['100.0.1', '120.5.2']})
-        assert r.major_version_range == (100, 120)
+        assert r.version_range == (Version('100.0.1'), Version('120.5.2'))
 
     def test_from_dict_commit_range(self):
         r = EvaluationRange.from_dict({'lower_commit_nb': '1000', 'upper_commit_nb': '2000'})
@@ -113,6 +118,7 @@ def test_from_dict_partial_commit_range_returns_none(self):
 
 # --- SequenceConfiguration ---
 
+
 class TestSequenceConfiguration:
     def test_defaults(self):
         config = SequenceConfiguration.from_dict({})
@@ -121,11 +127,13 @@ def test_defaults(self):
         assert config.search_strategy is None
 
     def test_explicit_values(self):
-        config = SequenceConfiguration.from_dict({
-            'nb_of_containers': '4',
-            'sequence_limit': '100',
-            'search_strategy': 'bgb',
-        })
+        config = SequenceConfiguration.from_dict(
+            {
+                'nb_of_containers': '4',
+                'sequence_limit': '100',
+                'search_strategy': 'bgb',
+            }
+        )
         assert config.nb_of_containers == 4
         assert config.sequence_limit == 100
         assert config.search_strategy == 'bgb'
@@ -133,6 +141,7 @@ def test_explicit_values(self):
 
 # --- DatabaseParameters ---
 
+
 class TestDatabaseParameters:
     def test_str(self):
         assert str(DatabaseParameters('host', 'user', 'pass', 'db', 0)) == 'user@host:27017/db'
@@ -147,6 +156,7 @@ def test_from_dict_roundtrip(self):
 
 # --- ExperimentParameters serialization ---
 
+
 class TestExperimentParametersSerialization:
     def test_serialize_returns_string(self):
         params = ExperimentParameters('proj', 'poc', _subject(), _state(), _db())
@@ -159,6 +169,7 @@ def test_serialize_deserialize_roundtrip(self):
 
 # --- create_experiment_params ---
 
+
 class TestCreateExperimentParams:
     def _base(self):
         return {
@@ -184,13 +195,13 @@ def test_with_major_version(self):
         data = {**self._base(), 'major_version': 100}
         params = create_experiment_params(data, _db())
         assert params.state.type == 'version'
-        assert params.state.major_version == 100
+        assert params.state.version == 100
 
     def test_with_full_version(self):
         data = {**self._base(), 'major_version': '100.0.1234'}
         params = create_experiment_params(data, _db())
         assert params.state.type == 'version'
-        assert params.state.major_version == 100
+        assert params.state.version == 100
 
     def test_missing_state_raises(self):
         with pytest.raises(MissingParametersError):
@@ -205,6 +216,7 @@ def test_project_and_poc_stored(self):
 
 # --- create_evaluation_params ---
 
+
 class TestCreateEvaluationParams:
     def _base(self):
         return {
diff --git a/test/sequence/test_sequence_strategy.py b/test/sequence/test_sequence_strategy.py
index 822f1c04..636b9305 100644
--- a/test/sequence/test_sequence_strategy.py
+++ b/test/sequence/test_sequence_strategy.py
@@ -6,6 +6,7 @@
 from bughog.search_strategy.sequence_strategy import SequenceStrategy
 from bughog.version_control.state.base import State
 from bughog.version_control.state_factory import StateFactory
+from bughog.version_control.version import Version
 
 
 class TestSequenceStrategy(unittest.TestCase):
@@ -30,7 +31,7 @@ def create_state_factory(
     ) -> StateFactory:
         eval_params = MagicMock(spec=EvaluationParameters)
         eval_params.evaluation_range = MagicMock(spec=EvaluationRange)
-        eval_params.evaluation_range.major_version_range = [0, 99]
+        eval_params.evaluation_range.version_range = [Version('0'), Version('99')]
 
         factory = MagicMock(spec=StateFactory)
         factory.__eval_params = eval_params
@@ -75,6 +76,7 @@ def create_state(
         if pending_func and pending_func(index):
             state.result_variables = None
 
+        state.__hash__ = lambda *_: hash(index)
         state.__eq__ = State.__eq__
         state.__repr__ = State.__repr__
         state.find_nearest_state_with_executable = MagicMock(side_effect=NotImplementedError)
diff --git a/test/states/test_state_oracle.py b/test/states/test_state_oracle.py
index 5809cc87..06364600 100644
--- a/test/states/test_state_oracle.py
+++ b/test/states/test_state_oracle.py
@@ -1,6 +1,7 @@
 import pytest
 
 from bughog.subject.state_oracle import StateOracle
+from bughog.version_control.version import Version
 
 
 class TestIsValidCommitId:
@@ -70,17 +71,21 @@ def test_no_match_returns_none(self):
 class TestGetEarliestTagWithMajor:
     def test_picks_earliest_minor_version(self):
         tags = ['v120.0.5', 'v120.0.1', 'v120.0.10', 'v121.0.0']
-        assert StateOracle._get_earliest_tag_with_major(tags, 120) == 'v120.0.1'
+        version = Version('120')
+        assert StateOracle._get_earliest_tag_version_match(tags, version) == 'v120.0.1'
 
     def test_ignores_other_major_versions(self):
         tags = ['v119.0.0', 'v121.0.0']
+        version = Version('120')
         with pytest.raises(ValueError):
-            StateOracle._get_earliest_tag_with_major(tags, 120)
+            StateOracle._get_earliest_tag_version_match(tags, version)
 
     def test_single_candidate(self):
         tags = ['v100.0.0', 'v200.0.0']
-        assert StateOracle._get_earliest_tag_with_major(tags, 100) == 'v100.0.0'
+        version = Version('100')
+        assert StateOracle._get_earliest_tag_version_match(tags, version) == 'v100.0.0'
 
     def test_empty_list_raises(self):
+        version = Version('100')
         with pytest.raises(ValueError):
-            StateOracle._get_earliest_tag_with_major([], 100)
+            StateOracle._get_earliest_tag_version_match([], version)
diff --git a/test/states/test_version.py b/test/states/test_version.py
index 31ba5bc7..1372ac58 100644
--- a/test/states/test_version.py
+++ b/test/states/test_version.py
@@ -1,4 +1,5 @@
 import pytest
+
 from bughog.version_control.version import Version
 
 
@@ -43,6 +44,8 @@ def test_version_comparison():
     assert Version('0.1.2') > Version('0.1.1')
     assert Version('0.1.2') < Version('1.0.0')
     assert Version('100.0.1') == Version('100.0.1')
+    assert hash(Version('100.0.1')) == hash(Version('100.0.1'))
+    assert len({Version('1.2.3'), Version('1.2.3')}) == 1
 
 
 def test_padded_version():
@@ -55,3 +58,26 @@ def test_padded_version():
 def test_invalid_version():
     with pytest.raises(Exception):
         Version('not-a-version')
+
+
+def test_version_matches():
+    # User examples
+    assert Version('12').matches(Version('12.0.1'))
+    assert Version('13.1').matches(Version('13.1.2'))
+    assert not Version('13.1').matches(Version('13.2'))
+
+    # Edge cases
+    assert Version('12.0').matches(Version('12'))
+    assert Version('12').matches(Version('12.0'))
+    assert Version('12.1.0').matches(Version('12.1'))
+    assert Version('12.1').matches(Version('12.1.0'))
+
+    # Semantic equality
+    assert Version('100.0.0').matches(Version('100'))
+    assert not Version('100.0.1').matches(Version('100'))
+
+    # Local segments (Servo style)
+    assert Version('0.0.1').matches(Version('0.0.1-abc123f'))
+    assert not Version('0.0.1-abc123f').matches(Version('0.0.1-def456'))
+    assert Version('0.0.1-abc123f').matches(Version('0.0.1-abc123f'))
+    assert not Version('0.0.1-abc123f').matches(Version('0.0.1'))

From 8237e734a440f9ed762207230d39997a850b52d6 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Tue, 14 Apr 2026 21:24:09 +0000
Subject: [PATCH 28/55] refactor: migrate tests from unittest to pytest

---
 .vscode/settings.json                         | 11 +---
 .../experiments/test_poc_parameter_parsing.py |  3 +-
 test/http_collector/test_collector.py         | 10 ++-
 .../test_biggest_gap_bisection_search.py      | 63 ++++++++++++-------
 .../test_biggest_gap_bisection_sequence.py    | 14 +++--
 test/sequence/test_composite_search.py        | 20 +++---
 test/sequence/test_sequence_strategy.py       |  3 +-
 test/states/test_state_result.py              |  4 +-
 8 files changed, 71 insertions(+), 57 deletions(-)

diff --git a/.vscode/settings.json b/.vscode/settings.json
index 0cb6b213..b9e39ed1 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -3,15 +3,8 @@
     "python.testing.pytestArgs": [
         "test"
     ],
-    "python.testing.pytestEnabled": false,
-    "python.testing.unittestArgs": [
-        "-v",
-        "-s",
-        "./test",
-        "-p",
-        "test_*.py"
-    ],
-    "python.testing.unittestEnabled": true,
+    "python.testing.pytestEnabled": true,
+    "python.testing.unittestEnabled": false,
     "[python]": {
         "editor.defaultFormatter": "charliermarsh.ruff",
         "editor.rulers": [100, 120],
diff --git a/test/experiments/test_poc_parameter_parsing.py b/test/experiments/test_poc_parameter_parsing.py
index 7eee0778..0af3dc8c 100644
--- a/test/experiments/test_poc_parameter_parsing.py
+++ b/test/experiments/test_poc_parameter_parsing.py
@@ -1,10 +1,9 @@
-import unittest
 from unittest.mock import mock_open, patch
 
 from bughog.evaluation.file_structure import File
 
 
-class TestPocParameterParsing(unittest.TestCase):
+class TestPocParameterParsing:
 
     def test_html_file_param_parsing(self):
         file = File('index.html', '/')
diff --git a/test/http_collector/test_collector.py b/test/http_collector/test_collector.py
index 40999a30..47e32f0c 100644
--- a/test/http_collector/test_collector.py
+++ b/test/http_collector/test_collector.py
@@ -1,5 +1,4 @@
 import time
-import unittest
 
 import requests
 
@@ -7,7 +6,7 @@
 from bughog.evaluation.collectors.requests import RequestCollector
 
 
-class TestCollector(unittest.TestCase):
+class TestCollector:
     @staticmethod
     def test_start_stop():
         collector = Collector([RequestCollector()])
@@ -33,7 +32,12 @@ def test_start_stop():
     def test_requests():
         collector = Collector([RequestCollector()])
         collector.start()
-        response_data = {'url': 'https://leak.test/report/?bughog_testvar=123', 'method': 'GET', 'headers': [], 'content': 'test'}
+        response_data = {
+            'url': 'https://leak.test/report/?bughog_testvar=123',
+            'method': 'GET',
+            'headers': [],
+            'content': 'test',
+        }
         requests.post('http://localhost:5001', json=response_data)
         time.sleep(1)
         collector.stop()
diff --git a/test/sequence/test_biggest_gap_bisection_search.py b/test/sequence/test_biggest_gap_bisection_search.py
index 03f5d790..f3eead6c 100644
--- a/test/sequence/test_biggest_gap_bisection_search.py
+++ b/test/sequence/test_biggest_gap_bisection_search.py
@@ -1,25 +1,25 @@
-import unittest
+import pytest
 
 from bughog.search_strategy.bgb_search import BiggestGapBisectionSearch
 from bughog.search_strategy.sequence_strategy import SequenceFinished
 from test.sequence.test_sequence_strategy import TestSequenceStrategy as helper
 
 
-class TestBiggestGapBisectionSearch(unittest.TestCase):
-
+class TestBiggestGapBisectionSearch:
     def test_sbg_search_always_available_search(self):
         state_factory = helper.create_state_factory(
-            helper.always_has_binary,
-            outcome_func=lambda x: True if x < 50 else False)
+            helper.always_has_binary, outcome_func=lambda x: True if x < 50 else False
+        )
         sequence = BiggestGapBisectionSearch(state_factory)
         index_sequence = [sequence.next(wait=False).index for _ in range(8)]
         assert index_sequence == [0, 99, 49, 74, 61, 55, 52, 50]
-        self.assertRaises(SequenceFinished, lambda: sequence.next(wait=False))
+        with pytest.raises(SequenceFinished):
+            sequence.next(wait=False)
 
     def test_sbg_search_even_available_search(self):
         state_factory = helper.create_state_factory(
-            helper.only_has_binaries_for_even,
-            outcome_func=lambda x: True if x < 35 else False)
+            helper.only_has_binaries_for_even, outcome_func=lambda x: True if x < 35 else False
+        )
         sequence = BiggestGapBisectionSearch(state_factory)
 
         assert sequence.next(wait=False).index == 0
@@ -32,17 +32,16 @@ def test_sbg_search_even_available_search(self):
             except SequenceFinished:
                 break
 
-        assert ([state.index for state in sequence._considered_states]
-                == [0, 24, 30, 32, 34, 36, 48, 98])
+        assert [state.index for state in sequence._considered_states] == [0, 24, 30, 32, 34, 36, 48, 98]
 
-        self.assertRaises(SequenceFinished, lambda: sequence.next(wait=False))
+        with pytest.raises(SequenceFinished):
+            sequence.next(wait=False)
         assert {(first.index, last.index) for (first, last) in sequence._unavailability_gap_pairs} == {(34, 36)}
 
-
     def test_sbg_search_few_available_search(self):
         state_factory = helper.create_state_factory(
-            helper.has_very_few_binaries,
-            outcome_func=lambda x: True if x < 35 else False)
+            helper.has_very_few_binaries, outcome_func=lambda x: True if x < 35 else False
+        )
         sequence = BiggestGapBisectionSearch(state_factory)
 
         assert sequence.next(wait=False).index == 0
@@ -61,14 +60,16 @@ def test_sbg_search_few_available_search(self):
         assert sequence.next(wait=False).index == 33
         assert [state.index for state in sequence._considered_states] == [0, 22, 33, 44, 99]
 
-        self.assertRaises(SequenceFinished, lambda: sequence.next(wait=False))
+        with pytest.raises(SequenceFinished):
+            sequence.next(wait=False)
         assert {(first.index, last.index) for (first, last) in sequence._unavailability_gap_pairs} == {(33, 44)}
 
     def test_sbg_search_few_available_search_complex(self):
         state_factory = helper.create_state_factory(
             helper.only_has_binaries_for_even,
             evaluated_indexes=[0, 12, 22, 34, 44, 56, 66, 78, 88, 98],
-            outcome_func=lambda x: True if x < 35 or 66 < x else False)
+            outcome_func=lambda x: True if x < 35 or 66 < x else False,
+        )
         sequence = BiggestGapBisectionSearch(state_factory)
 
         while True:
@@ -77,18 +78,34 @@ def test_sbg_search_few_available_search_complex(self):
             except SequenceFinished:
                 break
 
-        assert ([state.index for state in sequence._considered_states]
-                == [0, 12, 22, 34, 36, 38, 44, 56, 66, 68, 72, 78, 88, 98])
+        assert [state.index for state in sequence._considered_states] == [
+            0,
+            12,
+            22,
+            34,
+            36,
+            38,
+            44,
+            56,
+            66,
+            68,
+            72,
+            78,
+            88,
+            98,
+        ]
 
     def test_sbg_search_specific_error_case_1(self):
         state_factory = helper.create_state_factory(
             helper.always_has_binary,
             outcome_func=lambda x: True if x < 50 else False,
-            error_func=lambda x: True if x in [49, 50, 51] else False)
+            error_func=lambda x: True if x in [49, 50, 51] else False,
+        )
         sequence = BiggestGapBisectionSearch(state_factory)
         index_sequence = [sequence.next(wait=False).index for _ in range(15)]
         assert index_sequence == [0, 99, 49, 74, 24, 36, 61, 42, 55, 45, 52, 47, 50, 48, 51]
-        self.assertRaises(SequenceFinished, lambda: sequence.next(wait=False))
+        with pytest.raises(SequenceFinished):
+            sequence.next(wait=False)
 
     def test_sbg_search_specific_error_case_2(self):
         state_factory = helper.create_state_factory(
@@ -96,9 +113,11 @@ def test_sbg_search_specific_error_case_2(self):
             evaluated_indexes=[0, 48, 49, 50, 51, 52, 99],
             outcome_func=lambda x: True if x < 50 else False,
             error_func=lambda x: True if x in [49, 50, 51] else False,
-            pending_func=lambda x: True if x in [48, 52] else False)
+            pending_func=lambda x: True if x in [48, 52] else False,
+        )
         sequence = BiggestGapBisectionSearch(state_factory)
         index_sequence = [sequence.next(wait=False).index for _ in range(11)]
         print(index_sequence)
         assert index_sequence == [24, 75, 36, 63, 42, 57, 45, 54, 46, 47, 53]
-        self.assertRaises(SequenceFinished, lambda: sequence.next(wait=False))
+        with pytest.raises(SequenceFinished):
+            sequence.next(wait=False)
diff --git a/test/sequence/test_biggest_gap_bisection_sequence.py b/test/sequence/test_biggest_gap_bisection_sequence.py
index bd53d90d..f1f4bd37 100644
--- a/test/sequence/test_biggest_gap_bisection_sequence.py
+++ b/test/sequence/test_biggest_gap_bisection_sequence.py
@@ -1,18 +1,18 @@
-import unittest
+import pytest
 
 from bughog.search_strategy.bgb_sequence import BiggestGapBisectionSequence
 from bughog.search_strategy.sequence_strategy import SequenceFinished
 from test.sequence.test_sequence_strategy import TestSequenceStrategy as helper
 
 
-class TestBiggestGapBisectionSequence(unittest.TestCase):
-
+class TestBiggestGapBisectionSequence:
     def test_sbg_sequence_always_available(self):
         state_factory = helper.create_state_factory(helper.always_has_binary)
         sequence = BiggestGapBisectionSequence(state_factory, 12)
         index_sequence = [sequence.next(wait=False).index for _ in range(12)]
         assert index_sequence == [0, 99, 49, 74, 24, 36, 61, 86, 12, 42, 67, 92]
-        self.assertRaises(SequenceFinished, lambda: sequence.next(wait=False))
+        with pytest.raises(SequenceFinished):
+            sequence.next(wait=False)
 
     def test_sbg_sequence_even_available(self):
         state_factory = helper.create_state_factory(helper.only_has_binaries_for_even)
@@ -25,7 +25,8 @@ def test_sbg_sequence_almost_none_available(self):
         sequence = BiggestGapBisectionSequence(state_factory, 10)
         index_sequence = [sequence.next(wait=False).index for _ in range(10)]
         assert index_sequence == [0, 99, 44, 66, 22, 77, 11, 33, 55, 88]
-        self.assertRaises(SequenceFinished, lambda: sequence.next(wait=False))
+        with pytest.raises(SequenceFinished):
+            sequence.next(wait=False)
 
     def test_sbg_sequence_sparse_first_half_avaiable(self):
         state_factory = helper.create_state_factory(helper.has_very_few_binaries_in_first_half)
@@ -39,4 +40,5 @@ def test_sbg_sequence_always_available_with_evaluated_states(self):
         index_sequence = [sequence.next(wait=False).index for _ in range(15)]
         print(index_sequence)
         assert index_sequence == [0, 99, 24, 80, 36, 12, 70, 89, 42, 6, 18, 30, 55, 75, 94]
-        self.assertRaises(SequenceFinished, lambda: sequence.next(wait=False))
+        with pytest.raises(SequenceFinished):
+            sequence.next(wait=False)
diff --git a/test/sequence/test_composite_search.py b/test/sequence/test_composite_search.py
index 68fe1e12..a5973595 100644
--- a/test/sequence/test_composite_search.py
+++ b/test/sequence/test_composite_search.py
@@ -1,16 +1,15 @@
-import unittest
+import pytest
 
 from bughog.search_strategy.composite_search import CompositeSearch
 from bughog.search_strategy.sequence_strategy import SequenceFinished
 from test.sequence.test_sequence_strategy import TestSequenceStrategy as helper
 
 
-class TestCompositeSearch(unittest.TestCase):
-
+class TestCompositeSearch:
     def test_binary_sequence_always_available_composite(self):
         state_factory = helper.create_state_factory(
-            helper.always_has_binary,
-            outcome_func=lambda x: True if x < 50 else False)
+            helper.always_has_binary, outcome_func=lambda x: True if x < 50 else False
+        )
         sequence = CompositeSearch(state_factory, 10)
 
         # Sequence
@@ -21,19 +20,20 @@ def test_binary_sequence_always_available_composite(self):
         state_factory = helper.create_state_factory(
             helper.always_has_binary,
             outcome_func=lambda x: True if x < 50 else False,
-            evaluated_indexes=[0, 99, 49, 74, 24, 36, 61, 86, 12, 42]
+            evaluated_indexes=[0, 99, 49, 74, 24, 36, 61, 86, 12, 42],
         )
 
         # Sequence
         index_sequence = [sequence.next(wait=False).index for _ in range(3)]
         assert index_sequence == [55, 52, 50]
 
-        self.assertRaises(SequenceFinished, lambda: sequence.next(wait=False))
+        with pytest.raises(SequenceFinished):
+            sequence.next(wait=False)
 
     def test_binary_sequence_always_available_composite_two_shifts(self):
         state_factory = helper.create_state_factory(
-            helper.always_has_binary,
-            outcome_func=lambda x: True if x < 33 or 81 < x else False)
+            helper.always_has_binary, outcome_func=lambda x: True if x < 33 or 81 < x else False
+        )
         sequence = CompositeSearch(state_factory, 10)
 
         # Sequence
@@ -44,7 +44,7 @@ def test_binary_sequence_always_available_composite_two_shifts(self):
         state_factory = helper.create_state_factory(
             helper.always_has_binary,
             outcome_func=lambda x: True if x < 33 or 81 < x else False,
-            evaluated_indexes=[0, 99, 49, 74, 24, 36, 61, 86, 12, 42]
+            evaluated_indexes=[0, 99, 49, 74, 24, 36, 61, 86, 12, 42],
         )
 
         while True:
diff --git a/test/sequence/test_sequence_strategy.py b/test/sequence/test_sequence_strategy.py
index 636b9305..1c208cf4 100644
--- a/test/sequence/test_sequence_strategy.py
+++ b/test/sequence/test_sequence_strategy.py
@@ -1,4 +1,3 @@
-import unittest
 from typing import Callable, Optional
 from unittest.mock import MagicMock
 
@@ -9,7 +8,7 @@
 from bughog.version_control.version import Version
 
 
-class TestSequenceStrategy(unittest.TestCase):
+class TestSequenceStrategy:
     """
     Helper functions to create states and state factories for testing.
     """
diff --git a/test/states/test_state_result.py b/test/states/test_state_result.py
index bfde63c6..e458252b 100644
--- a/test/states/test_state_result.py
+++ b/test/states/test_state_result.py
@@ -1,11 +1,9 @@
-import unittest
-
 from bughog.evaluation.collectors.collector import Collector
 from bughog.evaluation.collectors.requests import RequestCollector
 from bughog.evaluation.experiment_result import ExperimentResult
 
 
-class TestCollector(unittest.TestCase):
+class TestCollector:
     @staticmethod
     def get_collector(request_urls: list[str]) -> Collector:
         collector = Collector([RequestCollector()])

From 9811daa274afbee27ce50f1fe9a1cead34cafa9c Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Tue, 14 Apr 2026 21:53:08 +0000
Subject: [PATCH 29/55] ci: replace flake8 with ruff, add ty type checking,
 gate build on passing check

---
 .dockerignore                              |   1 -
 .github/workflows/build-and-push.yml       |  50 --------
 .github/workflows/run-tests-and-linter.yml |  92 +++++++++++---
 pyproject.toml                             |  23 ++--
 uv.lock                                    | 140 ++++++++++-----------
 5 files changed, 151 insertions(+), 155 deletions(-)
 delete mode 100644 .github/workflows/build-and-push.yml

diff --git a/.dockerignore b/.dockerignore
index 319555f9..2b0a625d 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -2,7 +2,6 @@
 **/dist
 **/node_modules
 .env
-.flake8
 .git
 .gitignore
 .github
diff --git a/.github/workflows/build-and-push.yml b/.github/workflows/build-and-push.yml
deleted file mode 100644
index c7582ea8..00000000
--- a/.github/workflows/build-and-push.yml
+++ /dev/null
@@ -1,50 +0,0 @@
-name: Build and push Docker images
-
-on:
-  push:
-    branches:
-      - dev
-      - beta
-    tags:
-      - 'v[0-9]+.[0-9]+.[0-9]+'
-
-jobs:
-  build:
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-
-      - name: Resolve build metadata
-        id: meta
-        run: |
-          if [[ "$GITHUB_REF" == refs/tags/* ]]; then
-            echo "version=${GITHUB_REF_NAME#v}" >> $GITHUB_OUTPUT
-            echo "additional_tag=latest"         >> $GITHUB_OUTPUT
-          elif [[ "$GITHUB_REF_NAME" == "beta" ]]; then
-            echo "version=beta"                  >> $GITHUB_OUTPUT
-            echo "additional_tag="               >> $GITHUB_OUTPUT
-          else
-            echo "version=dev"                   >> $GITHUB_OUTPUT
-            echo "additional_tag="               >> $GITHUB_OUTPUT
-          fi
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
-
-      - name: Log in to Docker Hub
-        uses: docker/login-action@v3
-        with:
-          username: ${{ secrets.DOCKER_HUB_USERNAME }}
-          password: ${{ secrets.DOCKER_HUB_TOKEN }}
-
-      - name: Build and push
-        run: |
-          docker buildx bake all --push \
-            --set "*.cache-from=type=gha" \
-            --set "*.cache-to=type=gha,mode=max"
-        env:
-          BUGHOG_VERSION:   ${{ steps.meta.outputs.version }}
-          ADDITIONAL_TAG:   ${{ steps.meta.outputs.additional_tag }}
diff --git a/.github/workflows/run-tests-and-linter.yml b/.github/workflows/run-tests-and-linter.yml
index 4dd8c8e0..f152a750 100644
--- a/.github/workflows/run-tests-and-linter.yml
+++ b/.github/workflows/run-tests-and-linter.yml
@@ -1,4 +1,4 @@
-name: Pytest CI/CD
+name: CI
 on: [push]
 jobs:
   pytest:
@@ -13,17 +13,17 @@ jobs:
           enable-cache: true
 
       - name: Install dependencies
-        run: uv sync --dev --locked
+        run: uv sync --dev --frozen
 
       - name: Run pytest
         run: uv run pytest --ignore=test/availability
 
-      - name: Generate badge
+      - name: Generate badges
         run: |
           uv run genbadge tests -i junit.xml -o pytest.svg
           uv run genbadge coverage -i coverage.xml -o coverage.svg
 
-      - name: Upload test badge
+      - name: Upload pytest badge
         uses: actions/upload-artifact@v4
         with:
           name: pytest
@@ -38,7 +38,7 @@ jobs:
           overwrite: true
 
 
-  flake8:
+  ty:
     runs-on: ubuntu-latest
 
     steps:
@@ -50,20 +50,84 @@ jobs:
           enable-cache: true
 
       - name: Install dependencies
-        run: |
-          uv sync --dev --locked
+        run: uv sync --dev --frozen
 
-      - name: Lint with flake8
-        run: |
-          uv run flake8 --exit-zero --output-file flake8.txt
+      - name: Run ty
+        run: uv run ty check
+
+
+  ruff:
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@v5
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+
+      - name: Install dependencies
+        run: uv sync --dev --frozen
+
+      - name: Lint with ruff
+        run: uv run ruff check --exit-zero --output-format=text > ruff.txt
 
       - name: Generate badge
         run: |
-          uv run genbadge flake8 -i flake8.txt -o flake8.svg
+          VIOLATIONS=$(wc -l < ruff.txt | xargs)
+          if [ "$VIOLATIONS" -eq 0 ]; then
+            uv run anybadge --label=ruff --value=passing --color=green --file=ruff.svg
+          else
+            uv run anybadge --label=ruff --value="$VIOLATIONS violations" --color=orange --file=ruff.svg
+          fi
 
-      - name: Upload badge
+      - name: Upload ruff badge
         uses: actions/upload-artifact@v4
         with:
-          name: flake8
-          path: flake8.svg
+          name: ruff
+          path: ruff.svg
           overwrite: true
+
+
+  build:
+    needs: [pytest, ty, ruff]
+    if: github.ref == 'refs/heads/dev' || github.ref == 'refs/heads/beta' || startsWith(github.ref, 'refs/tags/v')
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Resolve build metadata
+        id: meta
+        run: |
+          if [[ "$GITHUB_REF" == refs/tags/* ]]; then
+            echo "version=${GITHUB_REF_NAME#v}" >> $GITHUB_OUTPUT
+            echo "additional_tag=latest"         >> $GITHUB_OUTPUT
+          elif [[ "$GITHUB_REF_NAME" == "beta" ]]; then
+            echo "version=beta"                  >> $GITHUB_OUTPUT
+            echo "additional_tag="               >> $GITHUB_OUTPUT
+          else
+            echo "version=dev"                   >> $GITHUB_OUTPUT
+            echo "additional_tag="               >> $GITHUB_OUTPUT
+          fi
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKER_HUB_USERNAME }}
+          password: ${{ secrets.DOCKER_HUB_TOKEN }}
+
+      - name: Build and push
+        run: |
+          docker buildx bake all --push \
+            --set "*.cache-from=type=gha" \
+            --set "*.cache-to=type=gha,mode=max"
+        env:
+          BUGHOG_VERSION:   ${{ steps.meta.outputs.version }}
+          ADDITIONAL_TAG:   ${{ steps.meta.outputs.additional_tag }}
diff --git a/pyproject.toml b/pyproject.toml
index 6c3f3da1..e46ae23f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,15 +8,15 @@ dependencies = [
     "flask-sock==0.7.0",
     "flatten-dict==0.4.2",
     "gunicorn==25.1.0",
-    "packaging>=26.0",
+    "packaging==26.0",
     "pillow==12.1.1",
     "pyautogui==0.9.54",
-    "pydantic>=2.12.5",
-    "pydantic-settings>=2.13.1",
+    "pydantic==2.12.5",
+    "pydantic-settings==2.13.1",
     "pymongo==4.16.0",
     "pyvirtualdisplay==3.0",
     "requests==2.32.3",
-    "rich>=14.3.3",
+    "rich==14.3.3",
     "xlib==0.21",
 ]
 
@@ -25,12 +25,12 @@ dev = [
     "anybadge==1.16.0",
     "coverage[toml]==7.13.4",
     "debugpy==1.8.20",
-    "flake8==7.3.0",
-    "genbadge[all]>=1.1.2",
+    "genbadge[coverage,tests]==1.1.2",
     "pylint==4.0.5",
     "pytest==9.0.2",
     "pytest-cov==7.0.0",
-    "pytest-flake8==1.3.0",
+    "ruff==0.15.10",
+    "ty==0.0.30",
 ]
 
 [tool.pytest.ini_options]
@@ -111,12 +111,3 @@ docstring-code-format = true
 # This only has an effect when the `docstring-code-format` setting is
 # enabled.
 docstring-code-line-length = "dynamic"
-
-[tool.pyright]
-exclude = [
-    "**/.venv/**",
-    "**/build/**",
-    "**/dist/**",
-    "**/__pycache__/**",
-    "/app/subject/binaries/**",
-]
diff --git a/uv.lock b/uv.lock
index 64000f69..aacab5ca 100644
--- a/uv.lock
+++ b/uv.lock
@@ -68,12 +68,12 @@ dev = [
     { name = "anybadge" },
     { name = "coverage" },
     { name = "debugpy" },
-    { name = "flake8" },
-    { name = "genbadge", extra = ["all"] },
+    { name = "genbadge", extra = ["coverage", "tests"] },
     { name = "pylint" },
     { name = "pytest" },
     { name = "pytest-cov" },
-    { name = "pytest-flake8" },
+    { name = "ruff" },
+    { name = "ty" },
 ]
 
 [package.metadata]
@@ -83,15 +83,15 @@ requires-dist = [
     { name = "flask-sock", specifier = "==0.7.0" },
     { name = "flatten-dict", specifier = "==0.4.2" },
     { name = "gunicorn", specifier = "==25.1.0" },
-    { name = "packaging", specifier = ">=26.0" },
+    { name = "packaging", specifier = "==26.0" },
     { name = "pillow", specifier = "==12.1.1" },
     { name = "pyautogui", specifier = "==0.9.54" },
-    { name = "pydantic", specifier = ">=2.12.5" },
-    { name = "pydantic-settings", specifier = ">=2.13.1" },
+    { name = "pydantic", specifier = "==2.12.5" },
+    { name = "pydantic-settings", specifier = "==2.13.1" },
     { name = "pymongo", specifier = "==4.16.0" },
     { name = "pyvirtualdisplay", specifier = "==3.0" },
     { name = "requests", specifier = "==2.32.3" },
-    { name = "rich", specifier = ">=14.3.3" },
+    { name = "rich", specifier = "==14.3.3" },
     { name = "xlib", specifier = "==0.21" },
 ]
 
@@ -100,12 +100,12 @@ dev = [
     { name = "anybadge", specifier = "==1.16.0" },
     { name = "coverage", extras = ["toml"], specifier = "==7.13.4" },
     { name = "debugpy", specifier = "==1.8.20" },
-    { name = "flake8", specifier = "==7.3.0" },
-    { name = "genbadge", extras = ["all"], specifier = ">=1.1.2" },
+    { name = "genbadge", extras = ["coverage", "tests"], specifier = "==1.1.2" },
     { name = "pylint", specifier = "==4.0.5" },
     { name = "pytest", specifier = "==9.0.2" },
     { name = "pytest-cov", specifier = "==7.0.0" },
-    { name = "pytest-flake8", specifier = "==1.3.0" },
+    { name = "ruff", specifier = "==0.15.10" },
+    { name = "ty", specifier = "==0.0.30" },
 ]
 
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-source = { registry = "https://pypi.org/simple" }
-dependencies = [
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-[[package]]
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-version = "0.4.3"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
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 name = "flask"
 version = "3.1.3"
@@ -394,7 +366,7 @@ wheels = [
 
 [[package]]
 name = "genbadge"
-version = "1.1.3"
+version = "1.1.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "click" },
@@ -402,15 +374,17 @@ dependencies = [
     { name = "requests" },
     { name = "setuptools" },
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+sdist = { url = "https://files.pythonhosted.org/packages/e8/2b/75c50383f951f36334635715819f89d1b4dae1de0ff7d510970bbf137994/genbadge-1.1.2.tar.gz", hash = "sha256:987ed2feaf6e9cc2850fc3883320d8706b3849eb6c9f436156254dcac438515c", size = 137188, upload-time = "2025-03-27T09:59:04.956Z" }
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 ]
 
 [package.optional-dependencies]
-all = [
+coverage = [
+    { name = "defusedxml" },
+]
+tests = [
     { name = "defusedxml" },
-    { name = "flake8-html" },
 ]
 
 [[package]]
@@ -676,15 +650,6 @@ dependencies = [
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+]
+
 [[package]]
 name = "setuptools"
 version = "82.0.1"
@@ -1088,6 +1056,30 @@ wheels = [
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 ]
 
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+
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 name = "typing-extensions"
 version = "4.15.0"

From bcf092c4723a98b0d77656bc049c6ffc5eb3ba03 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Tue, 14 Apr 2026 22:08:30 +0000
Subject: [PATCH 30/55] ci: fix ruff output format and pin Python to 3.13

---
 .github/workflows/run-tests-and-linter.yml | 4 ++--
 pyproject.toml                             | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/run-tests-and-linter.yml b/.github/workflows/run-tests-and-linter.yml
index f152a750..4c1a86af 100644
--- a/.github/workflows/run-tests-and-linter.yml
+++ b/.github/workflows/run-tests-and-linter.yml
@@ -71,11 +71,11 @@ jobs:
         run: uv sync --dev --frozen
 
       - name: Lint with ruff
-        run: uv run ruff check --exit-zero --output-format=text > ruff.txt
+        run: uv run ruff check --exit-zero --output-format=concise > ruff.txt
 
       - name: Generate badge
         run: |
-          VIOLATIONS=$(wc -l < ruff.txt | xargs)
+          VIOLATIONS=$(tail -1 ruff.txt | grep -oP '\d+')
           if [ "$VIOLATIONS" -eq 0 ]; then
             uv run anybadge --label=ruff --value=passing --color=green --file=ruff.svg
           else
diff --git a/pyproject.toml b/pyproject.toml
index e46ae23f..e846c6ca 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "bughog"
 version = "0.1.0"
-requires-python = ">=3.13"
+requires-python = "==3.13"
 dependencies = [
     "docker==7.1.0",
     "flask==3.1.3",

From 9e564c60ca145cee4b2fa589d2a3127c4ab6742c Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Tue, 14 Apr 2026 22:40:10 +0000
Subject: [PATCH 31/55] ci: rename workflow, replace genbadge with anybadge,
 fix badge steps on failure

---
 .../{run-tests-and-linter.yml => ci.yml}      |  20 +-
 pyproject.toml                                |   3 +-
 uv.lock                                       | 215 +-----------------
 3 files changed, 18 insertions(+), 220 deletions(-)
 rename .github/workflows/{run-tests-and-linter.yml => ci.yml} (74%)

diff --git a/.github/workflows/run-tests-and-linter.yml b/.github/workflows/ci.yml
similarity index 74%
rename from .github/workflows/run-tests-and-linter.yml
rename to .github/workflows/ci.yml
index 4c1a86af..2ccd41d8 100644
--- a/.github/workflows/run-tests-and-linter.yml
+++ b/.github/workflows/ci.yml
@@ -19,11 +19,20 @@ jobs:
         run: uv run pytest --ignore=test/availability
 
       - name: Generate badges
+        if: always()
         run: |
-          uv run genbadge tests -i junit.xml -o pytest.svg
-          uv run genbadge coverage -i coverage.xml -o coverage.svg
+          PASSED=$(python -c "import xml.etree.ElementTree as ET; r=ET.parse('junit.xml').getroot(); ts=r.findall('testsuite'); print(sum(int(t.get('tests',0))-int(t.get('failures',0))-int(t.get('errors',0)) for t in ts))")
+          FAILED=$(python -c "import xml.etree.ElementTree as ET; r=ET.parse('junit.xml').getroot(); ts=r.findall('testsuite'); print(sum(int(t.get('failures',0))+int(t.get('errors',0)) for t in ts))")
+          if [ "$FAILED" -eq 0 ]; then
+            uv run anybadge --label=pytest --value="${PASSED} passed" --color=green --file=pytest.svg
+          else
+            uv run anybadge --label=pytest --value="${PASSED} passed, ${FAILED} failed" --color=red --file=pytest.svg
+          fi
+          COVERAGE=$(python -c "import xml.etree.ElementTree as ET; t=ET.parse('coverage.xml').getroot(); print(round(float(t.get('line-rate',0))*100))")
+          uv run anybadge --value=$COVERAGE --file=coverage.svg coverage
 
       - name: Upload pytest badge
+        if: always()
         uses: actions/upload-artifact@v4
         with:
           name: pytest
@@ -31,6 +40,7 @@ jobs:
           overwrite: true
 
       - name: Upload coverage badge
+        if: always()
         uses: actions/upload-artifact@v4
         with:
           name: coverage
@@ -71,9 +81,10 @@ jobs:
         run: uv sync --dev --frozen
 
       - name: Lint with ruff
-        run: uv run ruff check --exit-zero --output-format=concise > ruff.txt
+        run: uv run ruff check --output-format=concise > ruff.txt
 
       - name: Generate badge
+        if: always()
         run: |
           VIOLATIONS=$(tail -1 ruff.txt | grep -oP '\d+')
           if [ "$VIOLATIONS" -eq 0 ]; then
@@ -83,6 +94,7 @@ jobs:
           fi
 
       - name: Upload ruff badge
+        if: always()
         uses: actions/upload-artifact@v4
         with:
           name: ruff
@@ -98,7 +110,7 @@ jobs:
       contents: read
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v5
 
       - name: Resolve build metadata
         id: meta
diff --git a/pyproject.toml b/pyproject.toml
index e846c6ca..3a9478df 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "bughog"
 version = "0.1.0"
-requires-python = "==3.13"
+requires-python = "==3.13.*"
 dependencies = [
     "docker==7.1.0",
     "flask==3.1.3",
@@ -25,7 +25,6 @@ dev = [
     "anybadge==1.16.0",
     "coverage[toml]==7.13.4",
     "debugpy==1.8.20",
-    "genbadge[coverage,tests]==1.1.2",
     "pylint==4.0.5",
     "pytest==9.0.2",
     "pytest-cov==7.0.0",
diff --git a/uv.lock b/uv.lock
index aacab5ca..8acb528f 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,6 +1,6 @@
 version = 1
 revision = 3
-requires-python = ">=3.13"
+requires-python = "==3.13.*"
 
 [[package]]
 name = "annotated-types"
@@ -68,7 +68,6 @@ dev = [
     { name = "anybadge" },
     { name = "coverage" },
     { name = "debugpy" },
-    { name = "genbadge", extra = ["coverage", "tests"] },
     { name = "pylint" },
     { name = "pytest" },
     { name = "pytest-cov" },
@@ -100,7 +99,6 @@ dev = [
     { name = "anybadge", specifier = "==1.16.0" },
     { name = "coverage", extras = ["toml"], specifier = "==7.13.4" },
     { name = "debugpy", specifier = "==1.8.20" },
-    { name = "genbadge", extras = ["coverage", "tests"], specifier = "==1.1.2" },
     { name = "pylint", specifier = "==4.0.5" },
     { name = "pytest", specifier = "==9.0.2" },
     { name = "pytest-cov", specifier = "==7.0.0" },
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 ]
 
 [[package]]
@@ -841,8 +644,6 @@ sdist = { url = "https://files.pythonhosted.org/packages/02/a3/16ca9a15e77c061a9
 wheels = [
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 ]
 
 [[package]]
@@ -857,8 +658,6 @@ sdist = { url = "https://files.pythonhosted.org/packages/94/18/cc59f3d4355c9456f
 wheels = [
     { url = "https://files.pythonhosted.org/packages/ba/2d/e8f495328101898c16c32ac10e7b14b08ff2c443a756a76fd1271915f097/pyobjc_framework_quartz-12.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:629b7971b1b43a11617f1460cd218bd308dfea247cd4ee3842eb40ca6f588860", size = 219206, upload-time = "2025-11-14T10:00:15.623Z" },
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-    { url = "https://files.pythonhosted.org/packages/4a/00/96249c5c7e5aaca5f688ca18b8d8ad05cd7886ebd639b3c71a6a4cadbe75/pyobjc_framework_quartz-12.1-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:42d306b07f05ae7d155984503e0fb1b701fecd31dcc5c79fe8ab9790ff7e0de0", size = 219558, upload-time = "2025-11-14T10:00:45.476Z" },
-    { url = "https://files.pythonhosted.org/packages/4d/a6/708a55f3ff7a18c403b30a29a11dccfed0410485a7548c60a4b6d4cc0676/pyobjc_framework_quartz-12.1-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:0cc08fddb339b2760df60dea1057453557588908e42bdc62184b6396ce2d6e9a", size = 224580, upload-time = "2025-11-14T10:01:00.091Z" },
 ]
 
 [[package]]
@@ -950,9 +749,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a5/be/3fd5de0979fcb3994bfee0d65ed8ca9506a8a1260651b86174f6a86f52b3/pywin32-311-cp313-cp313-win32.whl", hash = "sha256:f95ba5a847cba10dd8c4d8fefa9f2a6cf283b8b88ed6178fa8a6c1ab16054d0d", size = 8705700, upload-time = "2025-07-14T20:13:26.471Z" },
     { url = "https://files.pythonhosted.org/packages/e3/28/e0a1909523c6890208295a29e05c2adb2126364e289826c0a8bc7297bd5c/pywin32-311-cp313-cp313-win_amd64.whl", hash = "sha256:718a38f7e5b058e76aee1c56ddd06908116d35147e133427e59a3983f703a20d", size = 9494700, upload-time = "2025-07-14T20:13:28.243Z" },
     { url = "https://files.pythonhosted.org/packages/04/bf/90339ac0f55726dce7d794e6d79a18a91265bdf3aa70b6b9ca52f35e022a/pywin32-311-cp313-cp313-win_arm64.whl", hash = "sha256:7b4075d959648406202d92a2310cb990fea19b535c7f4a78d3f5e10b926eeb8a", size = 8709318, upload-time = "2025-07-14T20:13:30.348Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/31/097f2e132c4f16d99a22bfb777e0fd88bd8e1c634304e102f313af69ace5/pywin32-311-cp314-cp314-win32.whl", hash = "sha256:b7a2c10b93f8986666d0c803ee19b5990885872a7de910fc460f9b0c2fbf92ee", size = 8840714, upload-time = "2025-07-14T20:13:32.449Z" },
-    { url = "https://files.pythonhosted.org/packages/90/4b/07c77d8ba0e01349358082713400435347df8426208171ce297da32c313d/pywin32-311-cp314-cp314-win_amd64.whl", hash = "sha256:3aca44c046bd2ed8c90de9cb8427f581c479e594e99b5c0bb19b29c10fd6cb87", size = 9656800, upload-time = "2025-07-14T20:13:34.312Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/d2/21af5c535501a7233e734b8af901574572da66fcc254cb35d0609c9080dd/pywin32-311-cp314-cp314-win_arm64.whl", hash = "sha256:a508e2d9025764a8270f93111a970e1d0fbfc33f4153b388bb649b7eec4f9b42", size = 8932540, upload-time = "2025-07-14T20:13:36.379Z" },
 ]
 
 [[package]]
@@ -1017,15 +813,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/58/ed/dea90a65b7d9e69888890fb14c90d7f51bf0c1e82ad800aeb0160e4bacfd/ruff-0.15.10-py3-none-win_arm64.whl", hash = "sha256:601d1610a9e1f1c2165a4f561eeaa2e2ea1e97f3287c5aa258d3dab8b57c6188", size = 11035607, upload-time = "2026-04-09T14:05:47.593Z" },
 ]
 
-[[package]]
-name = "setuptools"
-version = "82.0.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/4f/db/cfac1baf10650ab4d1c111714410d2fbb77ac5a616db26775db562c8fab2/setuptools-82.0.1.tar.gz", hash = "sha256:7d872682c5d01cfde07da7bccc7b65469d3dca203318515ada1de5eda35efbf9", size = 1152316, upload-time = "2026-03-09T12:47:17.221Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/9d/76/f789f7a86709c6b087c5a2f52f911838cad707cc613162401badc665acfe/setuptools-82.0.1-py3-none-any.whl", hash = "sha256:a59e362652f08dcd477c78bb6e7bd9d80a7995bc73ce773050228a348ce2e5bb", size = 1006223, upload-time = "2026-03-09T12:47:15.026Z" },
-]
-
 [[package]]
 name = "simple-websocket"
 version = "1.1.0"

From cf799723ea5c1d80339faea697e1776ec4728bae Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 15 Apr 2026 12:19:45 +0000
Subject: [PATCH 32/55] fix: resolve all ty type errors and rename util modules

Rename bughog/util.py into bughog/util/fs.py and bughog/util/http.py for
clearer separation of filesystem and HTTP helpers, update all imports
accordingly, and fix every diagnostic reported by the ty type checker.
---
 bughog/database/mongo/mongodb.py              |  28 ++--
 bughog/evaluation/file_structure.py           |  14 +-
 .../evaluation_configurations.py              |   5 +
 bughog/main.py                                |   2 +-
 bughog/parameters.py                          |   2 +-
 bughog/subject/executable.py                  |  27 ++--
 bughog/subject/factory.py                     |   3 +-
 bughog/subject/js_engine/v8/state_oracle.py   |   4 +-
 bughog/subject/js_engine/v8/subject.py        |   5 +-
 .../js_engine/v8_sandbox/state_oracle.py      |   2 +-
 .../subject/js_engine/v8_sandbox/subject.py   |   5 +-
 bughog/subject/state_oracle.py                |   6 +-
 bughog/subject/subject.py                     |  11 +-
 .../subject/wasm_runtime/wasmtime/subject.py  |   4 +-
 .../web_browser/chromium/executable.py        |  21 +--
 .../web_browser/chromium/state_oracle.py      |  11 +-
 .../subject/web_browser/chromium/subject.py   |   9 +-
 bughog/subject/web_browser/executable.py      |   4 +-
 .../subject/web_browser/firefox/executable.py |  15 +-
 bughog/subject/web_browser/firefox/subject.py |   5 +-
 .../web_browser/interaction/simulation.py     |   4 +-
 bughog/subject/web_browser/servo/subject.py   |   5 +-
 bughog/subject/web_browser/state_cache.py     |  94 +++++------
 bughog/subject/web_browser/subject.py         |   2 +
 bughog/{util.py => util/fs.py}                | 118 --------------
 bughog/util/http.py                           | 153 ++++++++++++++++++
 .../conversion/bughog_service.py              |  32 +---
 bughog/version_control/conversion/github.py   |  26 +--
 bughog/version_control/state/base.py          |   5 +-
 bughog/web/blueprints/experiments.py          |  99 ++++++------
 test/experiments/test_file_structure.py       |  17 +-
 test/parameters/test_parameters.py            |   8 +-
 32 files changed, 399 insertions(+), 347 deletions(-)
 rename bughog/{util.py => util/fs.py} (53%)
 create mode 100644 bughog/util/http.py

diff --git a/bughog/database/mongo/mongodb.py b/bughog/database/mongo/mongodb.py
index c57f184c..0f41b28f 100644
--- a/bughog/database/mongo/mongodb.py
+++ b/bughog/database/mongo/mongodb.py
@@ -2,7 +2,7 @@
 
 import logging
 from datetime import datetime, timezone
-from typing import Iterator, Optional
+from typing import Any, Iterator, Optional
 
 from gridfs import GridFS
 from pymongo import ASCENDING, MongoClient
@@ -208,7 +208,7 @@ def get_evaluated_states(
         dirty: Optional[bool] = None,
     ) -> Iterator[dict]:
         collection = self.__get_data_collection(params.subject_configuration)
-        query = {
+        query: dict[str, Any] = {
             'project': params.project_name,
             'subject_config': params.subject_configuration.subject_setting,
             'experiment': params.experiment_name,
@@ -247,8 +247,8 @@ def get_evaluated_states(
             }
 
     def __to_experiment_query(self, params: ExperimentParameters, state: ShallowState) -> dict:
-        state_query = {'state.' + k: v for k, v in state.dict.items()}
-        query = {
+        state_query = {'state.' + k: v for k, v in state.to_dict().items()}
+        query: dict[str, Any] = {
             'project': params.project_name,
             'subject_config': params.subject_configuration.subject_setting,
             'experiment': params.experiment_name,
@@ -302,18 +302,24 @@ def get_documents_for_plotting(self, params: EvaluationParameters, releases: boo
         evaluation_range = params.evaluation_range
         subject_config = params.subject_configuration
 
-        query = {
+        extensions_filter: dict[str, Any] = {
+            '$size': len(subject_config.extensions) if subject_config.extensions else 0
+        }
+        if subject_config.extensions:
+            extensions_filter['$all'] = subject_config.extensions
+        cli_options_filter: dict[str, Any] = {
+            '$size': len(subject_config.cli_options) if subject_config.cli_options else 0
+        }
+        if subject_config.cli_options:
+            cli_options_filter['$all'] = subject_config.cli_options
+        query: dict[str, Any] = {
             'project': params.project_name,
             'experiment': params.experiment_name,
             'subject_config': subject_config.subject_setting,
             'state.type': 'release' if releases else 'commit',
-            'extensions': {'$size': len(subject_config.extensions) if subject_config.extensions else 0},
-            'cli_options': {'$size': len(subject_config.cli_options) if subject_config.cli_options else 0},
+            'extensions': extensions_filter,
+            'cli_options': cli_options_filter,
         }
-        if subject_config.extensions:
-            query['extensions']['$all'] = subject_config.extensions
-        if subject_config.cli_options:
-            query['cli_options']['$all'] = subject_config.cli_options
         if evaluation_range.commit_nb_range:
             query['state.commit_nb'] = {
                 '$gte': evaluation_range.commit_nb_range[0],
diff --git a/bughog/evaluation/file_structure.py b/bughog/evaluation/file_structure.py
index 2e2bb606..49bfeac8 100644
--- a/bughog/evaluation/file_structure.py
+++ b/bughog/evaluation/file_structure.py
@@ -19,7 +19,7 @@ def file_type(self) -> str | None:
         return self.name.split('.')[-1]
 
     @property
-    def comment_delimiters(self) -> tuple[str,str|None] | None:
+    def comment_delimiters(self) -> tuple[str, str | None] | None:
         match self.file_type:
             case 'html' | 'xml':
                 return r'<!--', r'-->'
@@ -41,7 +41,7 @@ def get_bughog_poc_parameter(self, name: str) -> str | None:
                     # Stop looking upon the first non-comment line that also is not the document declaration.
                     if not re.match(rf'^\s*{prefix}', line) and '<!DOCTYPE' not in line:
                         break
-                    match = re.search(rf'^\s*{prefix}\s*bughog_{name}:\s*(.*)\s*{suffix if suffix else ''}\s*$', line)
+                    match = re.search(rf'^\s*{prefix}\s*bughog_{name}:\s*(.*)\s*{suffix if suffix else ""}\s*$', line)
                     if match:
                         return match.group(1).strip()
         else:
@@ -53,11 +53,7 @@ def __repr__(self):
 
 
 class Folder:
-    __files_and_folders_to_ignore = [
-        '.DS_Store',
-        '.git',
-        'README.md'
-    ]
+    __files_and_folders_to_ignore = ['.DS_Store', '.git', 'README.md']
 
     def __init__(self, name: str, path: str):
         """
@@ -148,7 +144,9 @@ def __can_create(self, name: str) -> None:
             raise AttributeError('The file name cannot be empty.')
         regex = r'^[A-Za-z0-9_\-.]+$'
         if re.match(regex, name) is None:
-            raise AttributeError(f"The given name '{name}' is invalid. Only letters, numbers, '.', '-' and '_' can be used, and the name should not be empty.")
+            raise AttributeError(
+                f"The given name '{name}' is invalid. Only letters, numbers, '.', '-' and '_' can be used, and the name should not be empty."
+            )
 
     def __repr__(self):
         return f'Folder(name={self.name}, path={self.path}, subfolders={self.subfolders}, files={self.files})'
diff --git a/bughog/integration_tests/evaluation_configurations.py b/bughog/integration_tests/evaluation_configurations.py
index d9f6af41..cfe73f20 100644
--- a/bughog/integration_tests/evaluation_configurations.py
+++ b/bughog/integration_tests/evaluation_configurations.py
@@ -29,6 +29,11 @@ def get_default_evaluation_range(
     min_version = subject_availability['min_version']
     max_version = subject_availability['max_version']
     versions = subject_availability['available_versions']
+
+    assert isinstance(min_version, (str, int))
+    assert isinstance(max_version, (str, int))
+    assert isinstance(versions, list)
+
     return EvaluationRange(
         (Version(min_version), Version(max_version)),
         [Version(v) for v in versions],
diff --git a/bughog/main.py b/bughog/main.py
index 1d359470..54d66372 100644
--- a/bughog/main.py
+++ b/bughog/main.py
@@ -196,7 +196,7 @@ def run_single_experiment(self, params: ExperimentParameters) -> None:
             self.__update_state(is_running=False, reason='idle', status='idle')
 
     @staticmethod
-    def create_sequence_strategy(eval_params: EvaluationParameters) -> SequenceStrategy:
+    def create_sequence_strategy(eval_params: EvaluationParameters) -> SequenceStrategy | CompositeSearch:
         sequence_config = eval_params.sequence_configuration
         search_strategy = sequence_config.search_strategy
         sequence_limit = sequence_config.sequence_limit
diff --git a/bughog/parameters.py b/bughog/parameters.py
index 1ae9f0cf..ded5e5d1 100644
--- a/bughog/parameters.py
+++ b/bughog/parameters.py
@@ -219,7 +219,7 @@ def create_experiment_params(kwargs: dict, database_params: DatabaseParameters)
     subject_configuration = SubjectConfiguration.from_dict(kwargs)
     if 'major_version' in kwargs:
         state_type = 'version'
-        version = Version(str(kwargs['major_version'])).major
+        version = Version(str(kwargs['major_version']))
     elif 'commit_nb' in kwargs or 'commit_id' in kwargs:
         state_type = 'commit'
         version = None
diff --git a/bughog/subject/executable.py b/bughog/subject/executable.py
index 03d66b8f..9750f1b8 100644
--- a/bughog/subject/executable.py
+++ b/bughog/subject/executable.py
@@ -7,10 +7,10 @@
 from abc import ABC, abstractmethod
 from enum import Enum, auto, unique
 
-from bughog import util
 from bughog.evaluation.collectors.logs import LogCollector
 from bughog.evaluation.file_structure import Folder
 from bughog.parameters import SubjectConfiguration
+from bughog.util import fs, http
 from bughog.version_control.state.base import State
 from bughog.version_control.version import Version
 
@@ -121,7 +121,7 @@ def log_path(self) -> str:
         return LogCollector.log_path
 
     @property
-    @util.ensure_folder_exists
+    @fs.ensure_folder_exists
     def temporary_storage_folder(self) -> str:
         """
         Executables are stored here before staging.
@@ -134,7 +134,7 @@ def is_in_temporary_storage(self) -> bool:
         return os.path.isdir(path) and any(os.scandir(path))
 
     @property
-    @util.ensure_folder_exists
+    @fs.ensure_folder_exists
     def staging_folder(self) -> str:
         return os.path.join('/memory/staging/', f'{self.config.subject_name}-{str(self.state.name)}')
 
@@ -182,7 +182,7 @@ def fetch(self):
             self.origin = 'artisanal'
             logger.info(f'Executable from artisanal build for {self.state.name} was found.')
             executable_path = self.state.get_artisanal_executable_folder()
-            util.copy_folder(executable_path, self.temporary_storage_folder)
+            fs.copy_folder(executable_path, self.temporary_storage_folder)
         elif ExecutableCache.fetch_executable_files(self.config, self.state.name, self.temporary_storage_folder):
             self.origin = 'public'
             logger.info(f'Executable for {self.state.name} was fetched from cache.')
@@ -190,7 +190,7 @@ def fetch(self):
             self.origin = 'public'
             start = time.time()
             executable_urls = self.state.get_executable_source_urls()
-            util.download_and_extract(executable_urls, self.temporary_storage_folder)
+            http.download_and_extract(executable_urls, self.temporary_storage_folder)
             elapsed_time = time.time() - start
             logger.info(f'Executable for {self.state.name} was downloaded in {elapsed_time:.2f}s')
             self._optimize_for_storage()
@@ -204,7 +204,7 @@ def remove(self):
 
     def stage(self):
         self.unstage()
-        util.copy_folder(self.temporary_storage_folder, self.staging_folder)
+        fs.copy_folder(self.temporary_storage_folder, self.staging_folder)
         self._configure_executable()
 
     def unstage(self):
@@ -220,12 +220,15 @@ def run(self, experiment_specific_params: list[str], cwd: Folder | None = None):
         cli_command = self._get_cli_command() + experiment_specific_params + self._runtime_args
         logger.debug(f'Executing: {" ".join(cli_command)}')
         with open(self.log_path, 'a+') as file:
-            popen_args = {'args': cli_command, 'stdout': file, 'stderr': file, 'bufsize': 1, 'text': True}
-            if cwd:
-                popen_args['cwd'] = cwd.path
-            if self._runtime_env_vars:
-                popen_args['env'] = self._runtime_env_vars
-            self.__process = subprocess.Popen(**popen_args)
+            self.__process = subprocess.Popen(
+                cli_command,
+                stdout=file,
+                stderr=file,
+                bufsize=1,
+                text=True,
+                cwd=cwd.path if cwd else None,
+                env=self._runtime_env_vars if self._runtime_env_vars else None,
+            )
 
     def terminate(self, wait=False, timeout: int = 5):
         if self.__process is None:
diff --git a/bughog/subject/factory.py b/bughog/subject/factory.py
index 49fe97c5..c5184afe 100644
--- a/bughog/subject/factory.py
+++ b/bughog/subject/factory.py
@@ -1,5 +1,6 @@
 import os
 from functools import lru_cache
+from typing import Any
 
 from bughog.evaluation.experiments import Experiments
 from bughog.parameters import SubjectConfiguration
@@ -17,7 +18,7 @@
 from bughog.subject.web_browser.firefox.subject import Firefox
 from bughog.subject.web_browser.servo.subject import Servo
 
-subjects = {
+subjects: dict[str, Any] = {
     'js_engine': {'evaluation_framework': JSEngineEvaluationFramework, 'subjects': [V8Subject(), V8SandboxSubject()]},
     'wasm_runtime': {'evaluation_framework': WasmRuntimeEvaluationFramework, 'subjects': [WasmtimeSubject()]},
     'web_browser': {
diff --git a/bughog/subject/js_engine/v8/state_oracle.py b/bughog/subject/js_engine/v8/state_oracle.py
index 3644f7f9..cf468ea0 100644
--- a/bughog/subject/js_engine/v8/state_oracle.py
+++ b/bughog/subject/js_engine/v8/state_oracle.py
@@ -3,9 +3,9 @@
 
 import requests
 
-from bughog import util
 from bughog.database.mongo.cache import Cache
 from bughog.subject.state_oracle import StateOracle
+from bughog.util import http
 from bughog.version_control.conversion import bughog_service, github
 from bughog.version_control.version import Version
 
@@ -95,7 +95,7 @@ def get_commit_executable_urls(self, commit_nb: int) -> list[str]:
     @Cache.cache_in_db('js_engine', 'v8', ttl=24)
     def __get_all_release_tags() -> list[str]:
         url = 'https://chromium.googlesource.com/v8/v8.git/+refs'
-        html = util.request_html(url).decode()
+        html = http.request_html(url).decode()
         all_tags = re.findall(r'/refs/tags/(\d+(?:\.\d+)+)', html)
         pattern = re.compile(r'^\d+\.\d+\.\d+$')
         return [tag for tag in all_tags if pattern.match(tag)]
diff --git a/bughog/subject/js_engine/v8/subject.py b/bughog/subject/js_engine/v8/subject.py
index b3aec75e..6641322f 100644
--- a/bughog/subject/js_engine/v8/subject.py
+++ b/bughog/subject/js_engine/v8/subject.py
@@ -6,14 +6,13 @@
 
 
 class V8Subject(JsEngine):
-
     @property
     def name(self) -> str:
         return 'v8'
 
     @property
-    def _state_oracle_class(self) -> type[V8StateOracle]:
-        return V8StateOracle
+    def state_oracle(self) -> V8StateOracle:
+        return V8StateOracle(self.type, self.name)
 
     def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> V8Executable:
         return V8Executable(subject_configuration, state)
diff --git a/bughog/subject/js_engine/v8_sandbox/state_oracle.py b/bughog/subject/js_engine/v8_sandbox/state_oracle.py
index 7a4b8c4a..aae0398d 100644
--- a/bughog/subject/js_engine/v8_sandbox/state_oracle.py
+++ b/bughog/subject/js_engine/v8_sandbox/state_oracle.py
@@ -24,7 +24,7 @@ def get_most_recent_commit_nb(self) -> int:
         """
         We override this method because we want to call the API for v8, not v8_sandbox.
         """
-        return bughog_service.find_latest_commit_info('v8').get('nb')
+        return bughog_service.find_latest_commit_info('v8')['nb']
 
     def has_public_release_executable(self, version: Version) -> bool:
         return False
diff --git a/bughog/subject/js_engine/v8_sandbox/subject.py b/bughog/subject/js_engine/v8_sandbox/subject.py
index b43fbfc8..571d8a65 100644
--- a/bughog/subject/js_engine/v8_sandbox/subject.py
+++ b/bughog/subject/js_engine/v8_sandbox/subject.py
@@ -6,14 +6,13 @@
 
 
 class V8SandboxSubject(JsEngine):
-
     @property
     def name(self) -> str:
         return 'v8_sandbox'
 
     @property
-    def _state_oracle_class(self) -> type[V8SandboxStateOracle]:
-        return V8SandboxStateOracle
+    def state_oracle(self) -> V8SandboxStateOracle:
+        return V8SandboxStateOracle(self.type, self.name)
 
     def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> V8Executable:
         return V8Executable(subject_configuration, state)
diff --git a/bughog/subject/state_oracle.py b/bughog/subject/state_oracle.py
index fb9a613e..c9e9a83e 100644
--- a/bughog/subject/state_oracle.py
+++ b/bughog/subject/state_oracle.py
@@ -40,15 +40,15 @@ def get_latest_supported_release_version(self) -> Version:
 
     def get_all_available_release_versions(self) -> list[Version]:
         versions = [
-            Version(version_info.get('version'))
+            Version(v)
             for version_info in bughog_service.find_all_versions(self.subject_name)
-            if version_info.get('version') is not None
+            if (v := version_info.get('version')) is not None
         ]
         versions.sort()
         return versions
 
     def get_most_recent_commit_nb(self) -> int:
-        return bughog_service.find_latest_commit_info(self.subject_name).get('nb')
+        return bughog_service.find_latest_commit_info(self.subject_name)['nb']
 
     @staticmethod
     def is_valid_commit_id(commit_id: str) -> bool:
diff --git a/bughog/subject/subject.py b/bughog/subject/subject.py
index 75d054a7..91297719 100644
--- a/bughog/subject/subject.py
+++ b/bughog/subject/subject.py
@@ -44,14 +44,6 @@ def name(self) -> str:
         """
         pass
 
-    @property
-    @abstractmethod
-    def _state_oracle_class(self) -> type[StateOracle]:
-        """
-        Returns the state oracle class associated with this subject.
-        """
-        pass
-
     @abstractmethod
     def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> Executable:
         """
@@ -76,11 +68,12 @@ def create_result_collector() -> Collector:
         pass
 
     @property
+    @abstractmethod
     def state_oracle(self) -> StateOracle:
         """
         Creates and returns the state oracle associated with this subject.
         """
-        return self._state_oracle_class(self.type, self.name)
+        pass
 
     @property
     def assets_folder_path(self) -> str:
diff --git a/bughog/subject/wasm_runtime/wasmtime/subject.py b/bughog/subject/wasm_runtime/wasmtime/subject.py
index b08dff6c..1f319662 100644
--- a/bughog/subject/wasm_runtime/wasmtime/subject.py
+++ b/bughog/subject/wasm_runtime/wasmtime/subject.py
@@ -11,8 +11,8 @@ def name(self) -> str:
         return 'wasmtime'
 
     @property
-    def _state_oracle_class(self) -> type[WasmtimeStateOracle]:
-        return WasmtimeStateOracle
+    def state_oracle(self) -> WasmtimeStateOracle:
+        return WasmtimeStateOracle(self.type, self.name)
 
     def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> WasmtimeExecutable:
         return WasmtimeExecutable(subject_configuration, state)
diff --git a/bughog/subject/web_browser/chromium/executable.py b/bughog/subject/web_browser/chromium/executable.py
index 539d857e..7f75dc83 100644
--- a/bughog/subject/web_browser/chromium/executable.py
+++ b/bughog/subject/web_browser/chromium/executable.py
@@ -1,10 +1,11 @@
 import os
 import re
 
-from bughog import cli, util
+from bughog import cli
 from bughog.parameters import SubjectConfiguration
 from bughog.subject.web_browser.executable import BrowserExecutable
 from bughog.subject.web_browser.profile import prepare_chromium_profile, remove_profile_execution_folder
+from bughog.util import fs
 from bughog.version_control.state.base import State
 
 DEFAULT_FLAGS = [
@@ -50,7 +51,7 @@ def _optimize_for_storage(self):
         # Remove unneccessary files
         locales_folder_path = os.path.join(self.staging_folder, 'locales')
         if os.path.isdir(locales_folder_path):
-            util.remove_all_in_folder(locales_folder_path, except_files=['en-GB.pak', 'en-US.pak'])
+            fs.remove_all_in_folder(locales_folder_path, except_files=['en-GB.pak', 'en-US.pak'])
 
     def _configure_executable(self):
         cli.execute_and_return_status(f'chmod -R a+x {self.staging_folder}')
@@ -96,19 +97,21 @@ def _prepare_profile_folder(self):
             case 'default':
                 profile_path = prepare_chromium_profile()
             case 'btpc':
-                if int(self.version) < 17:
+                assert self.version is not None
+                major = self.version.major
+                if major < 17:
                     profile_path = prepare_chromium_profile('6_btpc')
-                elif int(self.version) < 24:
+                elif major < 24:
                     profile_path = prepare_chromium_profile('17_btpc')
-                elif int(self.version) < 36:
+                elif major < 36:
                     profile_path = prepare_chromium_profile('24_btpc')
-                elif int(self.version) < 40:
+                elif major < 40:
                     profile_path = prepare_chromium_profile('36_btpc')
-                elif int(self.version) < 46:
+                elif major < 46:
                     profile_path = prepare_chromium_profile('40_btpc')
-                elif int(self.version) < 59:
+                elif major < 59:
                     profile_path = prepare_chromium_profile('46_btpc')
-                elif int(self.version) < 86:
+                elif major < 86:
                     profile_path = prepare_chromium_profile('59_btpc')
                 else:
                     raise AttributeError('Chrome 86 and up not supported yet')
diff --git a/bughog/subject/web_browser/chromium/state_oracle.py b/bughog/subject/web_browser/chromium/state_oracle.py
index 954d8c04..e09e2d79 100644
--- a/bughog/subject/web_browser/chromium/state_oracle.py
+++ b/bughog/subject/web_browser/chromium/state_oracle.py
@@ -3,9 +3,9 @@
 
 import requests
 
-from bughog import util
 from bughog.database.mongo.cache import Cache
 from bughog.subject.state_oracle import StateOracle
+from bughog.util import http
 from bughog.version_control.conversion import bughog_service
 from bughog.version_control.version import Version
 
@@ -26,7 +26,7 @@ def find_commit_nb(self, commit_id: str) -> int:
 
         # If not found, use googlesource.
         url = f'{REV_ID_BASE_URL}{commit_id}'
-        html = util.request_html(url).decode()
+        html = http.request_html(url).decode()
         commit_nb = self._parse_commit_nb_from_googlesource(html)
         if commit_nb is None:
             logger.error(f"Could not parse commit number on '{url}'")
@@ -42,8 +42,8 @@ def find_commit_id(self, commit_nb: int) -> str | None:
 
         # If not found, use crrev.com.
         try:
-            final_url = util.request_final_url(f'{REV_NUMBER_BASE_URL}{commit_nb}')
-        except util.ResourceNotFound:
+            final_url = http.request_final_url(f'{REV_NUMBER_BASE_URL}{commit_nb}')
+        except http.ResourceNotFound:
             return None
         commit_id = final_url[-40:]
         assert re.match(r'[a-z0-9]{40}', commit_id)
@@ -62,7 +62,8 @@ def has_public_commit_executable(self, commit_nb: int) -> bool:
     # @Cache.cache_in_db('web_browser', 'chromium')
     def get_release_executable_urls(self, version: Version) -> list[str]:
         # TODO: make more efficient (by possibly adding to bughog service)
-        commit_nb, _ = bughog_service.find_version_info('chromium', version, has_public_executable=True)
+        version_info = bughog_service.find_version_info('chromium', version, has_public_executable=True)
+        commit_nb = version_info['commit_nb']
         return self.get_commit_executable_urls(commit_nb)
 
     # @Cache.cache_in_db('web_browser', 'chromium')
diff --git a/bughog/subject/web_browser/chromium/subject.py b/bughog/subject/web_browser/chromium/subject.py
index 64c71f36..c833b8c8 100644
--- a/bughog/subject/web_browser/chromium/subject.py
+++ b/bughog/subject/web_browser/chromium/subject.py
@@ -1,14 +1,9 @@
-import logging
-
 from bughog.parameters import SubjectConfiguration
-from bughog.subject.state_oracle import StateOracle
 from bughog.subject.web_browser.chromium.executable import ChromiumExecutable
 from bughog.subject.web_browser.chromium.state_oracle import ChromiumStateOracle
 from bughog.subject.web_browser.subject import WebBrowser
 from bughog.version_control.state.base import State
 
-logger = logging.getLogger(__name__)
-
 
 class Chromium(WebBrowser):
     @property
@@ -16,8 +11,8 @@ def name(self) -> str:
         return 'chromium'
 
     @property
-    def _state_oracle_class(self) -> type[StateOracle]:
-        return ChromiumStateOracle
+    def state_oracle(self) -> ChromiumStateOracle:
+        return ChromiumStateOracle(self.type, self.name)
 
     def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> ChromiumExecutable:
         return ChromiumExecutable(subject_configuration, state)
diff --git a/bughog/subject/web_browser/executable.py b/bughog/subject/web_browser/executable.py
index 33d4f053..d42be7d7 100644
--- a/bughog/subject/web_browser/executable.py
+++ b/bughog/subject/web_browser/executable.py
@@ -1,8 +1,8 @@
 from abc import abstractmethod
 
-from bughog import util
 from bughog.parameters import SubjectConfiguration
 from bughog.subject.executable import Executable
+from bughog.util import fs
 from bughog.version_control.state.base import State
 
 
@@ -33,7 +33,7 @@ def _remove_profile_folder(self):
 
     def __empty_downloads_folder(self):
         download_folder = '/root/Downloads'
-        util.remove_all_in_folder(download_folder)
+        fs.remove_all_in_folder(download_folder)
 
     def pre_experiment_setup(self):
         self.fetch()
diff --git a/bughog/subject/web_browser/firefox/executable.py b/bughog/subject/web_browser/firefox/executable.py
index 09239f3d..d9657632 100644
--- a/bughog/subject/web_browser/firefox/executable.py
+++ b/bughog/subject/web_browser/firefox/executable.py
@@ -76,11 +76,14 @@ def add_user_pref(key: str, value: str | int | bool):
             add_user_pref('network.cookie.cookieBehavior', 1)
             add_user_pref('browser.contentblocking.category', 'custom')
         elif 'tp' in self.config.subject_setting:
-            if int(self.version) >= 65:
+            assert self.version is not None
+            if self.version.major >= 65:
                 add_user_pref('privacy.trackingprotection.enabled', True)
                 add_user_pref('pref.privacy.disable_button.change_blocklis', False)
                 add_user_pref('pref.privacy.disable_button.tracking_protection_exceptions', False)
-                add_user_pref('urlclassifier.trackingTable', 'test-track-simple,base-track-digest256,content-track-digest256')
+                add_user_pref(
+                    'urlclassifier.trackingTable', 'test-track-simple,base-track-digest256,content-track-digest256'
+                )
             else:
                 add_user_pref('privacy.contentblocking.category', 'strict')
                 add_user_pref('privacy.trackingprotection.enabled', True)
@@ -124,10 +127,14 @@ def _prepare_profile_folder(self):
 
         # For newer Firefox versions (> 57):
         # Generate SQLite database: cert9.db  key4.db  pkcs11.txt
-        cli.execute(f'certutil -A -n bughog-ca -t CT,c -i /etc/nginx/ssl/certs/bughog_CA.crt -d sql:{self._profile_path}')
+        cli.execute(
+            f'certutil -A -n bughog-ca -t CT,c -i /etc/nginx/ssl/certs/bughog_CA.crt -d sql:{self._profile_path}'
+        )
         # For older Firefox versions (<= 57):
         # Generate in Berkeley DB database: cert8.db, key3.db, secmod.db
-        cli.execute(f'certutil -A -n bughog-ca -t CT,c -i /etc/nginx/ssl/certs/bughog_CA.crt -d dbm:{self._profile_path}')
+        cli.execute(
+            f'certutil -A -n bughog-ca -t CT,c -i /etc/nginx/ssl/certs/bughog_CA.crt -d dbm:{self._profile_path}'
+        )
 
         # More info:
         # - https://support.mozilla.org/en-US/questions/1207165
diff --git a/bughog/subject/web_browser/firefox/subject.py b/bughog/subject/web_browser/firefox/subject.py
index e6c9dcb3..16e71322 100644
--- a/bughog/subject/web_browser/firefox/subject.py
+++ b/bughog/subject/web_browser/firefox/subject.py
@@ -1,5 +1,4 @@
 from bughog.parameters import SubjectConfiguration
-from bughog.subject.state_oracle import StateOracle
 from bughog.subject.web_browser.firefox.executable import FirefoxExecutable
 from bughog.subject.web_browser.firefox.state_oracle import FirefoxStateOracle
 from bughog.subject.web_browser.subject import WebBrowser
@@ -12,8 +11,8 @@ def name(self) -> str:
         return 'firefox'
 
     @property
-    def _state_oracle_class(self) -> type[StateOracle]:
-        return FirefoxStateOracle
+    def state_oracle(self) -> FirefoxStateOracle:
+        return FirefoxStateOracle(self.type, self.name)
 
     def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> FirefoxExecutable:
         return FirefoxExecutable(subject_configuration, state)
diff --git a/bughog/subject/web_browser/interaction/simulation.py b/bughog/subject/web_browser/interaction/simulation.py
index cfbbdc05..7d10cdb9 100644
--- a/bughog/subject/web_browser/interaction/simulation.py
+++ b/bughog/subject/web_browser/interaction/simulation.py
@@ -13,13 +13,15 @@
 
 
 class BrowserSimulation(Simulation):
+    executable: BrowserExecutable
+
     def __init__(self, executable: BrowserExecutable, folder: Folder, params: ExperimentParameters):
         super().__init__(executable, folder, params)
         disp = Display(visible=True, size=(1920, 1080), backend='xvfb', use_xauth=True)
         disp.start()
         import pyautogui as gui
 
-        gui._pyautogui_x11._display = Xlib.display.Display(os.environ['DISPLAY'])
+        gui._pyautogui_x11._display = Xlib.display.Display(os.environ['DISPLAY'])  # ty: ignore (import will create error)
 
     def __del__(self):
         self.executable.terminate()
diff --git a/bughog/subject/web_browser/servo/subject.py b/bughog/subject/web_browser/servo/subject.py
index 77a25cdd..6698cb75 100644
--- a/bughog/subject/web_browser/servo/subject.py
+++ b/bughog/subject/web_browser/servo/subject.py
@@ -1,5 +1,4 @@
 from bughog.parameters import SubjectConfiguration
-from bughog.subject.state_oracle import StateOracle
 from bughog.subject.web_browser.servo.executable import ServoExecutable
 from bughog.subject.web_browser.servo.state_oracle import ServoStateOracle
 from bughog.subject.web_browser.subject import WebBrowser
@@ -12,8 +11,8 @@ def name(self) -> str:
         return 'servo'
 
     @property
-    def _state_oracle_class(self) -> type[StateOracle]:
-        return ServoStateOracle
+    def state_oracle(self) -> ServoStateOracle:
+        return ServoStateOracle(self.type, self.name)
 
     def create_executable(self, subject_configuration: SubjectConfiguration, state: State) -> ServoExecutable:
         return ServoExecutable(subject_configuration, state)
diff --git a/bughog/subject/web_browser/state_cache.py b/bughog/subject/web_browser/state_cache.py
index 7115ca25..83742580 100644
--- a/bughog/subject/web_browser/state_cache.py
+++ b/bughog/subject/web_browser/state_cache.py
@@ -4,131 +4,135 @@
 
 from pymongo import ASCENDING, DESCENDING
 
-from bughog import util
 from bughog.database.mongo.mongodb import MongoDB
+from bughog.util import http
 
 logger = logging.getLogger(__name__)
 
-BASE_URL = "https://bughog.distrinet-research.be/"
+BASE_URL = 'https://bughog.distrinet-research.be/'
 
 
 class PublicBrowserStateCache:
     @staticmethod
     def update() -> None:
         def safe_request_json_and_update(collection_name: str, transform=lambda x: x):
-            url = BASE_URL + collection_name + ".json"
+            url = BASE_URL + collection_name + '.json'
             try:
-                result = util.request_json(url)["data"]
+                result = http.fetch_dict(url).get('data')
                 if result is not None:
                     PublicBrowserStateCache.__update_collection(collection_name, transform(result))
-            except util.ResourceNotFound:
-                logger.warning(f"Could not update commit cache with resource at {url}")
+            except http.ResourceNotFound:
+                logger.warning(f'Could not update commit cache with resource at {url}')
             except Exception:
-                logger.error(f"Could not update commit cache for {collection_name}", exc_info=True)
+                logger.error(f'Could not update commit cache for {collection_name}', exc_info=True)
 
         executor = ThreadPoolExecutor()
-        executor.submit(safe_request_json_and_update, "firefox_binary_availability", transform=lambda x: list(x.values()))
-        executor.submit(safe_request_json_and_update, "firefox_release_base_revs")
-        executor.submit(safe_request_json_and_update, "chromium_release_base_revs")
+        executor.submit(
+            safe_request_json_and_update, 'firefox_binary_availability', transform=lambda x: list(x.values())
+        )
+        executor.submit(safe_request_json_and_update, 'firefox_release_base_revs')
+        executor.submit(safe_request_json_and_update, 'chromium_release_base_revs')
         executor.shutdown(wait=False)
 
     @staticmethod
     def __update_collection(collection_name: str, data: list) -> None:
         collection = MongoDB().get_collection(collection_name)
         if (n := len(data)) == collection.count_documents({}):
-            logger.debug(f"{collection_name} is still up-to-date ({n} documents).")
+            logger.debug(f'{collection_name} is still up-to-date ({n} documents).')
         else:
             collection.delete_many({})
             collection.insert_many(data)
-            logger.info(f"{collection_name} is updated ({len(data)} documents).")
+            logger.info(f'{collection_name} is updated ({len(data)} documents).')
 
     @staticmethod
     def firefox_get_commit_nb(commit_id: str) -> int:
-        collection = MongoDB().get_collection("firefox_binary_availability")
-        result = collection.find_one({"revision_id": commit_id}, {"revision_number": 1})
-        if result is None or "revision_number" not in result:
+        collection = MongoDB().get_collection('firefox_binary_availability')
+        result = collection.find_one({'revision_id': commit_id}, {'revision_number': 1})
+        if result is None or 'revision_number' not in result:
             raise AttributeError(f"Could not find 'revision_number' in {result}")
-        return result["revision_number"]
+        return result['revision_number']
 
     @staticmethod
     def firefox_has_executable_for(commit_nb: Optional[int] = None, commit_id: Optional[str] = None) -> bool:
-        collection = MongoDB().get_collection("firefox_binary_availability")
+        collection = MongoDB().get_collection('firefox_binary_availability')
         if commit_nb:
-            result = collection.find_one({"revision_number": commit_nb})
+            result = collection.find_one({'revision_number': commit_nb})
         elif commit_id:
-            result = collection.find_one({"revision_number": commit_nb})
+            result = collection.find_one({'revision_number': commit_nb})
         else:
-            raise AttributeError("No commit number or id was provided")
+            raise AttributeError('No commit number or id was provided')
         return result is not None
 
     @staticmethod
     def firefox_get_executable_info(commit_id: str) -> Optional[dict]:
-        collection = MongoDB().get_collection("firefox_binary_availability")
-        return collection.find_one({"node": commit_id}, {"files_url": 1, "app_version": 1})
+        collection = MongoDB().get_collection('firefox_binary_availability')
+        return collection.find_one({'node': commit_id}, {'files_url': 1, 'app_version': 1})
 
     @staticmethod
     def firefox_get_previous_and_next_commit_nb_with_executable(commit_nb: int) -> tuple[Optional[int], Optional[int]]:
-        collection = MongoDB().get_collection("firefox_binary_availability")
+        collection = MongoDB().get_collection('firefox_binary_availability')
 
-        previous_commit_nbs = collection.find({"revision_number": {"$lt": commit_nb}}).sort({"revision_number": DESCENDING})
+        previous_commit_nbs = collection.find({'revision_number': {'$lt': commit_nb}}).sort(
+            {'revision_number': DESCENDING}
+        )
         previous_document = next(previous_commit_nbs, None)
 
-        next_commit_nbs = collection.find({"revision_number": {"$gt": commit_nb}}).sort({"revision_number": ASCENDING})
+        next_commit_nbs = collection.find({'revision_number': {'$gt': commit_nb}}).sort({'revision_number': ASCENDING})
         next_document = next(next_commit_nbs, None)
 
         return (
-            previous_document["revision_number"] if previous_document else None,
-            next_document["revision_number"] if next_document else None,
+            previous_document['revision_number'] if previous_document else None,
+            next_document['revision_number'] if next_document else None,
         )
 
     @staticmethod
     def firefox_get_commit_id(commit_nb: int) -> Optional[str]:
-        collection = MongoDB().get_collection("firefox_binary_availability")
-        result = collection.find_one({"revision_number": commit_nb})
+        collection = MongoDB().get_collection('firefox_binary_availability')
+        result = collection.find_one({'revision_number': commit_nb})
         if result is None:
             return None
-        return result.get("node", None)
+        return result.get('node', None)
 
     @staticmethod
     def __get_release_base_rev_collection(browser: str) -> str:
         match browser:
-            case "chromium":
-                return "chromium_release_base_revs"
-            case "firefox":
-                return "firefox_release_base_revs"
+            case 'chromium':
+                return 'chromium_release_base_revs'
+            case 'firefox':
+                return 'firefox_release_base_revs'
             case _:
-                raise AttributeError(f"Could not get collection for browser {browser}")
+                raise AttributeError(f'Could not get collection for browser {browser}')
 
     @staticmethod
     def is_tag(browser: str, tag: str) -> bool:
         collection = MongoDB().get_collection(PublicBrowserStateCache.__get_release_base_rev_collection(browser))
-        n = collection.count_documents({"release_tag": tag})
+        n = collection.count_documents({'release_tag': tag})
         return n > 0
 
     @staticmethod
     def get_release_tag(browser: str, major_release_version: int) -> str:
         collection = MongoDB().get_collection(PublicBrowserStateCache.__get_release_base_rev_collection(browser))
-        if doc := collection.find_one({"major_version": major_release_version}):
-            return doc["release_tag"]
+        if doc := collection.find_one({'major_version': major_release_version}):
+            return doc['release_tag']
         raise AttributeError(f"Could not find release tag associated with version '{major_release_version}'")
 
     @staticmethod
     def get_release_commit_nb(browser: str, major_release_version: int) -> int:
         collection = MongoDB().get_collection(PublicBrowserStateCache.__get_release_base_rev_collection(browser))
-        if doc := collection.find_one({"major_version": major_release_version}):
-            return doc["revision_number"]
+        if doc := collection.find_one({'major_version': major_release_version}):
+            return doc['revision_number']
         raise AttributeError(f"Could not find major release version '{major_release_version}'")
 
     @staticmethod
     def get_release_commit_id(browser: str, major_release_version: int) -> str:
         collection = MongoDB().get_collection(PublicBrowserStateCache.__get_release_base_rev_collection(browser))
-        if doc := collection.find_one({"major_version": major_release_version}):
-            return doc["revision_id"]
+        if doc := collection.find_one({'major_version': major_release_version}):
+            return doc['revision_id']
         raise AttributeError(f"Could not find major release version '{major_release_version}'")
 
     @staticmethod
     def get_most_recent_major_version(browser: str) -> int:
         collection = MongoDB().get_collection(PublicBrowserStateCache.__get_release_base_rev_collection(browser))
-        if doc := collection.find_one(sort=[("major_version", -1)]):
-            return doc["major_version"]
-        raise AttributeError("Could not find most recent major release version")
+        if doc := collection.find_one(sort=[('major_version', -1)]):
+            return doc['major_version']
+        raise AttributeError('Could not find most recent major release version')
diff --git a/bughog/subject/web_browser/subject.py b/bughog/subject/web_browser/subject.py
index 5390112d..aa48aa7f 100644
--- a/bughog/subject/web_browser/subject.py
+++ b/bughog/subject/web_browser/subject.py
@@ -7,6 +7,7 @@
 from bughog.parameters import ExperimentParameters
 from bughog.subject.executable import Executable
 from bughog.subject.subject import Subject
+from bughog.subject.web_browser.executable import BrowserExecutable
 from bughog.subject.web_browser.interaction.simulation import BrowserSimulation
 
 
@@ -20,6 +21,7 @@ def type(self):
 
     @staticmethod
     def create_simulation(executable: Executable, context: Folder, params: ExperimentParameters) -> BrowserSimulation:
+        assert isinstance(executable, BrowserExecutable)
         return BrowserSimulation(executable, context, params)
 
     @staticmethod
diff --git a/bughog/util.py b/bughog/util/fs.py
similarity index 53%
rename from bughog/util.py
rename to bughog/util/fs.py
index 2f9e2396..74579326 100644
--- a/bughog/util.py
+++ b/bughog/util/fs.py
@@ -4,7 +4,6 @@
 """
 
 import functools
-import json
 import logging
 import os
 import shutil
@@ -12,10 +11,6 @@
 import time
 import zipfile
 from typing import Optional
-from urllib.parse import urlparse
-
-from requests import RequestException, Session
-from requests.adapters import HTTPAdapter, Retry
 
 from bughog.exceptions import OutOfMemoryError
 
@@ -96,115 +91,6 @@ def rmtree(src_path):
     return False
 
 
-def read_web_report(file_name):
-    report_folder = '/reports'
-    path = os.path.join(report_folder, file_name)
-    if not os.path.isfile(path):
-        raise ResourceNotFound(path)
-    with open(path, 'r') as file:
-        return json.load(file)
-
-
-def request_html(url: str):
-    session = __get_session()
-    logger.debug(f'Requesting {url}')
-    try:
-        with session.get(url, timeout=60, stream=True) as resp:
-            if resp.status_code >= 400:
-                raise ResourceNotFound(url)
-            return resp.content
-    except RequestException as e:
-        raise ResourceNotFound from e
-
-
-def request_json(url: str, params: dict | None = None, token: str | None = None) -> list | dict:
-    session = __get_session(token=token)
-    logger.debug(f'Requesting {url}')
-    try:
-        with session.get(url, params=params, timeout=60, stream=True) as resp:
-            if resp.status_code >= 400:
-                raise ResourceNotFound(url)
-            return resp.json()
-    except Exception as e:
-        raise ResourceNotFound from e
-
-
-def request_final_url(url: str, params: dict | None = None) -> str:
-    session = __get_session()
-    logger.debug(f'Requesting {url}')
-    try:
-        resp = session.get(url, params=params, timeout=60, stream=True)
-        if resp.status_code >= 400:
-            raise ResourceNotFound(url)
-        return resp.url
-    except RequestException as e:
-        raise ResourceNotFound from e
-
-
-def post_request(url: str, json: dict) -> None:
-    session = __get_session()
-    logger.debug(f'Sending POST to {url}.')
-    try:
-        session.post(url, json=json)
-    except RequestException:
-        logger.warning(f'Could not propagate request to collector at {url}.')
-
-
-def __get_session(token: Optional[str] = None, max_retries: int = 3, backoff_factor: int = 2) -> Session:
-    session = Session()
-    if token:
-        session.headers.update({'Authorization': f'Bearer {token}'})
-
-    retries = Retry(
-        total=max_retries,
-        backoff_factor=backoff_factor,
-        status_forcelist=tuple(range(500, 600)),
-        allowed_methods={'GET'},
-    )
-    adapter = HTTPAdapter(max_retries=retries)
-    session.mount('http://', adapter)
-    session.mount('https://', adapter)
-    return session
-
-
-def download_and_extract(urls: list[str], dst_folder_path: str) -> bool:
-    """
-    Downloads the archive residing at the given URL and extracts it to the given dest_path.
-    This method currently supports zip, tar.gz, tar.bz2 and tar.xz archives.
-
-    :return bool: Returns True if the archive was successfully downloaded and extracted, otherwise False.
-    """
-    for url in urls:
-        logger.debug(f"Attempting to download archive from '{url}'.")
-        tmp_file_name = urlparse(url).path.split('/')[-1]
-        tmp_file_path = os.path.join('/memory', tmp_file_name)
-        if os.path.exists(tmp_file_path):
-            os.remove(tmp_file_path)
-        session = __get_session()
-        try:
-            with session.get(url, stream=True) as resp:
-                if resp.status_code >= 400:
-                    continue
-                with open(tmp_file_path, 'wb') as file:
-                    shutil.copyfileobj(resp.raw, file)
-        except RequestException:
-            logger.debug('Download failed.')
-            continue
-
-        logger.debug(f"Extracting downloaded archive '{tmp_file_path}'.")
-        _, file_extension = os.path.splitext(tmp_file_path)
-        match file_extension:
-            case '.zip':
-                unzip(tmp_file_path, dst_folder_path)
-            case '.gz' | '.bz2' | '.xz':
-                untar(tmp_file_path, dst_folder_path)
-            case _:
-                AttributeError(f'File extension {file_extension} is not supported.')
-        os.remove(tmp_file_path)
-        return True
-    return False
-
-
 def unzip(src_archive_path: str, dst_folder_path: str) -> None:
     with zipfile.ZipFile(src_archive_path, 'r') as zip:
         members = zip.namelist()
@@ -242,7 +128,3 @@ def wrapper(*args, **kwargs):
         return path
 
     return wrapper
-
-
-class ResourceNotFound(Exception):
-    pass
diff --git a/bughog/util/http.py b/bughog/util/http.py
new file mode 100644
index 00000000..bd512482
--- /dev/null
+++ b/bughog/util/http.py
@@ -0,0 +1,153 @@
+import json
+import logging
+import os
+import shutil
+from urllib.parse import urlparse
+
+from requests import RequestException, Session
+from requests.adapters import HTTPAdapter, Retry
+
+from bughog.util import fs
+
+logger = logging.getLogger(__name__)
+
+
+class ResourceNotFound(Exception):
+    pass
+
+
+def read_web_report(file_name):
+    report_folder = '/reports'
+    path = os.path.join(report_folder, file_name)
+    if not os.path.isfile(path):
+        raise ResourceNotFound(path)
+    with open(path, 'r') as file:
+        return json.load(file)
+
+
+def post_request(url: str, json: dict) -> None:
+    session = __get_session()
+    logger.debug(f'Sending POST to {url}.')
+    try:
+        session.post(url, json=json)
+    except RequestException:
+        logger.warning(f'Could not propagate request to collector at {url}.')
+
+
+def __get_session(token: str | None = None, max_retries: int = 3, backoff_factor: int = 2) -> Session:
+    session = Session()
+    if token:
+        session.headers.update({'Authorization': f'Bearer {token}'})
+
+    retries = Retry(
+        total=max_retries,
+        backoff_factor=backoff_factor,
+        status_forcelist=tuple(range(500, 600)),
+        allowed_methods={'GET'},
+    )
+    adapter = HTTPAdapter(max_retries=retries)
+    session.mount('http://', adapter)
+    session.mount('https://', adapter)
+    return session
+
+
+def request_html(url: str):
+    session = __get_session()
+    logger.debug(f'Requesting {url}')
+    try:
+        with session.get(url, timeout=60, stream=True) as resp:
+            if resp.status_code >= 400:
+                raise ResourceNotFound(url)
+            return resp.content
+    except RequestException as e:
+        raise ResourceNotFound from e
+
+
+def request_json(url: str, params: dict | None = None, token: str | None = None) -> list | dict:
+    session = __get_session(token=token)
+    logger.debug(f'Requesting {url}')
+    try:
+        with session.get(url, params=params, timeout=60, stream=True) as resp:
+            if resp.status_code >= 400:
+                raise ResourceNotFound(url)
+            return resp.json()
+    except Exception as e:
+        raise ResourceNotFound from e
+
+
+def request_final_url(url: str, params: dict | None = None) -> str:
+    session = __get_session()
+    logger.debug(f'Requesting {url}')
+    try:
+        resp = session.get(url, params=params, timeout=60, stream=True)
+        if resp.status_code >= 400:
+            raise ResourceNotFound(url)
+        return resp.url
+    except RequestException as e:
+        raise ResourceNotFound from e
+
+
+def __fetch(url: str) -> dict | list | None:
+    try:
+        return request_json(url)
+    except ResourceNotFound:
+        logger.warning(f'Could not fetch {url}')
+        return None
+
+
+def fetch_list(url: str) -> list:
+    data = __fetch(url)
+    if data is None:
+        return []
+    if not isinstance(data, list):
+        logger.warning(f'Expected a list from {url} but got {type(data)}')
+        return []
+    return data
+
+
+def fetch_dict(url: str) -> dict:
+    data = __fetch(url)
+    if data is None:
+        return {}
+    if not isinstance(data, dict):
+        logger.warning(f'Expected a dict from {url} but got {type(data)}')
+        return {}
+    return data
+
+
+def download_and_extract(urls: list[str], dst_folder_path: str) -> bool:
+    """
+    Downloads the archive residing at the given URL and extracts it to the given dest_path.
+    This method currently supports zip, tar.gz, tar.bz2 and tar.xz archives.
+
+    :return bool: Returns True if the archive was successfully downloaded and extracted, otherwise False.
+    """
+    for url in urls:
+        logger.debug(f"Attempting to download archive from '{url}'.")
+        tmp_file_name = urlparse(url).path.split('/')[-1]
+        tmp_file_path = os.path.join('/memory', tmp_file_name)
+        if os.path.exists(tmp_file_path):
+            os.remove(tmp_file_path)
+        session = __get_session()
+        try:
+            with session.get(url, stream=True) as resp:
+                if resp.status_code >= 400:
+                    continue
+                with open(tmp_file_path, 'wb') as file:
+                    shutil.copyfileobj(resp.raw, file)
+        except RequestException:
+            logger.debug('Download failed.')
+            continue
+
+        logger.debug(f"Extracting downloaded archive '{tmp_file_path}'.")
+        _, file_extension = os.path.splitext(tmp_file_path)
+        match file_extension:
+            case '.zip':
+                fs.unzip(tmp_file_path, dst_folder_path)
+            case '.gz' | '.bz2' | '.xz':
+                fs.untar(tmp_file_path, dst_folder_path)
+            case _:
+                raise AttributeError(f'File extension {file_extension} is not supported.')
+        os.remove(tmp_file_path)
+        return True
+    return False
diff --git a/bughog/version_control/conversion/bughog_service.py b/bughog/version_control/conversion/bughog_service.py
index 7fcdb3ae..6397f2ea 100644
--- a/bughog/version_control/conversion/bughog_service.py
+++ b/bughog/version_control/conversion/bughog_service.py
@@ -4,7 +4,7 @@
 from typing import Any
 from urllib.parse import urljoin, urlparse
 
-from bughog.util import ResourceNotFound, request_json
+from bughog.util.http import fetch_dict, fetch_list
 from bughog.version_control.version import Version
 
 logger = logging.getLogger(__name__)
@@ -20,7 +20,7 @@
 @lru_cache(maxsize=LRU_CACHE_SIZE)
 def find_commit_info(subject_name: str, commit_nb: str) -> dict[str, Any]:
     url = urljoin(BASE_URL, f'{subject_name}/commits/{commit_nb}')
-    return __fetch_dict(url)
+    return fetch_dict(url)
 
 
 def find_latest_commit_info(subject_name: str) -> dict[str, Any]:
@@ -30,7 +30,7 @@ def find_latest_commit_info(subject_name: str) -> dict[str, Any]:
 @lru_cache(maxsize=LRU_CACHE_SIZE)
 def find_commit_nb(subject_name: str, commit_id: str) -> int:
     url = urljoin(BASE_URL, f'{subject_name}/commits/{commit_id}')
-    commit_info = __fetch_dict(url)
+    commit_info = fetch_dict(url)
     commit_nb = commit_info.get('nb')
     if commit_nb is None or not isinstance(commit_nb, int):
         raise Exception('BugHog service response did not include a valid commit number.')
@@ -66,7 +66,7 @@ def find_nearest_commit_with_executable(
         BASE_URL,
         f'{subject_name}/commits/{target_commit_nb}/nearest_with_executable?max_lower_offset={max_lower_offset}&max_upper_offset={max_upper_offset}',
     )
-    return __fetch_dict(url)
+    return fetch_dict(url)
 
 
 @lru_cache(maxsize=LRU_CACHE_SIZE)
@@ -94,7 +94,7 @@ def find_version_info(subject_name: str, version: Version, has_public_executable
         if has_public_executable is not None:
             url += f'?has_executable={str(has_public_executable).lower()}'
 
-        version_list = __fetch_list(url)
+        version_list = fetch_list(url)
         if len(version_list) > 0:
             return version_list[0]
 
@@ -104,31 +104,13 @@ def find_version_info(subject_name: str, version: Version, has_public_executable
 @lru_cache(maxsize=LRU_CACHE_SIZE)
 def find_all_versions(subject_name: str) -> list[dict]:
     url = urljoin(BASE_URL, f'{subject_name}/versions')
-    return __fetch_list(url)
+    return fetch_list(url)
 
 
 @lru_cache(maxsize=LRU_CACHE_SIZE)
 def find_latest_major_version(subject_name: str) -> Version:
     url = urljoin(BASE_URL, f'{subject_name}/versions/latest')
-    version_str = __fetch_dict(url).get('version')
+    version_str = fetch_dict(url).get('version')
     if version_str is None:
         raise Exception('BugHog service response did not include a valid major version.')
     return Version(version_str)
-
-
-def __fetch(url: str) -> dict | list | None:
-    try:
-        return request_json(url)
-    except ResourceNotFound:
-        logger.warning(f'Could not fetch {url}')
-        return None
-
-
-def __fetch_list(url: str) -> list:
-    data = __fetch(url)
-    return data if isinstance(data, list) else []
-
-
-def __fetch_dict(url: str) -> dict:
-    data = __fetch(url)
-    return data if isinstance(data, dict) else {}
diff --git a/bughog/version_control/conversion/github.py b/bughog/version_control/conversion/github.py
index 03515f43..720a7e08 100644
--- a/bughog/version_control/conversion/github.py
+++ b/bughog/version_control/conversion/github.py
@@ -7,8 +7,8 @@
 from datetime import datetime, timezone
 from typing import Optional
 
-from bughog import util
 from bughog.config import settings
+from bughog.util import http
 from bughog.version_control.state_not_found import StateNotFound
 
 logger = logging.getLogger(__name__)
@@ -16,7 +16,7 @@
 
 def find_commit_nb(owner: str, repo: str, commit_id: str) -> int:
     url = f'https://api.github.com/repos/{owner}/{repo}/commits/{commit_id}'
-    resp = util.request_json(url, token=settings.github_token)
+    resp = http.request_json(url, token=settings.github_token)
     if not resp or not isinstance(resp, dict):
         raise Exception(f'Could not find commit nb for {url}.')
     commit_message = resp.get('commit', {}).get('message', '')
@@ -26,7 +26,7 @@ def find_commit_nb(owner: str, repo: str, commit_id: str) -> int:
     # Get parent, where we should find the commit number
     parent_commit_id = resp['parents'][0]['sha']
     parent_commit_url = f'https://api.github.com/repos/{owner}/{repo}/commits/{parent_commit_id}'
-    resp = util.request_json(parent_commit_url, token=settings.github_token)
+    resp = http.request_json(parent_commit_url, token=settings.github_token)
     if not resp or not isinstance(resp, dict):
         raise Exception(f'Request to {url} returned {resp}.')
     commit_message = resp.get('commit', {}).get('message', '')
@@ -39,9 +39,9 @@ def find_commit_id_with_date(owner: str, repo: str, ts: int) -> str:
     """
     The UNIX timestamp is considered the commit number.
     """
-    date = datetime.fromtimestamp(ts + 1, tz=timezone.utc).isoformat().replace('+00:00','Z')
+    date = datetime.fromtimestamp(ts + 1, tz=timezone.utc).isoformat().replace('+00:00', 'Z')
     url = f'https://api.github.com/repos/{owner}/{repo}/commits?since={date}&until{date}'
-    resp = util.request_json(url, token=settings.github_token)
+    resp = http.request_json(url, token=settings.github_token)
     if not isinstance(resp, list):
         raise Exception(f'Request to {url} returned {resp}.')
     return resp[0].get('sha')
@@ -52,7 +52,7 @@ def find_commit_nb_with_date(owner: str, repo: str, commit_id: str) -> int:
     The UNIX timestamp is considered the commit number.
     """
     url = f'https://api.github.com/repos/{owner}/{repo}/commits/{commit_id}'
-    resp = util.request_json(url, token=settings.github_token)
+    resp = http.request_json(url, token=settings.github_token)
     if not resp or not isinstance(resp, dict):
         raise Exception(f'Could not find commit nb for {url}.')
     date = resp.get('commit', {}).get('author', {}).get('date', None)
@@ -63,7 +63,7 @@ def find_commit_nb_with_date(owner: str, repo: str, commit_id: str) -> int:
 
 def find_commit_id_from_tag(owner: str, repo: str, tag: str) -> str:
     url = f'https://api.github.com/repos/{owner}/{repo}/git/refs/tags/{tag}'
-    resp = util.request_json(url, token=settings.github_token)
+    resp = http.request_json(url, token=settings.github_token)
     if not resp or not isinstance(resp, dict):
         raise Exception(f'Request to {url} returned {resp}.')
     return resp.get('object', {}).get('sha')
@@ -71,7 +71,7 @@ def find_commit_id_from_tag(owner: str, repo: str, tag: str) -> str:
 
 def get_all_tags(owner: str, repo: str) -> list[str]:
     url = f'https://api.github.com/repos/{owner}/{repo}/git/refs/tags/'
-    resp = util.request_json(url, token=settings.github_token)
+    resp = http.request_json(url, token=settings.github_token)
     if not resp or not isinstance(resp, list):
         raise Exception(f'Request to {url} returned {resp}.')
     return [re.sub(r'^refs/tags/', '', item['ref']) for item in resp if 'ref' in item]
@@ -79,7 +79,7 @@ def get_all_tags(owner: str, repo: str) -> list[str]:
 
 def __get_reference_commit_nb(owner: str, repo: str) -> int:
     url = f'https://api.github.com/repos/{owner}/{repo}/commits?page=1&per_page=1'
-    resp = util.request_json(url, token=settings.github_token)
+    resp = http.request_json(url, token=settings.github_token)
     if resp and isinstance(resp, list) and len(resp) > 0:
         commit = resp[0]
         commit_message = commit.get('commit', {}).get('message', '')
@@ -92,8 +92,12 @@ def __get_reference_commit_nb(owner: str, repo: str) -> int:
 def __parse_commit_nb(commit_message: str) -> Optional[int]:
     if matches := re.findall(r'Cr-Commit-Position: refs/heads/(?:master|main|candidates)@\{#(\d+)\}', commit_message):
         return int(matches[-1])
-    if matches := re.findall(r'git-svn-id: https*://v8\.googlecode\.com/svn/(?:trunk|bleeding_edge)@(\d+)', commit_message):
+    if matches := re.findall(
+        r'git-svn-id: https*://v8\.googlecode\.com/svn/(?:trunk|bleeding_edge)@(\d+)', commit_message
+    ):
         return int(matches[-1])
-    if matches := re.findall(r'git-svn-id: https*://v8\.googlecode\.com/svn/branches/bleeding_edge@(\d+)', commit_message):
+    if matches := re.findall(
+        r'git-svn-id: https*://v8\.googlecode\.com/svn/branches/bleeding_edge@(\d+)', commit_message
+    ):
         return int(matches[-1])
     return None
diff --git a/bughog/version_control/state/base.py b/bughog/version_control/state/base.py
index 45b2b926..f3d0c4ee 100644
--- a/bughog/version_control/state/base.py
+++ b/bughog/version_control/state/base.py
@@ -18,8 +18,7 @@ class ShallowState:
     commit_nb: int | None
     commit_id: str | None
 
-    @property
-    def dict(self) -> dict:
+    def to_dict(self) -> dict:
         # 'major_version' is always written (e.g. 120 for Chromium, 0 for Servo).
         # 'version' is additionally written when the major version is 0 (e.g. 0.1.1 for Servo),
         # since major_version alone is insufficient to identify the release in that case.
@@ -112,7 +111,7 @@ def deserialize(pickled_str: str) -> State:
         return pickle.loads(pickled_bytes)
 
     def to_dict(self) -> dict:
-        return self.to_shallow_state().dict
+        return self.to_shallow_state().to_dict()
 
     def has_available_executable(self) -> bool:
         return self.has_artisanal_executable() or self.has_public_executable()
diff --git a/bughog/web/blueprints/experiments.py b/bughog/web/blueprints/experiments.py
index 55b40b4c..da3187bf 100644
--- a/bughog/web/blueprints/experiments.py
+++ b/bughog/web/blueprints/experiments.py
@@ -3,13 +3,15 @@
 import logging
 import sys
 import threading
+from typing import Any
 
-from bughog import util
-from bughog.evaluation.experiments import SUPPORTED_DOMAINS
 from flask import Blueprint, Request, make_response, render_template, request, url_for
 
+from bughog.evaluation.experiments import SUPPORTED_DOMAINS
+from bughog.util import http
+
 logger = logging.getLogger(__name__)
-exp = Blueprint("experiments", __name__, template_folder="/app/bughog/web/templates")
+exp = Blueprint('experiments', __name__, template_folder='/app/bughog/web/templates')
 
 
 @exp.before_request
@@ -17,9 +19,7 @@ def before_request():
     __report(request)
     host = request.host.lower()
     if host not in SUPPORTED_DOMAINS:
-        logger.error(
-            f"Host '{host}' is not supported by this framework. Supported hosts are {SUPPORTED_DOMAINS}"
-        )
+        logger.error(f"Host '{host}' is not supported by this framework. Supported hosts are {SUPPORTED_DOMAINS}")
         return f"Host '{host}' is not supported by this framework."
 
 
@@ -29,130 +29,133 @@ def __report(request: Request) -> None:
     """
     # Respond to collector on same IP
     # remote_ip = request.remote_addr
-    remote_ip = request.headers.get("X-Real-IP")
+    remote_ip = request.headers.get('X-Real-IP')
     response_data = {
-        "url": request.url,
-        "method": request.method,
-        "headers": dict(request.headers),
-        "content": request.data.decode("utf-8"),
+        'url': request.url,
+        'method': request.method,
+        'headers': dict(request.headers),
+        'content': request.data.decode('utf-8'),
     }
 
     def send_report_to_collector():
-        util.post_request(f'http://{remote_ip}:5001/report/', response_data)
+        http.post_request(f'http://{remote_ip}:5001/report/', response_data)
 
     threading.Thread(target=send_report_to_collector).start()
 
 
-def __get_all_GET_parameters(request) -> dict[str,str]:
+def __get_all_GET_parameters(request) -> dict[str, Any]:
     return {k: v for k, v in request.args.items()}
 
 
-@exp.route("/")
+@exp.route('/')
 def index():
-    return f"This page is visited over <b>{request.scheme}</b>."
+    return f'This page is visited over <b>{request.scheme}</b>.'
 
 
-@exp.route("/report/", methods=["GET", "POST"])
+@exp.route('/report/', methods=['GET', 'POST'])
 def report_endpoint():
     get_params = [item for item in __get_all_GET_parameters(request).items()]
-    resp = make_response(
-        render_template("cookies.html", title="Report", get_params=get_params)
-    )
+    resp = make_response(render_template('cookies.html', title='Report', get_params=get_params))
 
     cookie_exp_date = datetime.datetime.now() + datetime.timedelta(weeks=4)
-    resp.set_cookie("generic", "1", expires=cookie_exp_date)
-    resp.set_cookie("secure", "1", expires=cookie_exp_date, secure=True)
-    resp.set_cookie("httpOnly", "1", expires=cookie_exp_date, httponly=True)
-    resp.set_cookie("lax", "1", expires=cookie_exp_date, samesite="lax")
-    resp.set_cookie("strict", "1", expires=cookie_exp_date, samesite="strict")
+    resp.set_cookie('generic', '1', expires=cookie_exp_date)
+    resp.set_cookie('secure', '1', expires=cookie_exp_date, secure=True)
+    resp.set_cookie('httpOnly', '1', expires=cookie_exp_date, httponly=True)
+    resp.set_cookie('lax', '1', expires=cookie_exp_date, samesite='lax')
+    resp.set_cookie('strict', '1', expires=cookie_exp_date, samesite='strict')
     return resp
 
 
-@exp.route("/report/if/scheme/<string:target_scheme>/")
+@exp.route('/report/if/scheme/<string:target_scheme>/')
 def report_leak_if_using_http(target_scheme):
     """
     Triggers request to /report/ if a request was received over the specified `scheme`.
     """
-    used_scheme = request.headers.get("X-Forwarded-Proto")
+    used_scheme = request.headers.get('X-Forwarded-Proto')
     params = __get_all_GET_parameters(request)
     if used_scheme == target_scheme:
-        return "Redirect", 307, {"Location": url_for("experiments.report_endpoint", **params)}
+        return 'Redirect', 307, {'Location': url_for('experiments.report_endpoint', **params)}
     else:
-        return f"Request was received over {used_scheme}, instead of {target_scheme}", 200, {}
+        return f'Request was received over {used_scheme}, instead of {target_scheme}', 200, {}
 
 
-@exp.route("/report/if/<string:expected_header_name>/")
+@exp.route('/report/if/<string:expected_header_name>/')
 def report_leak_if_present(expected_header_name: str):
     """
     Triggers request to /report/ if a request header by name of `expected_header_name` was received.
     """
     if expected_header_name not in request.headers:
-        return f"Header {expected_header_name} not found", 200, {"Allow-CSP-From": "*"}
+        return f'Header {expected_header_name} not found', 200, {'Allow-CSP-From': '*'}
 
     params = __get_all_GET_parameters(request)
     return (
-        "Redirect",
+        'Redirect',
         307,
         {
-            "Location": url_for("experiments.report_endpoint", **params),
-            "Allow-CSP-From": "*",
+            'Location': url_for('experiments.report_endpoint', **params),
+            'Allow-CSP-From': '*',
         },
     )
 
 
-@exp.route("/report/if/<string:expected_header_name>/contains/<string:expected_header_value>/")
+@exp.route('/report/if/<string:expected_header_name>/contains/<string:expected_header_value>/')
 def report_leak_if_contains(expected_header_name: str, expected_header_value: str):
     """
     Triggers request to /report/ if a request header `expected_header_name` with value `expected_header_value` was received.
     """
     if expected_header_name not in request.headers:
-        return f"Header {expected_header_name} not found", 200, {"Allow-CSP-From": "*"}
+        return f'Header {expected_header_name} not found', 200, {'Allow-CSP-From': '*'}
     elif expected_header_value not in request.headers[expected_header_name]:
         return (
             f"Header {expected_header_name} found, but expected value '{expected_header_value}' was not found in the actual value '{request.headers[expected_header_name]}'",
             200,
-            {"Allow-CSP-From": "*"},
+            {'Allow-CSP-From': '*'},
         )
 
     params = __get_all_GET_parameters(request)
     return (
-        "Redirect",
+        'Redirect',
         307,
         {
-            "Location": url_for("experiments.report_endpoint", **params),
-            "Allow-CSP-From": "*",
+            'Location': url_for('experiments.report_endpoint', **params),
+            'Allow-CSP-From': '*',
         },
     )
 
 
-@exp.route("/<string:project>/<string:experiment>/<string:file_name>.py", methods=["GET", "HEAD", "POST", "PUT", "DELETE", "CONNECT", "OPTIONS", "TRACE", "PATCH"])
+@exp.route(
+    '/<string:project>/<string:experiment>/<string:file_name>.py',
+    methods=['GET', 'HEAD', 'POST', 'PUT', 'DELETE', 'CONNECT', 'OPTIONS', 'TRACE', 'PATCH'],
+)
 def python_evaluation(project: str, experiment: str, file_name: str):
     """
     Evaluates the python script and returns its result.
     """
     host = request.host.lower()
 
-    module_name = f"{host}/{project}/{experiment}"
-    path = f"/app/subject/web_browser/experiments/{project}/{experiment}/{file_name}.py"
+    module_name = f'{host}/{project}/{experiment}'
+    path = f'/app/subject/web_browser/experiments/{project}/{experiment}/{file_name}.py'
 
     # Dynamically import the file
     sys.dont_write_bytecode = True
     spec = importlib.util.spec_from_file_location(module_name, path)
+    assert spec is not None
     module = importlib.util.module_from_spec(spec)
     sys.modules[module_name] = module
+    assert spec.loader is not None
     spec.loader.exec_module(module)
 
     def reproduced() -> None:
-        remote_ip = request.headers.get("X-Real-IP")
+        remote_ip = request.headers.get('X-Real-IP')
         response_data = {
-            "url": url_for("experiments.report_endpoint", bughog_reproduced='OK'),
-            "method": request.method,
-            "headers": dict(request.headers),
-            "content": request.data.decode("utf-8"),
+            'url': url_for('experiments.report_endpoint', bughog_reproduced='OK'),
+            'method': request.method,
+            'headers': dict(request.headers),
+            'content': request.data.decode('utf-8'),
         }
 
         def send_report_to_collector():
-            util.post_request(f'http://{remote_ip}:5001/report/', response_data)
+            http.post_request(f'http://{remote_ip}:5001/report/', response_data)
 
         threading.Thread(target=send_report_to_collector).start()
 
diff --git a/test/experiments/test_file_structure.py b/test/experiments/test_file_structure.py
index 26fa6545..fc145319 100644
--- a/test/experiments/test_file_structure.py
+++ b/test/experiments/test_file_structure.py
@@ -26,18 +26,27 @@ def test_multiple_dots_uses_last(self):
 
 class TestCommentDelimiters:
     def test_html_has_closing_delimiter(self):
-        prefix, suffix = File('index.html', '/').comment_delimiters
-        assert suffix is not None
+        pre_and_suffix = File('index.html', '/').comment_delimiters
+        assert pre_and_suffix is not None
+        prefix, suffix = pre_and_suffix
+        assert prefix == r'<!--'
+        assert suffix == r'-->'
 
     def test_xml_same_as_html(self):
         assert File('doc.xml', '/').comment_delimiters == File('index.html', '/').comment_delimiters
 
     def test_js_no_closing_delimiter(self):
-        _, suffix = File('script.js', '/').comment_delimiters
+        pre_and_suffix = File('script.js', '/').comment_delimiters
+        assert pre_and_suffix is not None
+        prefix, suffix = pre_and_suffix
+        assert prefix == r'//'
         assert suffix is None
 
     def test_wat_no_closing_delimiter(self):
-        _, suffix = File('module.wat', '/').comment_delimiters
+        pre_and_suffix = File('module.wat', '/').comment_delimiters
+        assert pre_and_suffix is not None
+        prefix, suffix = pre_and_suffix
+        assert prefix == r';;'
         assert suffix is None
 
     def test_unknown_type_returns_none(self):
diff --git a/test/parameters/test_parameters.py b/test/parameters/test_parameters.py
index 098e2786..68333d3b 100644
--- a/test/parameters/test_parameters.py
+++ b/test/parameters/test_parameters.py
@@ -195,13 +195,17 @@ def test_with_major_version(self):
         data = {**self._base(), 'major_version': 100}
         params = create_experiment_params(data, _db())
         assert params.state.type == 'version'
-        assert params.state.version == 100
+        assert params.state.version is not None
+        assert params.state.version.major == 100
 
     def test_with_full_version(self):
         data = {**self._base(), 'major_version': '100.0.1234'}
         params = create_experiment_params(data, _db())
         assert params.state.type == 'version'
-        assert params.state.version == 100
+        assert params.state.version is not None
+        assert params.state.version.major == 100
+        assert params.state.version.minor == 0
+        assert params.state.version.patch == 1234
 
     def test_missing_state_raises(self):
         with pytest.raises(MissingParametersError):

From cd648ef2bd4a87ca69d52f4c0488af4ce366f33c Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 15 Apr 2026 12:30:32 +0000
Subject: [PATCH 33/55] fix: use specific exception types and add strict=False
 to zip calls

---
 bughog/evaluation/file_structure.py     | 4 ++--
 bughog/search_strategy/bgb_search.py    | 2 +-
 bughog/search_strategy/bgb_sequence.py  | 2 +-
 test/experiments/test_file_structure.py | 4 ++--
 test/states/test_version.py             | 3 ++-
 5 files changed, 8 insertions(+), 7 deletions(-)

diff --git a/bughog/evaluation/file_structure.py b/bughog/evaluation/file_structure.py
index 49bfeac8..4dcf6f73 100644
--- a/bughog/evaluation/file_structure.py
+++ b/bughog/evaluation/file_structure.py
@@ -91,7 +91,7 @@ def parse(cls, path: str) -> Folder:
     def get_file(self, name: str) -> File:
         matched = [file for file in self.files if file.name == name]
         if len(matched) == 0:
-            raise Exception(f'Could not find {name} in {self.path}.')
+            raise FileNotFoundError(f'Could not find {name} in {self.path}.')
         return matched[0]
 
     def create_file(self, name: str, content: bytes):
@@ -103,7 +103,7 @@ def create_file(self, name: str, content: bytes):
     def get_folder(self, name: str) -> Folder:
         matched = [file for file in self.subfolders if file.name == name]
         if len(matched) == 0:
-            raise Exception(f'Could not find folder {name}.')
+            raise FileNotFoundError(f'Could not find folder {name} in {self.path}.')
         return matched[0]
 
     def create_folder(self, name: str) -> Folder:
diff --git a/bughog/search_strategy/bgb_search.py b/bughog/search_strategy/bgb_search.py
index 66514a21..4f06cc3a 100644
--- a/bughog/search_strategy/bgb_search.py
+++ b/bughog/search_strategy/bgb_search.py
@@ -118,7 +118,7 @@ def __create_pairs_between_clean_states(states: list[State]) -> list[tuple[State
         We assume there are no other clean states in this range.
         """
         return[
-            pair for pair in zip(states, states[1:])
+            pair for pair in zip(states, states[1:], strict=False)
             if not (pair[0].has_dirty_result() and pair[1].has_dirty_result())
         ]
 
diff --git a/bughog/search_strategy/bgb_sequence.py b/bughog/search_strategy/bgb_sequence.py
index ee118947..79f94c14 100644
--- a/bughog/search_strategy/bgb_sequence.py
+++ b/bughog/search_strategy/bgb_sequence.py
@@ -43,7 +43,7 @@ def next(self, wait=True) -> State:
             self._add_state(self._upper_state)
             return self._upper_state
 
-        pairs = list(zip(self._considered_states, self._considered_states[1:]))
+        pairs = list(zip(self._considered_states, self._considered_states[1:], strict=False))
         while pairs:
             filtered_pairs = [pair for pair in pairs if not self._pair_is_in_unavailability_gap(pair)]
             furthest_pair = max(filtered_pairs, key=lambda x: x[1].index - x[0].index)
diff --git a/test/experiments/test_file_structure.py b/test/experiments/test_file_structure.py
index fc145319..69472768 100644
--- a/test/experiments/test_file_structure.py
+++ b/test/experiments/test_file_structure.py
@@ -157,13 +157,13 @@ def test_ignores_readme(self):
     def test_get_file_raises_when_missing(self):
         with tempfile.TemporaryDirectory() as tmpdir:
             folder = Folder.parse(tmpdir)
-            with pytest.raises(Exception):
+            with pytest.raises(FileNotFoundError):
                 folder.get_file('nonexistent.html')
 
     def test_get_folder_raises_when_missing(self):
         with tempfile.TemporaryDirectory() as tmpdir:
             folder = Folder.parse(tmpdir)
-            with pytest.raises(Exception):
+            with pytest.raises(FileNotFoundError):
                 folder.get_folder('nonexistent')
 
 
diff --git a/test/states/test_version.py b/test/states/test_version.py
index 1372ac58..ff5f0a80 100644
--- a/test/states/test_version.py
+++ b/test/states/test_version.py
@@ -1,4 +1,5 @@
 import pytest
+from packaging.version import InvalidVersion
 
 from bughog.version_control.version import Version
 
@@ -56,7 +57,7 @@ def test_padded_version():
 
 
 def test_invalid_version():
-    with pytest.raises(Exception):
+    with pytest.raises(InvalidVersion):
         Version('not-a-version')
 
 

From 5ccf4319f650e9f113d50f8da1fb84f334fa2503 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 15 Apr 2026 12:32:13 +0000
Subject: [PATCH 34/55] ci: fix error when ruff finds no issues

---
 .github/workflows/ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 2ccd41d8..36ee48b3 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -86,7 +86,7 @@ jobs:
       - name: Generate badge
         if: always()
         run: |
-          VIOLATIONS=$(tail -1 ruff.txt | grep -oP '\d+')
+          VIOLATIONS=$(tail -1 ruff.txt | grep -oP '\d+' || echo 0)
           if [ "$VIOLATIONS" -eq 0 ]; then
             uv run anybadge --label=ruff --value=passing --color=green --file=ruff.svg
           else

From 678d8b43c4d53be01830da995ed87fc8f454da29 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Wed, 15 Apr 2026 15:38:06 +0000
Subject: [PATCH 35/55] ci: add ty badge generation and centralize badge
 deployment job

---
 .github/workflows/ci.yml | 59 ++++++++++++++++++++++++++++++++++++++++
 README.md                |  9 ++++--
 2 files changed, 66 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 36ee48b3..6fed9007 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -65,6 +65,23 @@ jobs:
       - name: Run ty
         run: uv run ty check
 
+      - name: Generate badge
+        if: always()
+        run: |
+          if [ "${{ job.status }}" = "success" ]; then
+            uv run anybadge --label=ty --value=passing --color=green --file=ty.svg
+          else
+            uv run anybadge --label=ty --value=failing --color=red --file=ty.svg
+          fi
+
+      - name: Upload ty badge
+        if: always()
+        uses: actions/upload-artifact@v4
+        with:
+          name: ty
+          path: ty.svg
+          overwrite: true
+
 
   ruff:
     runs-on: ubuntu-latest
@@ -102,6 +119,48 @@ jobs:
           overwrite: true
 
 
+  badges:
+    needs: [pytest, ty, ruff]
+    if: always() && github.ref == 'refs/heads/main'
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+    steps:
+      - uses: actions/checkout@v5
+        with:
+          ref: badges
+          path: badges-branch
+
+      - uses: actions/download-artifact@v4
+        with:
+          name: pytest
+          path: badges-branch
+
+      - uses: actions/download-artifact@v4
+        with:
+          name: coverage
+          path: badges-branch
+
+      - uses: actions/download-artifact@v4
+        with:
+          name: ty
+          path: badges-branch
+
+      - uses: actions/download-artifact@v4
+        with:
+          name: ruff
+          path: badges-branch
+
+      - name: Commit and push badges
+        working-directory: badges-branch
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+          git add pytest.svg coverage.svg ty.svg ruff.svg
+          git diff --staged --quiet || git commit -m "ci: update badges"
+          git push
+
+
   build:
     needs: [pytest, ty, ruff]
     if: github.ref == 'refs/heads/dev' || github.ref == 'refs/heads/beta' || startsWith(github.ref, 'refs/tags/v')
diff --git a/README.md b/README.md
index e46a2edc..52a9a129 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,14 @@
 <div align="center">
     <img alt="BugHog logo" src="./assets/bughog_logo_long.svg" height="186"/>
     <div>
-        <img alt="pytest_job" src="https://github.com/DistriNet/BugHog/actions/workflows/run-tests-and-linter.yml/badge.svg?branch=main" />
+        <img alt="pytest" src="https://raw.githubusercontent.com/DistriNet/BugHog/badges/pytest.svg" />
+        <img alt="coverage" src="https://raw.githubusercontent.com/DistriNet/BugHog/badges/coverage.svg" />
+        <img alt="ty" src="https://raw.githubusercontent.com/DistriNet/BugHog/badges/ty.svg" />
+        <img alt="ruff" src="https://raw.githubusercontent.com/DistriNet/BugHog/badges/ruff.svg" />
+        <br>
         <a href="https://hub.docker.com/r/bughog/core"><img alt="Docker Image Version (tag)" src="https://img.shields.io/docker/v/bughog/core/latest?logo=docker" /></a>
-        <a href="https://hub.docker.com/r/bughog/core"><img alt="Docker Image Size" src="https://img.shields.io/docker/image-size/bughog/core?logo=docker" /></a>
+        <a href="https://hub.docker.com/r/bughog/core"><img alt="Docker Image Size" src="https://img.shields.io/docker/image-size/bughog/core/latest?logo=docker&label=core%20image%20size" /></a>
+        <a href="https://hub.docker.com/r/bughog/core"><img alt="Docker Image Size" src="https://img.shields.io/docker/pulls/bughog/core?logo=docker" /></a>
     </div>
 </div>
 <br>

From 728f02a569da870dba2108ea10a40d1809cfc49b Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 16 Apr 2026 07:41:47 +0000
Subject: [PATCH 36/55] build: overhaul Docker images for correctness and
 smaller size

- Create bughog user with host UID/GID so volume-mounted files are owned correctly
- Run containers as non-root bughog user instead of root
- Propagate UID/GID/DOCKER_GID args through bake and compose
- Remove uv sync from boot scripts; sync already happens at build time with --frozen
- Replace chown -R with --chown on COPY instructions to avoid duplicating layers
- Add apt-get clean where missing; remove curl/gnupg after use in core stage
- Fetch bokeh JS via ADD in nginx stage, removing the curl install entirely
- Bump uv to 0.11.7, add UV_COMPILE_BYTECODE=1 consistently across image
---
 .devcontainer/devcontainer.json               |  2 +-
 Dockerfile                                    | 71 +++++++++++--------
 docker-bake.hcl                               | 35 +++++++--
 docker-compose.yml                            | 13 ++--
 scripts/boot/core.sh                          |  2 -
 scripts/boot/worker.sh                        |  6 +-
 scripts/build-deploy.sh                       |  2 +
 scripts/deploy.sh                             |  1 +
 .../wasm_runtime/docker/Dockerfile.wasmtime   | 27 ++++---
 .../web_browser/docker/Dockerfile.chromium    | 16 ++---
 subject/web_browser/docker/Dockerfile.firefox | 13 ++--
 subject/web_browser/docker/Dockerfile.servo   | 40 ++++++-----
 subject/web_browser/executable/Dockerfile     |  0
 13 files changed, 137 insertions(+), 91 deletions(-)
 delete mode 100644 subject/web_browser/executable/Dockerfile

diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index abff425f..a1495b63 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -36,7 +36,7 @@
 		}
 	},
 
-	"postCreateCommand": "uv sync --dev --locked",
+	"postCreateCommand": "uv sync --dev --frozen",
 
 	// Features to add to the dev container. More info: https://containers.dev/features.
 	// "features": {},
diff --git a/Dockerfile b/Dockerfile
index f3fd8c9e..2a0ea893 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -7,12 +7,8 @@ RUN npm run build
 
 
 FROM openresty/openresty:1.27.1.1-3-bullseye AS nginx
-RUN apt update -y && \
-    apt install -y curl && \
-    rm -rf /var/lib/apt/lists/*
-RUN mkdir -p /www/data/js && \
-    curl https://cdn.bokeh.org/bokeh/release/bokeh-3.8.2.min.js -o /www/data/js/bokeh.min.js && \
-    curl https://cdn.bokeh.org/bokeh/release/bokeh-api-3.8.2.min.js -o /www/data/js/bokeh-api.min.js
+ADD https://cdn.bokeh.org/bokeh/release/bokeh-3.8.2.min.js /www/data/js/bokeh.min.js
+ADD https://cdn.bokeh.org/bokeh/release/bokeh-api-3.8.2.min.js /www/data/js/bokeh-api.min.js
 COPY ./nginx/start.sh /usr/local/bin/
 COPY ./nginx/config /etc/nginx/config
 COPY --from=ui-build-stage /app/dist /www/data
@@ -21,37 +17,52 @@ CMD ["start.sh"]
 
 
 FROM python:3.13-slim-bullseye AS base
-COPY --from=ghcr.io/astral-sh/uv:0.9.7 /uv /uvx /bin/
-RUN apt-get update
+
 WORKDIR /app
-ENV PATH="/app/.venv/bin:$PATH"
+
+ENV UV_COMPILE_BYTECODE=1 \
+    PATH="/app/.venv/bin:$PATH"
+ARG UID=1000 \
+    GID=1000
+
+RUN apt-get update && \
+    groupadd -g $GID bughog && \
+    useradd -u $UID -g $GID -m bughog
+
+COPY --from=ghcr.io/astral-sh/uv:0.11.7 /uv /bin/
+COPY pyproject.toml uv.lock /app/
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --no-dev --frozen
+
+COPY --chown=bughog:bughog --chmod=0755 scripts/ /app/scripts/
+COPY --chown=bughog:bughog bughog /app/bughog/
 
 
 FROM base AS core
-# Install Docker
-RUN apt install -y \
-    curl \
-    docker.io \
-    git \
-    procps
-
-RUN curl -sSLo builx-plugin.deb https://download.docker.com/linux/debian/dists/bullseye/pool/stable/amd64/docker-buildx-plugin_0.31.1-1~debian.11~bullseye_amd64.deb &&\
-    dpkg -i builx-plugin.deb &&\
-    rm builx-plugin.deb
-
-COPY bughog pyproject.toml uv.lock /app/
-RUN uv sync --no-dev --locked
-
-COPY --chmod=0755 scripts/ /app/scripts/
-COPY bughog /app/bughog
+
+# Install docker cli
+RUN apt-get install -y curl gnupg && \
+    curl -fsSL https://download.docker.com/linux/debian/gpg | gpg --dearmor -o /usr/share/keyrings/docker.gpg && \
+    echo "deb [signed-by=/usr/share/keyrings/docker.gpg] https://download.docker.com/linux/debian bullseye stable" \
+    > /etc/apt/sources.list.d/docker.list && \
+    apt-get update && \
+    apt-get install -y docker-ce-cli && \
+    apt-get remove -y --autoremove curl gnupg && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+# Give bughog access to the Docker socket (GID must match host's docker group)
+ARG DOCKER_GID=999
+RUN conflict=$(getent group ${DOCKER_GID} | cut -d: -f1); \
+    [ -n "$conflict" ] && [ "$conflict" != "docker" ] && groupmod -g 65534 "$conflict"; \
+    getent group docker > /dev/null || groupadd docker; \
+    groupmod -g ${DOCKER_GID} docker && usermod -aG docker bughog
+
+USER bughog
 ENTRYPOINT [ "/app/scripts/boot/core.sh" ]
 
 
 FROM base AS worker
 
-COPY pyproject.toml uv.lock /app/
-RUN uv sync --no-dev --locked
-
-COPY bughog /app/bughog/
-COPY --chmod=0755 scripts/ /app/scripts/
+USER bughog
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/docker-bake.hcl b/docker-bake.hcl
index 01da5073..9fc45709 100644
--- a/docker-bake.hcl
+++ b/docker-bake.hcl
@@ -6,6 +6,18 @@ variable "ADDITIONAL_TAG" {
   default = ""
 }
 
+variable "UID" {
+  default = 1000
+}
+
+variable "GID" {
+  default = 1000
+}
+
+variable "DOCKER_GID" {
+  default = 999
+}
+
 function "tags" {
   params = [image]
   result = ADDITIONAL_TAG != "" ? ["${image}:${BUGHOG_VERSION}", "${image}:${ADDITIONAL_TAG}"] : ["${image}:${BUGHOG_VERSION}"]
@@ -30,6 +42,11 @@ target "core" {
   dockerfile = "Dockerfile"
   target     = "core"
   tags       = tags("bughog/core")
+  args       = {
+    UID        = UID
+    GID        = GID
+    DOCKER_GID = DOCKER_GID
+  }
 }
 
 target "nginx" {
@@ -44,6 +61,10 @@ target "worker" {
   dockerfile = "Dockerfile"
   target     = "worker"
   tags       = tags("bughog/worker")
+  args       = {
+    UID = UID
+    GID = GID
+  }
 }
 
 # ──────────────────────────────────────────────
@@ -71,19 +92,21 @@ target "worker-firefox" {
 target "worker-servo" {
   context    = "."
   dockerfile = "subject/web_browser/docker/Dockerfile.servo"
-  contexts   = {
-    base = "target:base"
-  }
   tags       = tags("bughog/worker-servo")
+  args       = {
+    UID = UID
+    GID = GID
+  }
 }
 
 target "worker-wasmtime" {
   context    = "."
   dockerfile = "subject/wasm_runtime/docker/Dockerfile.wasmtime"
-  contexts   = {
-    base = "target:base"
-  }
   tags       = tags("bughog/worker-wasmtime")
+  args       = {
+    UID = UID
+    GID = GID
+  }
 }
 
 # ──────────────────────────────────────────────
diff --git a/docker-compose.yml b/docker-compose.yml
index 578856b1..6b970bd9 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -42,13 +42,14 @@ services:
     hostname: bh_core
     ports:
       - "5000:5000"
-    image: bh_core_dev
+    image: bughog/core_dev
+    build:
+      args:
+        UID: ${UID:-1000}
+        GID: ${GID:-1000}
+        DOCKER_GID: ${DOCKER_GID:-999}
     environment:
       - "DEVELOPMENT=1"
-      - "PYTHONPATH=/app:/root/.local/bin"
-      - "DISPLAY=:1"
-      - "MOZ_DISABLE_CONTENT_SANDBOX=1"
-      - "PATH=${PATH}:/$HOME/.local/bin"
     volumes:
       - .:/app:rw
     container_name: bh_core_dev
@@ -64,6 +65,8 @@ services:
     image: bughog/core:${BUGHOG_VERSION}
     hostname: bh_core
     container_name: bh_core
+    group_add:
+      - "${DOCKER_GID:-999}"
     init: true
     ports:
       - "5000:5000"
diff --git a/scripts/boot/core.sh b/scripts/boot/core.sh
index a358eb62..42c7fb9a 100755
--- a/scripts/boot/core.sh
+++ b/scripts/boot/core.sh
@@ -8,8 +8,6 @@ chmod -R 777 /app/subject/web_browser/executable/firefox/artisanal
 /app/scripts/boot/generate_certs.sh
 /app/scripts/boot/manage_certs.sh
 
-uv sync --no-dev --locked
-
 if [[ "$DEVELOPMENT" == "1" ]]; then
     exec sleep infinity;
 else
diff --git a/scripts/boot/worker.sh b/scripts/boot/worker.sh
index 371c3dd8..702d9c23 100755
--- a/scripts/boot/worker.sh
+++ b/scripts/boot/worker.sh
@@ -12,9 +12,7 @@ if [ -n "$MANAGE_XVFB" ]; then
     service xvfb start
 fi
 
-if [ -n "$DEVELOPMENT" ]; then
-    uv sync --locked
-else
-    uv sync --no-dev --locked
+if [ "$DEVELOPMENT" ]; then
+    uv sync --no-dev --frozen
 fi
 exec python3 /app/bughog/worker.py "$@"
diff --git a/scripts/build-deploy.sh b/scripts/build-deploy.sh
index 6aaa6b0e..20009887 100755
--- a/scripts/build-deploy.sh
+++ b/scripts/build-deploy.sh
@@ -15,6 +15,8 @@
 set -e
 
 export BUGHOG_VERSION=dev
+export GID=$(id -g)
+export DOCKER_GID=$(getent group docker | cut -d: -f3)
 
 echo "==> Building images from current codebase (tagged as dev)..."
 docker buildx bake all
diff --git a/scripts/deploy.sh b/scripts/deploy.sh
index aba6b9da..273d66c5 100755
--- a/scripts/deploy.sh
+++ b/scripts/deploy.sh
@@ -37,6 +37,7 @@ else
 fi
 
 export BUGHOG_VERSION="$VERSION"
+export DOCKER_GID=$(getent group docker | cut -d: -f3)
 
 # Pull images before stopping to minimise downtime
 echo "==> Pulling images for $VERSION..."
diff --git a/subject/wasm_runtime/docker/Dockerfile.wasmtime b/subject/wasm_runtime/docker/Dockerfile.wasmtime
index c7e9d8c7..7a96c517 100644
--- a/subject/wasm_runtime/docker/Dockerfile.wasmtime
+++ b/subject/wasm_runtime/docker/Dockerfile.wasmtime
@@ -1,16 +1,27 @@
 # wasmtime needs a more recent version of glibc than avaiable in bullseye
 FROM python:3.13-slim-bookworm
 
-COPY --from=ghcr.io/astral-sh/uv:0.9.7 /uv /uvx /bin/
-RUN apt-get update
 WORKDIR /app
-ENV PATH="/app/.venv/bin:$PATH"
+ENV PATH="/app/.venv/bin:$PATH" \
+    UV_COMPILE_BYTECODE=1
+ARG UID=1000 \
+    GID=1000
 
-RUN apt install -y \
-    libc6
+RUN apt-get update && \
+    apt install -y \
+    libc6 &&\
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/* && \
+    groupadd -g $GID bughog && \
+    useradd -u $UID -g $GID -m bughog
 
+COPY --from=ghcr.io/astral-sh/uv:0.11.7 /uv /bin/
 COPY pyproject.toml uv.lock /app/
-RUN uv sync --no-dev --locked
-COPY --chmod=0755 scripts/ /app/scripts/
-COPY bughog /app/bughog
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --no-dev --frozen
+
+COPY --chown=bughog:bughog --chmod=0755 scripts/ /app/scripts/
+COPY --chown=bughog:bughog bughog /app/bughog/
+
+USER bughog
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/subject/web_browser/docker/Dockerfile.chromium b/subject/web_browser/docker/Dockerfile.chromium
index 2e99eb9a..cda81b40 100644
--- a/subject/web_browser/docker/Dockerfile.chromium
+++ b/subject/web_browser/docker/Dockerfile.chromium
@@ -1,6 +1,11 @@
 FROM base
 
+ENV MANAGE_CERTS=1 \
+    MANAGE_XVFB=1
+
+# `apt update` was already run in the base image
 RUN apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 libnss3-tools lsb-release xdg-utils libgbm-dev libcap-dev xvfb dbus-x11 python3-tk python3-xlib gnome-screenshot procps xxd &&\
+    apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
 RUN curl -sSLo multiarch-support.deb https://snapshot.debian.org/archive/debian-security/20240630T105336Z/pool/updates/main/g/glibc/multiarch-support_2.28-10%2Bdeb10u4_amd64.deb &&\
@@ -24,10 +29,6 @@ RUN curl -sSLo multiarch-support.deb https://snapshot.debian.org/archive/debian-
     ln -s /usr/lib/x86_64-linux-gnu/libnspr4.so /usr/lib/x86_64-linux-gnu/libnspr4.so.0d
 
 COPY subject/web_browser/profiles /app/subject/web_browser/profiles
-
-
-COPY subject/web_browser/profiles /app/subject/web_browser/profiles
-COPY --chmod=0755 scripts/ /app/scripts/
 RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
     mkdir -p /app/logs
 
@@ -35,10 +36,5 @@ RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
 RUN touch /root/.Xauthority && \
     xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
 
-ENV MANAGE_CERTS=1 MANAGE_XVFB=1
-
-COPY pyproject.toml uv.lock /app/
-RUN uv sync --no-dev --locked
-COPY --chmod=0755 scripts/ /app/scripts/
-COPY bughog /app/bughog
+USER bughog
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/subject/web_browser/docker/Dockerfile.firefox b/subject/web_browser/docker/Dockerfile.firefox
index 78670d03..f6c4df89 100644
--- a/subject/web_browser/docker/Dockerfile.firefox
+++ b/subject/web_browser/docker/Dockerfile.firefox
@@ -1,10 +1,14 @@
 FROM base
 
+ENV MANAGE_CERTS=1 \
+    MANAGE_XVFB=1
+
+# `apt update` was already run in the base image
 RUN apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 lsb-release xdg-utils libgbm-dev xvfb dbus-x11 libnss3-tools python3-tk python3-xlib gnome-screenshot procps xxd &&\
+    apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
 COPY subject/web_browser/profiles /app/subject/web_browser/profiles
-COPY --chmod=0755 scripts/ /app/scripts/
 RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
     mkdir -p /app/logs
 
@@ -12,10 +16,5 @@ RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
 RUN touch /root/.Xauthority && \
     xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
 
-ENV MANAGE_CERTS=1 MANAGE_XVFB=1
-
-COPY pyproject.toml uv.lock /app/
-RUN uv sync --no-dev --locked
-COPY --chmod=0755 scripts/ /app/scripts/
-COPY bughog /app/bughog
+USER bughog
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/subject/web_browser/docker/Dockerfile.servo b/subject/web_browser/docker/Dockerfile.servo
index f71fb8d0..29614d9f 100644
--- a/subject/web_browser/docker/Dockerfile.servo
+++ b/subject/web_browser/docker/Dockerfile.servo
@@ -1,30 +1,34 @@
 FROM python:3.13-slim-trixie
-COPY --from=ghcr.io/astral-sh/uv:0.9.7 /uv /uvx /bin/
-RUN apt-get update
-WORKDIR /app
-ENV PATH="/app/.venv/bin:$PATH"
-
-RUN apt install -y curl gnome-screenshot libgstreamer-plugins-bad1.0-0 libxcursor1 libxrandr2 libxi6 libxkbcommon0 libvulkan1 libegl1 python3-tk xvfb xxd &&\
-    rm -rf /var/lib/apt/lists/*
 
-# RUN curl -sSLo multiarch-support.deb https://snapshot.debian.org/archive/debian-security/20240630T105336Z/pool/updates/main/g/glibc/multiarch-support_2.28-10%2Bdeb10u4_amd64.deb &&\
-#     dpkg -i multiarch-support.deb &&\
-#     rm multiarch-support.deb
+WORKDIR /app
+ENV PATH="/app/.venv/bin:$PATH" \
+    UV_COMPILE_BYTECODE=1 \
+    MANAGE_CERTS=1 \
+    MANAGE_XVFB=1
+ARG UID=1000 \
+    GID=1000
 
-COPY --chmod=0755 scripts/ /app/scripts/
-RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
-    mkdir -p /app/logs
+RUN apt-get update && \
+    apt install -y curl gnome-screenshot libgstreamer-plugins-bad1.0-0 libxcursor1 libxrandr2 libxi6 libxkbcommon0 libvulkan1 libegl1 python3-tk xvfb xxd &&\
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/* && \
+    groupadd -g $GID bughog &&\
+    useradd -u $UID -g $GID -m bughog
 
 # Initiate PyAutoGUI
 RUN touch /root/.Xauthority && \
     xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
+
+COPY --chmod=0755 scripts/ /app/scripts/
 RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
     mkdir -p /app/logs
 
-ENV MANAGE_CERTS=1 MANAGE_XVFB=1
-
 COPY pyproject.toml uv.lock /app/
-RUN uv sync --no-dev --locked
-COPY --chmod=0755 scripts/ /app/scripts/
-COPY bughog /app/bughog
+COPY --from=ghcr.io/astral-sh/uv:0.11.7 /uv /bin/
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --no-dev --frozen
+
+COPY --chown=bughog:bughog bughog /app/bughog/
+
+USER bughog
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/subject/web_browser/executable/Dockerfile b/subject/web_browser/executable/Dockerfile
deleted file mode 100644
index e69de29b..00000000

From f5904ad6b95c6929fc802f16961c08b8c8a2993f Mon Sep 17 00:00:00 2001
From: Gertjan Franken <gertjan.franken@kuleuven.be>
Date: Thu, 16 Apr 2026 14:19:38 +0200
Subject: [PATCH 37/55] build: simplify Docker setup and fix python-xlib
 dependency

- Remove custom bughog user and related UID/GID arguments from Dockerfiles, bake, and compose configurations
- Update xlib dependency to python-xlib
- Fix Chromium state oracle bug in commit number retrieval
- Enable development dependencies in worker boot script when in development mode
- Refactor and clean up browser worker Dockerfiles for consistency
---
 Dockerfile                                    | 29 +++++--------------
 .../web_browser/chromium/state_oracle.py      |  2 +-
 docker-bake.hcl                               | 28 ------------------
 docker-compose.yml                            |  7 -----
 pyproject.toml                                |  2 +-
 scripts/boot/worker.sh                        |  2 +-
 .../wasm_runtime/docker/Dockerfile.wasmtime   | 11 ++-----
 .../web_browser/docker/Dockerfile.chromium    | 21 ++++++--------
 subject/web_browser/docker/Dockerfile.firefox | 16 +++++-----
 subject/web_browser/docker/Dockerfile.servo   | 15 +++-------
 uv.lock                                       | 28 +++++++++---------
 11 files changed, 47 insertions(+), 114 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index 2a0ea893..4d6ba778 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -7,8 +7,8 @@ RUN npm run build
 
 
 FROM openresty/openresty:1.27.1.1-3-bullseye AS nginx
-ADD https://cdn.bokeh.org/bokeh/release/bokeh-3.8.2.min.js /www/data/js/bokeh.min.js
-ADD https://cdn.bokeh.org/bokeh/release/bokeh-api-3.8.2.min.js /www/data/js/bokeh-api.min.js
+ADD --chmod=755 https://cdn.bokeh.org/bokeh/release/bokeh-3.8.2.min.js /www/data/js/bokeh.min.js
+ADD --chmod=755 https://cdn.bokeh.org/bokeh/release/bokeh-api-3.8.2.min.js /www/data/js/bokeh-api.min.js
 COPY ./nginx/start.sh /usr/local/bin/
 COPY ./nginx/config /etc/nginx/config
 COPY --from=ui-build-stage /app/dist /www/data
@@ -19,29 +19,23 @@ CMD ["start.sh"]
 FROM python:3.13-slim-bullseye AS base
 
 WORKDIR /app
-
 ENV UV_COMPILE_BYTECODE=1 \
     PATH="/app/.venv/bin:$PATH"
-ARG UID=1000 \
-    GID=1000
-
-RUN apt-get update && \
-    groupadd -g $GID bughog && \
-    useradd -u $UID -g $GID -m bughog
 
 COPY --from=ghcr.io/astral-sh/uv:0.11.7 /uv /bin/
 COPY pyproject.toml uv.lock /app/
 RUN --mount=type=cache,target=/root/.cache/uv \
+    apt-get update && \
     uv sync --no-dev --frozen
 
-COPY --chown=bughog:bughog --chmod=0755 scripts/ /app/scripts/
-COPY --chown=bughog:bughog bughog /app/bughog/
+COPY --chmod=0755 scripts/ /app/scripts/
+COPY bughog /app/bughog/
 
 
 FROM base AS core
 
-# Install docker cli
-RUN apt-get install -y curl gnupg && \
+# Install docker cli, and git for development container
+RUN apt-get install -y curl git gnupg && \
     curl -fsSL https://download.docker.com/linux/debian/gpg | gpg --dearmor -o /usr/share/keyrings/docker.gpg && \
     echo "deb [signed-by=/usr/share/keyrings/docker.gpg] https://download.docker.com/linux/debian bullseye stable" \
     > /etc/apt/sources.list.d/docker.list && \
@@ -51,18 +45,9 @@ RUN apt-get install -y curl gnupg && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-# Give bughog access to the Docker socket (GID must match host's docker group)
-ARG DOCKER_GID=999
-RUN conflict=$(getent group ${DOCKER_GID} | cut -d: -f1); \
-    [ -n "$conflict" ] && [ "$conflict" != "docker" ] && groupmod -g 65534 "$conflict"; \
-    getent group docker > /dev/null || groupadd docker; \
-    groupmod -g ${DOCKER_GID} docker && usermod -aG docker bughog
-
-USER bughog
 ENTRYPOINT [ "/app/scripts/boot/core.sh" ]
 
 
 FROM base AS worker
 
-USER bughog
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/bughog/subject/web_browser/chromium/state_oracle.py b/bughog/subject/web_browser/chromium/state_oracle.py
index e09e2d79..b13413d1 100644
--- a/bughog/subject/web_browser/chromium/state_oracle.py
+++ b/bughog/subject/web_browser/chromium/state_oracle.py
@@ -63,7 +63,7 @@ def has_public_commit_executable(self, commit_nb: int) -> bool:
     def get_release_executable_urls(self, version: Version) -> list[str]:
         # TODO: make more efficient (by possibly adding to bughog service)
         version_info = bughog_service.find_version_info('chromium', version, has_public_executable=True)
-        commit_nb = version_info['commit_nb']
+        commit_nb = version_info['commit_info']['nb']
         return self.get_commit_executable_urls(commit_nb)
 
     # @Cache.cache_in_db('web_browser', 'chromium')
diff --git a/docker-bake.hcl b/docker-bake.hcl
index 9fc45709..2396ee71 100644
--- a/docker-bake.hcl
+++ b/docker-bake.hcl
@@ -6,17 +6,6 @@ variable "ADDITIONAL_TAG" {
   default = ""
 }
 
-variable "UID" {
-  default = 1000
-}
-
-variable "GID" {
-  default = 1000
-}
-
-variable "DOCKER_GID" {
-  default = 999
-}
 
 function "tags" {
   params = [image]
@@ -42,11 +31,6 @@ target "core" {
   dockerfile = "Dockerfile"
   target     = "core"
   tags       = tags("bughog/core")
-  args       = {
-    UID        = UID
-    GID        = GID
-    DOCKER_GID = DOCKER_GID
-  }
 }
 
 target "nginx" {
@@ -61,10 +45,6 @@ target "worker" {
   dockerfile = "Dockerfile"
   target     = "worker"
   tags       = tags("bughog/worker")
-  args       = {
-    UID = UID
-    GID = GID
-  }
 }
 
 # ──────────────────────────────────────────────
@@ -93,20 +73,12 @@ target "worker-servo" {
   context    = "."
   dockerfile = "subject/web_browser/docker/Dockerfile.servo"
   tags       = tags("bughog/worker-servo")
-  args       = {
-    UID = UID
-    GID = GID
-  }
 }
 
 target "worker-wasmtime" {
   context    = "."
   dockerfile = "subject/wasm_runtime/docker/Dockerfile.wasmtime"
   tags       = tags("bughog/worker-wasmtime")
-  args       = {
-    UID = UID
-    GID = GID
-  }
 }
 
 # ──────────────────────────────────────────────
diff --git a/docker-compose.yml b/docker-compose.yml
index 6b970bd9..8fb0ad99 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -43,11 +43,6 @@ services:
     ports:
       - "5000:5000"
     image: bughog/core_dev
-    build:
-      args:
-        UID: ${UID:-1000}
-        GID: ${GID:-1000}
-        DOCKER_GID: ${DOCKER_GID:-999}
     environment:
       - "DEVELOPMENT=1"
     volumes:
@@ -65,8 +60,6 @@ services:
     image: bughog/core:${BUGHOG_VERSION}
     hostname: bh_core
     container_name: bh_core
-    group_add:
-      - "${DOCKER_GID:-999}"
     init: true
     ports:
       - "5000:5000"
diff --git a/pyproject.toml b/pyproject.toml
index 3a9478df..cb2140d0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -17,7 +17,7 @@ dependencies = [
     "pyvirtualdisplay==3.0",
     "requests==2.32.3",
     "rich==14.3.3",
-    "xlib==0.21",
+    "python-xlib==0.33",
 ]
 
 [dependency-groups]
diff --git a/scripts/boot/worker.sh b/scripts/boot/worker.sh
index 702d9c23..6bc10df2 100755
--- a/scripts/boot/worker.sh
+++ b/scripts/boot/worker.sh
@@ -13,6 +13,6 @@ if [ -n "$MANAGE_XVFB" ]; then
 fi
 
 if [ "$DEVELOPMENT" ]; then
-    uv sync --no-dev --frozen
+    uv sync --dev --frozen
 fi
 exec python3 /app/bughog/worker.py "$@"
diff --git a/subject/wasm_runtime/docker/Dockerfile.wasmtime b/subject/wasm_runtime/docker/Dockerfile.wasmtime
index 7a96c517..7e79746a 100644
--- a/subject/wasm_runtime/docker/Dockerfile.wasmtime
+++ b/subject/wasm_runtime/docker/Dockerfile.wasmtime
@@ -4,24 +4,19 @@ FROM python:3.13-slim-bookworm
 WORKDIR /app
 ENV PATH="/app/.venv/bin:$PATH" \
     UV_COMPILE_BYTECODE=1
-ARG UID=1000 \
-    GID=1000
 
 RUN apt-get update && \
     apt install -y \
     libc6 &&\
     apt-get clean && \
-    rm -rf /var/lib/apt/lists/* && \
-    groupadd -g $GID bughog && \
-    useradd -u $UID -g $GID -m bughog
+    rm -rf /var/lib/apt/lists/*
 
 COPY --from=ghcr.io/astral-sh/uv:0.11.7 /uv /bin/
 COPY pyproject.toml uv.lock /app/
 RUN --mount=type=cache,target=/root/.cache/uv \
     uv sync --no-dev --frozen
 
-COPY --chown=bughog:bughog --chmod=0755 scripts/ /app/scripts/
-COPY --chown=bughog:bughog bughog /app/bughog/
+COPY --chmod=0755 scripts/ /app/scripts/
+COPY bughog /app/bughog/
 
-USER bughog
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/subject/web_browser/docker/Dockerfile.chromium b/subject/web_browser/docker/Dockerfile.chromium
index cda81b40..129a09b9 100644
--- a/subject/web_browser/docker/Dockerfile.chromium
+++ b/subject/web_browser/docker/Dockerfile.chromium
@@ -4,11 +4,10 @@ ENV MANAGE_CERTS=1 \
     MANAGE_XVFB=1
 
 # `apt update` was already run in the base image
-RUN apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 libnss3-tools lsb-release xdg-utils libgbm-dev libcap-dev xvfb dbus-x11 python3-tk python3-xlib gnome-screenshot procps xxd &&\
+RUN apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 libnss3-tools lsb-release xdg-utils libgbm-dev libcap-dev xvfb dbus-x11 python3-tk gnome-screenshot procps xxd &&\
     apt-get clean && \
-    rm -rf /var/lib/apt/lists/*
-
-RUN curl -sSLo multiarch-support.deb https://snapshot.debian.org/archive/debian-security/20240630T105336Z/pool/updates/main/g/glibc/multiarch-support_2.28-10%2Bdeb10u4_amd64.deb &&\
+    rm -rf /var/lib/apt/lists/* && \
+    curl -sSLo multiarch-support.deb https://snapshot.debian.org/archive/debian-security/20240630T105336Z/pool/updates/main/g/glibc/multiarch-support_2.28-10%2Bdeb10u4_amd64.deb &&\
     curl -sSLo libgcrypt11.deb https://snapshot.debian.org/archive/debian/20130820T215153Z/pool/main/libg/libgcrypt11/libgcrypt11_1.5.3-2_amd64.deb &&\
     curl -sSLo libudev0.deb https://snapshot.debian.org/archive/debian/20111118T151858Z/pool/main/u/udev/libudev0_175-2_amd64.deb &&\
     curl -sSLo libpng12.deb https://snapshot.debian.org/archive/debian/20151118T214328Z/pool/main/libp/libpng/libpng12-0_1.2.54-1_amd64.deb &&\
@@ -26,15 +25,13 @@ RUN curl -sSLo multiarch-support.deb https://snapshot.debian.org/archive/debian-
     ln -s /usr/lib/x86_64-linux-gnu/libssl3.so /usr/lib/x86_64-linux-gnu/libssl3.so.1d  &&\
     ln -s /usr/lib/x86_64-linux-gnu/libplds4.so /usr/lib/x86_64-linux-gnu/libplds4.so.0d  &&\
     ln -s /usr/lib/x86_64-linux-gnu/libplc4.so /usr/lib/x86_64-linux-gnu/libplc4.so.0d  &&\
-    ln -s /usr/lib/x86_64-linux-gnu/libnspr4.so /usr/lib/x86_64-linux-gnu/libnspr4.so.0d
+    ln -s /usr/lib/x86_64-linux-gnu/libnspr4.so /usr/lib/x86_64-linux-gnu/libnspr4.so.0d &&\
+    # Configure xvfb
+    cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
+    # Initiate PyAutoGUI
+    touch /root/.Xauthority && \
+    xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
 
 COPY subject/web_browser/profiles /app/subject/web_browser/profiles
-RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
-    mkdir -p /app/logs
-
-# Initiate PyAutoGUI
-RUN touch /root/.Xauthority && \
-    xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
 
-USER bughog
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/subject/web_browser/docker/Dockerfile.firefox b/subject/web_browser/docker/Dockerfile.firefox
index f6c4df89..7ee13563 100644
--- a/subject/web_browser/docker/Dockerfile.firefox
+++ b/subject/web_browser/docker/Dockerfile.firefox
@@ -4,17 +4,15 @@ ENV MANAGE_CERTS=1 \
     MANAGE_XVFB=1
 
 # `apt update` was already run in the base image
-RUN apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 lsb-release xdg-utils libgbm-dev xvfb dbus-x11 libnss3-tools python3-tk python3-xlib gnome-screenshot procps xxd &&\
+RUN apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 lsb-release xdg-utils libgbm-dev xvfb dbus-x11 libnss3-tools python3-tk gnome-screenshot procps xxd &&\
     apt-get clean && \
-    rm -rf /var/lib/apt/lists/*
+    rm -rf /var/lib/apt/lists/* && \
+    # Configure xvfb
+    cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
+    # Initiate PyAutoGUI
+    touch /root/.Xauthority && \
+    xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
 
 COPY subject/web_browser/profiles /app/subject/web_browser/profiles
-RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
-    mkdir -p /app/logs
-
-# Initiate PyAutoGUI
-RUN touch /root/.Xauthority && \
-    xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
 
-USER bughog
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/subject/web_browser/docker/Dockerfile.servo b/subject/web_browser/docker/Dockerfile.servo
index 29614d9f..acd90b1c 100644
--- a/subject/web_browser/docker/Dockerfile.servo
+++ b/subject/web_browser/docker/Dockerfile.servo
@@ -5,30 +5,23 @@ ENV PATH="/app/.venv/bin:$PATH" \
     UV_COMPILE_BYTECODE=1 \
     MANAGE_CERTS=1 \
     MANAGE_XVFB=1
-ARG UID=1000 \
-    GID=1000
 
 RUN apt-get update && \
     apt install -y curl gnome-screenshot libgstreamer-plugins-bad1.0-0 libxcursor1 libxrandr2 libxi6 libxkbcommon0 libvulkan1 libegl1 python3-tk xvfb xxd &&\
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
-    groupadd -g $GID bughog &&\
-    useradd -u $UID -g $GID -m bughog
-
-# Initiate PyAutoGUI
-RUN touch /root/.Xauthority && \
+    # Initiate PyAutoGUI
+    touch /root/.Xauthority && \
     xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
 
 COPY --chmod=0755 scripts/ /app/scripts/
-RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
-    mkdir -p /app/logs
+RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb
 
 COPY pyproject.toml uv.lock /app/
 COPY --from=ghcr.io/astral-sh/uv:0.11.7 /uv /bin/
 RUN --mount=type=cache,target=/root/.cache/uv \
     uv sync --no-dev --frozen
 
-COPY --chown=bughog:bughog bughog /app/bughog/
+COPY bughog /app/bughog/
 
-USER bughog
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/uv.lock b/uv.lock
index 8acb528f..9c179bab 100644
--- a/uv.lock
+++ b/uv.lock
@@ -57,10 +57,10 @@ dependencies = [
     { name = "pydantic" },
     { name = "pydantic-settings" },
     { name = "pymongo" },
+    { name = "python-xlib" },
     { name = "pyvirtualdisplay" },
     { name = "requests" },
     { name = "rich" },
-    { name = "xlib" },
 ]
 
 [package.dev-dependencies]
@@ -88,10 +88,10 @@ requires-dist = [
     { name = "pydantic", specifier = "==2.12.5" },
     { name = "pydantic-settings", specifier = "==2.13.1" },
     { name = "pymongo", specifier = "==4.16.0" },
+    { name = "python-xlib", specifier = "==0.33" },
     { name = "pyvirtualdisplay", specifier = "==3.0" },
     { name = "requests", specifier = "==2.32.3" },
     { name = "rich", specifier = "==14.3.3" },
-    { name = "xlib", specifier = "==0.21" },
 ]
 
 [package.metadata.requires-dev]
@@ -720,6 +720,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0b/d7/1959b9648791274998a9c3526f6d0ec8fd2233e4d4acce81bbae76b44b2a/python_dotenv-1.2.2-py3-none-any.whl", hash = "sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a", size = 22101, upload-time = "2026-03-01T16:00:25.09Z" },
 ]
 
+[[package]]
+name = "python-xlib"
+version = "0.33"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "six" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/86/f5/8c0653e5bb54e0cbdfe27bf32d41f27bc4e12faa8742778c17f2a71be2c0/python-xlib-0.33.tar.gz", hash = "sha256:55af7906a2c75ce6cb280a584776080602444f75815a7aff4d287bb2d7018b32", size = 269068, upload-time = "2022-12-25T18:53:00.824Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fc/b8/ff33610932e0ee81ae7f1269c890f697d56ff74b9f5b2ee5d9b7fa2c5355/python_xlib-0.33-py2.py3-none-any.whl", hash = "sha256:c3534038d42e0df2f1392a1b30a15a4ff5fdc2b86cfa94f072bf11b10a164398", size = 182185, upload-time = "2022-12-25T18:52:58.662Z" },
+]
+
 [[package]]
 name = "python3-xlib"
 version = "0.15"
@@ -920,15 +932,3 @@ sdist = { url = "https://files.pythonhosted.org/packages/c7/79/12135bdf8b9c9367b
 wheels = [
     { url = "https://files.pythonhosted.org/packages/a4/f5/10b68b7b1544245097b2a1b8238f66f2fc6dcaeb24ba5d917f52bd2eed4f/wsproto-1.3.2-py3-none-any.whl", hash = "sha256:61eea322cdf56e8cc904bd3ad7573359a242ba65688716b0710a5eb12beab584", size = 24405, upload-time = "2025-11-20T18:18:00.454Z" },
 ]
-
-[[package]]
-name = "xlib"
-version = "0.21"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "six" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/74/d4/6033a97f96fc7d7bb822dab52e2e3c9532256d7ce033fa9675734941b9ac/xlib-0.21.tar.gz", hash = "sha256:60b7cd5d90f5d5922d9ce27b61589c07d970796558d417461db7b66e366bc401", size = 146776, upload-time = "2018-01-02T09:39:40.149Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/3f/00/321541273b0ed2167b36c82be9baeb0bdc8af1c11c1b01de9436b84b5eaf/xlib-0.21-py2.py3-none-any.whl", hash = "sha256:8eee67dad83ef4b82bbbfa85d51eeb20c79d12b119fe25aa1d27bd602ff82212", size = 123811, upload-time = "2018-01-02T09:39:33.518Z" },
-]

From b17ec0d138662c2e6ff2e97d2d64c988fe58b68d Mon Sep 17 00:00:00 2001
From: Gertjan Franken <gertjan.franken@kuleuven.be>
Date: Thu, 16 Apr 2026 16:46:57 +0200
Subject: [PATCH 38/55] build: replace python3-xlib with python-xlib and update
 CI/simulation

- Use `tool.uv.exclude-dependencies` to force the use of `python-xlib` 0.33 instead of the abandoned `python3-xlib` 0.15 required by pyautogui.
- Update `BrowserSimulation` to add logging.
- Update CI workflow to use `uv sync --locked` for stricter dependency validation.
---
 .github/workflows/ci.yml                           |  3 ++-
 .../subject/web_browser/interaction/simulation.py  | 10 ++++++++--
 pyproject.toml                                     |  7 ++++++-
 uv.lock                                            | 14 ++++++--------
 4 files changed, 22 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 6fed9007..f36366a3 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -13,7 +13,8 @@ jobs:
           enable-cache: true
 
       - name: Install dependencies
-        run: uv sync --dev --frozen
+        # we use --locked instead of --frozen to elicit an error if pyproject.toml and uv.lock are not synced
+        run: uv sync --dev --locked
 
       - name: Run pytest
         run: uv run pytest --ignore=test/availability
diff --git a/bughog/subject/web_browser/interaction/simulation.py b/bughog/subject/web_browser/interaction/simulation.py
index 7d10cdb9..ab0d804f 100644
--- a/bughog/subject/web_browser/interaction/simulation.py
+++ b/bughog/subject/web_browser/interaction/simulation.py
@@ -1,3 +1,4 @@
+import logging
 import os
 from urllib.parse import quote_plus
 
@@ -9,6 +10,8 @@
 from bughog.subject.simulation import Simulation
 from bughog.subject.web_browser.executable import BrowserExecutable
 
+logger = logging.getLogger(__name__)
+
 # TODO: all pyautogui are imported inside functions because the import needs DISPLAY var, while not all containers need and have that.
 
 
@@ -19,9 +22,12 @@ def __init__(self, executable: BrowserExecutable, folder: Folder, params: Experi
         super().__init__(executable, folder, params)
         disp = Display(visible=True, size=(1920, 1080), backend='xvfb', use_xauth=True)
         disp.start()
-        import pyautogui as gui
 
-        gui._pyautogui_x11._display = Xlib.display.Display(os.environ['DISPLAY'])  # ty: ignore (import will create error)
+        display = os.environ['DISPLAY']
+        logger.info(f'BrowserSimulation initialized with DISPLAY={display}')
+
+        import pyautogui as gui
+        gui._pyautogui_x11._display = Xlib.display.Display(display)  # ty: ignore (import will create error)
 
     def __del__(self):
         self.executable.terminate()
diff --git a/pyproject.toml b/pyproject.toml
index cb2140d0..01ddc1aa 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,10 +14,10 @@ dependencies = [
     "pydantic==2.12.5",
     "pydantic-settings==2.13.1",
     "pymongo==4.16.0",
+    "python-xlib==0.33",
     "pyvirtualdisplay==3.0",
     "requests==2.32.3",
     "rich==14.3.3",
-    "python-xlib==0.33",
 ]
 
 [dependency-groups]
@@ -32,6 +32,11 @@ dev = [
     "ty==0.0.30",
 ]
 
+[tool.uv]
+# Avoid translative dependencies to abandoned projects.
+# Source: https://stackoverflow.com/questions/74716030/what-is-the-difference-between-python-xlib-python3-xlib-pyxlib-and-xlib-in-pyt
+exclude-dependencies = ["python3-xlib", "xlib"]
+
 [tool.pytest.ini_options]
 addopts = "--cov=bughog --cov-report=xml --cov-report=term --junitxml=junit.xml"
 
diff --git a/uv.lock b/uv.lock
index 9c179bab..c88f5ee1 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,6 +2,12 @@ version = 1
 revision = 3
 requires-python = "==3.13.*"
 
+[manifest]
+excludes = [
+    "python3-xlib",
+    "xlib",
+]
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -422,7 +428,6 @@ version = "0.1.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "pyperclip" },
-    { name = "python3-xlib", marker = "sys_platform == 'linux'" },
     { name = "rubicon-objc", marker = "sys_platform == 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/28/fa/b2ba8229b9381e8f6381c1dcae6f4159a7f72349e414ed19cfbbd1817173/MouseInfo-0.1.3.tar.gz", hash = "sha256:2c62fb8885062b8e520a3cce0a297c657adcc08c60952eb05bc8256ef6f7f6e7", size = 10850, upload-time = "2020-03-27T21:20:10.136Z" }
@@ -498,7 +503,6 @@ dependencies = [
     { name = "pyobjc-core", marker = "sys_platform == 'darwin'" },
     { name = "pyobjc-framework-quartz", marker = "sys_platform == 'darwin'" },
     { name = "pyscreeze" },
-    { name = "python3-xlib", marker = "sys_platform == 'linux'" },
     { name = "pytweening" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/65/ff/cdae0a8c2118a0de74b6cf4cbcdcaf8fd25857e6c3f205ce4b1794b27814/PyAutoGUI-0.9.54.tar.gz", hash = "sha256:dd1d29e8fd118941cb193f74df57e5c6ff8e9253b99c7b04f39cfc69f3ae04b2", size = 61236, upload-time = "2023-05-24T20:11:32.972Z" }
@@ -732,12 +736,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/fc/b8/ff33610932e0ee81ae7f1269c890f697d56ff74b9f5b2ee5d9b7fa2c5355/python_xlib-0.33-py2.py3-none-any.whl", hash = "sha256:c3534038d42e0df2f1392a1b30a15a4ff5fdc2b86cfa94f072bf11b10a164398", size = 182185, upload-time = "2022-12-25T18:52:58.662Z" },
 ]
 
-[[package]]
-name = "python3-xlib"
-version = "0.15"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ef/c6/2c5999de3bb1533521f1101e8fe56fd9c266732f4d48011c7c69b29d12ae/python3-xlib-0.15.tar.gz", hash = "sha256:dc4245f3ae4aa5949c1d112ee4723901ade37a96721ba9645f2bfa56e5b383f8", size = 132828, upload-time = "2014-05-31T12:28:59.603Z" }
-
 [[package]]
 name = "pytweening"
 version = "1.2.0"

From 95a1642fef2363a0291ba999ef1cdf2ec172a91e Mon Sep 17 00:00:00 2001
From: Gertjan Franken <gertjan.franken@kuleuven.be>
Date: Thu, 16 Apr 2026 16:58:58 +0200
Subject: [PATCH 39/55] build: support rootless and rootful docker socket
 mounting

- Detect docker socket path automatically in devcontainer, build, and deploy scripts
- Update docker-compose to use dynamic DOCKER_SOCKET path
- Remove redundant GID exports and obsolete VS Code launch environment variables
---
 .devcontainer/devcontainer.json | 2 ++
 .vscode/launch.json             | 2 --
 docker-compose.yml              | 2 +-
 scripts/build-deploy.sh         | 7 +++++--
 scripts/deploy.sh               | 6 +++++-
 5 files changed, 13 insertions(+), 6 deletions(-)

diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index a1495b63..1763d342 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -18,6 +18,8 @@
 		"UV_PROJECT_ENVIRONMENT": "/app/.venv"
 	},
 
+	"initializeCommand": "if docker info 2>/dev/null | grep -q rootless; then DS=\"${XDG_RUNTIME_DIR:-/run/user/$(id -u)}/docker.sock\"; else DS=\"/var/run/docker.sock\"; fi; if grep -q '^DOCKER_SOCKET=' .env; then sed -i \"s|^DOCKER_SOCKET=.*|DOCKER_SOCKET=$DS|\" .env; else echo \"DOCKER_SOCKET=$DS\" >> .env; fi",
+
 	// The optional 'workspaceFolder' property is the path VS Code should open by default when
 	// connected. This is typically a file mount in .devcontainer/docker-compose.yml
 	"workspaceFolder": "/app",
diff --git a/.vscode/launch.json b/.vscode/launch.json
index 14f9c5f4..ad29eccb 100644
--- a/.vscode/launch.json
+++ b/.vscode/launch.json
@@ -16,8 +16,6 @@
             ],
             "env": {
                 "PYTHONPATH": "${workspaceFolder}",
-                "DISPLAY": ":1",
-                "MOZ_DISABLE_CONTENT_SANDBOX": "1",
                 "PATH":"${PATH}:$HOME/.local/bin"
             }
         },
diff --git a/docker-compose.yml b/docker-compose.yml
index 8fb0ad99..3f75532b 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -27,7 +27,7 @@ services:
       - ./subject:/app/subject:rw
       - ./logs:/app/logs:rw
       - ./nginx/ssl/:/etc/nginx/ssl/:rw
-      - /var/run/docker.sock:/var/run/docker.sock:rw
+      - ${DOCKER_SOCKET:-/var/run/docker.sock}:/var/run/docker.sock:rw
     tmpfs:
       /memory:exec,size=3g,mode=1777
     profiles:
diff --git a/scripts/build-deploy.sh b/scripts/build-deploy.sh
index 20009887..f0a1eb49 100755
--- a/scripts/build-deploy.sh
+++ b/scripts/build-deploy.sh
@@ -15,8 +15,11 @@
 set -e
 
 export BUGHOG_VERSION=dev
-export GID=$(id -g)
-export DOCKER_GID=$(getent group docker | cut -d: -f3)
+if docker info 2>/dev/null | grep -q rootless; then
+    export DOCKER_SOCKET="${XDG_RUNTIME_DIR:-/run/user/$(id -u)}/docker.sock"
+else
+    export DOCKER_SOCKET="/var/run/docker.sock"
+fi
 
 echo "==> Building images from current codebase (tagged as dev)..."
 docker buildx bake all
diff --git a/scripts/deploy.sh b/scripts/deploy.sh
index 273d66c5..be095353 100755
--- a/scripts/deploy.sh
+++ b/scripts/deploy.sh
@@ -37,7 +37,11 @@ else
 fi
 
 export BUGHOG_VERSION="$VERSION"
-export DOCKER_GID=$(getent group docker | cut -d: -f3)
+if docker info 2>/dev/null | grep -q rootless; then
+    export DOCKER_SOCKET="${XDG_RUNTIME_DIR:-/run/user/$(id -u)}/docker.sock"
+else
+    export DOCKER_SOCKET="/var/run/docker.sock"
+fi
 
 # Pull images before stopping to minimise downtime
 echo "==> Pulling images for $VERSION..."

From 00776c658ff003dcf97d7bc08d3f89d27d6c26c5 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 16 Apr 2026 16:19:44 +0000
Subject: [PATCH 40/55] build: use dynamic symlink for Docker socket mounting

- Replace DOCKER_SOCKET environment variable with a project-local symlink ./.docker.sock.
- Update devcontainer, deploy, and build-deploy scripts to automatically detect and link the host's Docker socket (rootless or rootfull).
- Update docker-compose.yml to use the symlink for both core and core_dev services, removing the dependency on .env for socket paths.
- Add .docker.sock to .gitignore.
---
 .devcontainer/devcontainer.json | 4 ++--
 .gitignore                      | 3 +++
 docker-compose.yml              | 4 +++-
 scripts/build-deploy.sh         | 5 +++--
 scripts/deploy.sh               | 5 +++--
 5 files changed, 14 insertions(+), 7 deletions(-)

diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index 1763d342..9bfccf55 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -18,7 +18,7 @@
 		"UV_PROJECT_ENVIRONMENT": "/app/.venv"
 	},
 
-	"initializeCommand": "if docker info 2>/dev/null | grep -q rootless; then DS=\"${XDG_RUNTIME_DIR:-/run/user/$(id -u)}/docker.sock\"; else DS=\"/var/run/docker.sock\"; fi; if grep -q '^DOCKER_SOCKET=' .env; then sed -i \"s|^DOCKER_SOCKET=.*|DOCKER_SOCKET=$DS|\" .env; else echo \"DOCKER_SOCKET=$DS\" >> .env; fi",
+	"initializeCommand": "if docker info 2>/dev/null | grep -q rootless; then DS=\"${XDG_RUNTIME_DIR:-/run/user/$(id -u)}/docker.sock\"; else DS=\"/var/run/docker.sock\"; fi; ln -sf \"$DS\" .docker.sock",
 
 	// The optional 'workspaceFolder' property is the path VS Code should open by default when
 	// connected. This is typically a file mount in .devcontainer/docker-compose.yml
@@ -38,7 +38,7 @@
 		}
 	},
 
-	"postCreateCommand": "uv sync --dev --frozen",
+	"postCreateCommand": "uv sync --dev",
 
 	// Features to add to the dev container. More info: https://containers.dev/features.
 	// "features": {},
diff --git a/.gitignore b/.gitignore
index 2cca31d9..de2d382f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,6 @@
+# Docker socket symlink
+.docker.sock
+
 database/data/
 
 nginx/ssl/certs/*
diff --git a/docker-compose.yml b/docker-compose.yml
index 3f75532b..2c9a1242 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -27,7 +27,6 @@ services:
       - ./subject:/app/subject:rw
       - ./logs:/app/logs:rw
       - ./nginx/ssl/:/etc/nginx/ssl/:rw
-      - ${DOCKER_SOCKET:-/var/run/docker.sock}:/var/run/docker.sock:rw
     tmpfs:
       /memory:exec,size=3g,mode=1777
     profiles:
@@ -47,6 +46,7 @@ services:
       - "DEVELOPMENT=1"
     volumes:
       - .:/app:rw
+      - ./.docker.sock:/var/run/docker.sock:rw
     container_name: bh_core_dev
     profiles:
       - dev
@@ -63,6 +63,8 @@ services:
     init: true
     ports:
       - "5000:5000"
+    volumes:
+      - ./.docker.sock:/var/run/docker.sock:rw
     profiles:
       - prod
 
diff --git a/scripts/build-deploy.sh b/scripts/build-deploy.sh
index f0a1eb49..76877358 100755
--- a/scripts/build-deploy.sh
+++ b/scripts/build-deploy.sh
@@ -16,10 +16,11 @@ set -e
 
 export BUGHOG_VERSION=dev
 if docker info 2>/dev/null | grep -q rootless; then
-    export DOCKER_SOCKET="${XDG_RUNTIME_DIR:-/run/user/$(id -u)}/docker.sock"
+    DS="${XDG_RUNTIME_DIR:-/run/user/$(id -u)}/docker.sock"
 else
-    export DOCKER_SOCKET="/var/run/docker.sock"
+    DS="/var/run/docker.sock"
 fi
+ln -sf "$DS" .docker.sock
 
 echo "==> Building images from current codebase (tagged as dev)..."
 docker buildx bake all
diff --git a/scripts/deploy.sh b/scripts/deploy.sh
index be095353..b945fe4c 100755
--- a/scripts/deploy.sh
+++ b/scripts/deploy.sh
@@ -38,10 +38,11 @@ fi
 
 export BUGHOG_VERSION="$VERSION"
 if docker info 2>/dev/null | grep -q rootless; then
-    export DOCKER_SOCKET="${XDG_RUNTIME_DIR:-/run/user/$(id -u)}/docker.sock"
+    DS="${XDG_RUNTIME_DIR:-/run/user/$(id -u)}/docker.sock"
 else
-    export DOCKER_SOCKET="/var/run/docker.sock"
+    DS="/var/run/docker.sock"
 fi
+ln -sf "$DS" .docker.sock
 
 # Pull images before stopping to minimise downtime
 echo "==> Pulling images for $VERSION..."

From 4b4f727956e3ce0651daaad6009e4376648aad29 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Fri, 17 Apr 2026 07:19:37 +0000
Subject: [PATCH 41/55] fix: `evalParams.versions` is up-to-date on page load

---
 bughog/web/vue/src/views/Home.vue | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/bughog/web/vue/src/views/Home.vue b/bughog/web/vue/src/views/Home.vue
index a3bc80ab..49faf832 100644
--- a/bughog/web/vue/src/views/Home.vue
+++ b/bughog/web/vue/src/views/Home.vue
@@ -142,6 +142,9 @@ export default {
     }
   },
   watch: {
+    "evalParams.version_range": function () {
+      this.update_versions();
+    },
     "evalParams.only_release_commits": function (val) {
       this.update_versions();
     },

From 1948100fbb5d4f6d71ccced0e075409478d685cc Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Fri, 17 Apr 2026 07:21:09 +0000
Subject: [PATCH 42/55] fix: use correct type name for release state and add
 test

---
 bughog/parameters.py               |  2 +-
 test/parameters/test_parameters.py | 19 +++++++++++++++++--
 2 files changed, 18 insertions(+), 3 deletions(-)

diff --git a/bughog/parameters.py b/bughog/parameters.py
index ded5e5d1..847eedc1 100644
--- a/bughog/parameters.py
+++ b/bughog/parameters.py
@@ -218,7 +218,7 @@ def create_evaluation_params(
 def create_experiment_params(kwargs: dict, database_params: DatabaseParameters) -> ExperimentParameters:
     subject_configuration = SubjectConfiguration.from_dict(kwargs)
     if 'major_version' in kwargs:
-        state_type = 'version'
+        state_type = 'release'
         version = Version(str(kwargs['major_version']))
     elif 'commit_nb' in kwargs or 'commit_id' in kwargs:
         state_type = 'commit'
diff --git a/test/parameters/test_parameters.py b/test/parameters/test_parameters.py
index 68333d3b..519a976d 100644
--- a/test/parameters/test_parameters.py
+++ b/test/parameters/test_parameters.py
@@ -194,19 +194,34 @@ def test_with_commit_id(self):
     def test_with_major_version(self):
         data = {**self._base(), 'major_version': 100}
         params = create_experiment_params(data, _db())
-        assert params.state.type == 'version'
+        assert params.state.type == 'release'
         assert params.state.version is not None
         assert params.state.version.major == 100
 
     def test_with_full_version(self):
         data = {**self._base(), 'major_version': '100.0.1234'}
         params = create_experiment_params(data, _db())
-        assert params.state.type == 'version'
+        assert params.state.type == 'release'
         assert params.state.version is not None
         assert params.state.version.major == 100
         assert params.state.version.minor == 0
         assert params.state.version.patch == 1234
 
+    def test_major_version_state_type_is_release_not_version(self):
+        data = {**self._base(), 'major_version': 120}
+        params = create_experiment_params(data, _db())
+        assert params.state.type == 'release'
+
+    def test_state_type_is_valid_literal(self):
+        valid_types = {'release', 'commit'}
+        for data in [
+            {**self._base(), 'major_version': 100},
+            {**self._base(), 'commit_nb': 999},
+            {**self._base(), 'commit_id': 'abc123'},
+        ]:
+            params = create_experiment_params(data, _db())
+            assert params.state.type in valid_types
+
     def test_missing_state_raises(self):
         with pytest.raises(MissingParametersError):
             create_experiment_params(self._base(), _db())

From 18d3804497480c85a4ad300de57c09f0aaed74dd Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Fri, 17 Apr 2026 09:52:40 +0000
Subject: [PATCH 43/55] fix: stop.sh also kills database container if running

---
 scripts/stop.sh | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/scripts/stop.sh b/scripts/stop.sh
index 731edf0b..f33621ea 100755
--- a/scripts/stop.sh
+++ b/scripts/stop.sh
@@ -9,6 +9,14 @@ set -e
 echo "==> Stopping worker containers..."
 docker ps -q --filter label=bh_worker | xargs -r docker rm -f
 
+echo "==> Stopping MongoDB container (if running)..."
+if [ -n "$(docker ps -aq --filter name=^bh_db$)" ]; then
+    docker rm -f bh_db
+    echo "    Stopped bh_db."
+else
+    echo "    bh_db not running, skipping."
+fi
+
 echo "==> Stopping core, nginx and devcontainer services (if running)..."
 docker compose --profile prod --profile dev down --remove-orphans
 

From 7b203577442ca8c261b4faaac2eb5162d4ce59fc Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Fri, 17 Apr 2026 09:59:41 +0000
Subject: [PATCH 44/55] feat: expand and reorganise default Chromium flags and
 Firefox prefs

---
 .../web_browser/chromium/executable.py        | 32 +++++++++++++------
 .../subject/web_browser/firefox/executable.py | 32 +++++++++++++++++--
 2 files changed, 52 insertions(+), 12 deletions(-)

diff --git a/bughog/subject/web_browser/chromium/executable.py b/bughog/subject/web_browser/chromium/executable.py
index 7f75dc83..8bf515d8 100644
--- a/bughog/subject/web_browser/chromium/executable.py
+++ b/bughog/subject/web_browser/chromium/executable.py
@@ -9,24 +9,36 @@
 from bughog.version_control.state.base import State
 
 DEFAULT_FLAGS = [
+    # Automation / testing setup
+    '--no-sandbox',
+    '--no-first-run',
+    '--no-default-browser-check',
     '--use-fake-ui-for-media-stream',
     '--ignore-certificate-errors',
-    '--disable-background-networking',
-    '--disable-client-side-phishing-detection',
-    '--disable-component-update',
-    '--disable-default-apps',
+    '--use-mock-keychain',
+    '--password-store=basic',
+    '--metrics-recording-only',
+    '--mute-audio',
     '--disable-gpu',
-    '--disable-hang-monitor',
     '--disable-popup-blocking',
     '--disable-prompt-on-repost',
+    # Reduce background network activity
+    '--disable-background-networking',
     '--disable-sync',
     '--disable-web-resources',
-    '--metrics-recording-only',
-    '--no-first-run',
-    '--password-store=basic',
+    '--disable-component-update',
+    '--disable-client-side-phishing-detection',
     '--safebrowsing-disable-auto-update',
-    '--use-mock-keychain',
-    '--no-sandbox',
+    '--disable-features=OptimizationGuide,OptimizationHints,OptimizationTargetPrediction,OptimizationGuideModelDownloading',
+    # Faster startup / skip unnecessary services
+    '--disable-default-apps',
+    '--disable-translate',
+    '--disable-breakpad',
+    '--disable-hang-monitor',
+    # Prevent throttling in automated/non-foreground context
+    '--disable-renderer-backgrounding',
+    '--disable-backgrounding-occluded-windows',
+    '--disable-ipc-flooding-protection',
 ]
 
 
diff --git a/bughog/subject/web_browser/firefox/executable.py b/bughog/subject/web_browser/firefox/executable.py
index d9657632..2c47d1ec 100644
--- a/bughog/subject/web_browser/firefox/executable.py
+++ b/bughog/subject/web_browser/firefox/executable.py
@@ -9,6 +9,33 @@
 
 SELENIUM_USED_FLAGS = ['--no-remote', '--new-instance']
 
+DEFAULT_PREFS = {
+    # Automation / testing setup
+    'app.update.enabled': False,
+    'browser.shell.checkDefaultBrowser': False,
+    'dom.push.enabled': False,
+    'browser.translation.detectLanguage': False,
+    'media.volume_scale': '0.0',
+
+    # Disable telemetry & crash reporting
+    'toolkit.telemetry.enabled': False,
+    'toolkit.telemetry.unified': False,
+    'datareporting.healthreport.uploadEnabled': False,
+    'datareporting.policy.dataSubmissionEnabled': False,
+    'breakpad.reportURL': '',
+    'browser.tabs.crashReporting.sendReport': False,
+
+    # Reduce background network activity
+    'browser.safebrowsing.malware.enabled': False,
+    'browser.safebrowsing.phishing.enabled': False,
+    'browser.safebrowsing.downloads.enabled': False,
+    'browser.safebrowsing.blockedURIs.enabled': False,
+    'browser.newtabpage.activity-stream.feeds.telemetry': False,
+    'browser.newtabpage.activity-stream.telemetry': False,
+    'browser.newtabpage.activity-stream.feeds.snippets': False,
+    'browser.newtabpage.activity-stream.feeds.section.topstories': False,
+}
+
 
 class FirefoxExecutable(BrowserExecutable):
     def __init__(self, config: SubjectConfiguration, state: State) -> None:
@@ -68,8 +95,9 @@ def add_user_pref(key: str, value: str | int | bool):
             else:
                 user_prefs.append(f'user_pref("{key}", {value});'.lower())
 
-        add_user_pref('app.update.enabled', False)
-        add_user_pref('browser.shell.checkDefaultBrowser', False)
+        for key, value in DEFAULT_PREFS.items():
+            add_user_pref(key, value)
+
         if 'default' in self.config.subject_setting:
             pass
         elif 'btpc' in self.config.subject_setting:

From 5b0fb0af5e6b94549672271c99df3d80ee0a49c0 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Fri, 17 Apr 2026 10:01:22 +0000
Subject: [PATCH 45/55] style: remove blank lines between sections in
 DEFAULT_PREFS

---
 bughog/subject/web_browser/firefox/executable.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/bughog/subject/web_browser/firefox/executable.py b/bughog/subject/web_browser/firefox/executable.py
index 2c47d1ec..f9546189 100644
--- a/bughog/subject/web_browser/firefox/executable.py
+++ b/bughog/subject/web_browser/firefox/executable.py
@@ -16,7 +16,6 @@
     'dom.push.enabled': False,
     'browser.translation.detectLanguage': False,
     'media.volume_scale': '0.0',
-
     # Disable telemetry & crash reporting
     'toolkit.telemetry.enabled': False,
     'toolkit.telemetry.unified': False,
@@ -24,7 +23,6 @@
     'datareporting.policy.dataSubmissionEnabled': False,
     'breakpad.reportURL': '',
     'browser.tabs.crashReporting.sendReport': False,
-
     # Reduce background network activity
     'browser.safebrowsing.malware.enabled': False,
     'browser.safebrowsing.phishing.enabled': False,

From e9f3d784eca501ff5c8b4d95d4d91becdafafc98 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Fri, 17 Apr 2026 10:02:07 +0000
Subject: [PATCH 46/55] build: centralise Python app into python-app stage,
 decouple apt layers

---
 Dockerfile                                    | 22 +++++++++++++++----
 docker-bake.hcl                               | 18 +++++++++++++--
 .../wasm_runtime/docker/Dockerfile.wasmtime   | 12 +++-------
 .../web_browser/docker/Dockerfile.chromium    | 10 ++++++---
 subject/web_browser/docker/Dockerfile.firefox | 10 ++++++---
 subject/web_browser/docker/Dockerfile.servo   | 14 +++++-------
 6 files changed, 56 insertions(+), 30 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index 4d6ba778..573fa742 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -19,23 +19,31 @@ CMD ["start.sh"]
 FROM python:3.13-slim-bullseye AS base
 
 WORKDIR /app
+ENV PATH="/app/.venv/bin:$PATH"
+
+
+FROM base AS python-app
+
 ENV UV_COMPILE_BYTECODE=1 \
-    PATH="/app/.venv/bin:$PATH"
+    UV_LINK_MODE=copy
 
 COPY --from=ghcr.io/astral-sh/uv:0.11.7 /uv /bin/
+
 COPY pyproject.toml uv.lock /app/
 RUN --mount=type=cache,target=/root/.cache/uv \
-    apt-get update && \
-    uv sync --no-dev --frozen
+    uv sync --no-dev --frozen --no-install-project
 
 COPY --chmod=0755 scripts/ /app/scripts/
 COPY bughog /app/bughog/
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --no-dev --frozen
 
 
 FROM base AS core
 
 # Install docker cli, and git for development container
-RUN apt-get install -y curl git gnupg && \
+RUN apt-get update && \
+    apt-get install -y curl git gnupg && \
     curl -fsSL https://download.docker.com/linux/debian/gpg | gpg --dearmor -o /usr/share/keyrings/docker.gpg && \
     echo "deb [signed-by=/usr/share/keyrings/docker.gpg] https://download.docker.com/linux/debian bullseye stable" \
     > /etc/apt/sources.list.d/docker.list && \
@@ -45,9 +53,15 @@ RUN apt-get install -y curl git gnupg && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
+COPY --from=python-app /bin/uv /bin/uv
+COPY --from=python-app /app /app
+
 ENTRYPOINT [ "/app/scripts/boot/core.sh" ]
 
 
 FROM base AS worker
 
+COPY --from=python-app /bin/uv /bin/uv
+COPY --from=python-app /app /app
+
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/docker-bake.hcl b/docker-bake.hcl
index 2396ee71..fcf9017c 100644
--- a/docker-bake.hcl
+++ b/docker-bake.hcl
@@ -22,6 +22,12 @@ target "base" {
   target     = "base"
 }
 
+target "python-app" {
+  context    = "."
+  dockerfile = "Dockerfile"
+  target     = "python-app"
+}
+
 # ──────────────────────────────────────────────
 # Core images
 # ──────────────────────────────────────────────
@@ -55,7 +61,8 @@ target "worker-chromium" {
   context    = "."
   dockerfile = "subject/web_browser/docker/Dockerfile.chromium"
   contexts   = {
-    base = "target:base"
+    base       = "target:base"
+    python-app = "target:python-app"
   }
   tags       = tags("bughog/worker-chromium")
 }
@@ -64,7 +71,8 @@ target "worker-firefox" {
   context    = "."
   dockerfile = "subject/web_browser/docker/Dockerfile.firefox"
   contexts   = {
-    base = "target:base"
+    base       = "target:base"
+    python-app = "target:python-app"
   }
   tags       = tags("bughog/worker-firefox")
 }
@@ -72,12 +80,18 @@ target "worker-firefox" {
 target "worker-servo" {
   context    = "."
   dockerfile = "subject/web_browser/docker/Dockerfile.servo"
+  contexts   = {
+    python-app = "target:python-app"
+  }
   tags       = tags("bughog/worker-servo")
 }
 
 target "worker-wasmtime" {
   context    = "."
   dockerfile = "subject/wasm_runtime/docker/Dockerfile.wasmtime"
+  contexts   = {
+    python-app = "target:python-app"
+  }
   tags       = tags("bughog/worker-wasmtime")
 }
 
diff --git a/subject/wasm_runtime/docker/Dockerfile.wasmtime b/subject/wasm_runtime/docker/Dockerfile.wasmtime
index 7e79746a..f827a16d 100644
--- a/subject/wasm_runtime/docker/Dockerfile.wasmtime
+++ b/subject/wasm_runtime/docker/Dockerfile.wasmtime
@@ -2,8 +2,7 @@
 FROM python:3.13-slim-bookworm
 
 WORKDIR /app
-ENV PATH="/app/.venv/bin:$PATH" \
-    UV_COMPILE_BYTECODE=1
+ENV PATH="/app/.venv/bin:$PATH"
 
 RUN apt-get update && \
     apt install -y \
@@ -11,12 +10,7 @@ RUN apt-get update && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-COPY --from=ghcr.io/astral-sh/uv:0.11.7 /uv /bin/
-COPY pyproject.toml uv.lock /app/
-RUN --mount=type=cache,target=/root/.cache/uv \
-    uv sync --no-dev --frozen
-
-COPY --chmod=0755 scripts/ /app/scripts/
-COPY bughog /app/bughog/
+COPY --from=python-app /bin/uv /bin/uv
+COPY --from=python-app /app /app
 
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/subject/web_browser/docker/Dockerfile.chromium b/subject/web_browser/docker/Dockerfile.chromium
index 129a09b9..49f7183a 100644
--- a/subject/web_browser/docker/Dockerfile.chromium
+++ b/subject/web_browser/docker/Dockerfile.chromium
@@ -4,7 +4,8 @@ ENV MANAGE_CERTS=1 \
     MANAGE_XVFB=1
 
 # `apt update` was already run in the base image
-RUN apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 libnss3-tools lsb-release xdg-utils libgbm-dev libcap-dev xvfb dbus-x11 python3-tk gnome-screenshot procps xxd &&\
+RUN apt update && \
+    apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 libnss3-tools lsb-release xdg-utils libgbm-dev libcap-dev xvfb dbus-x11 python3-tk gnome-screenshot procps xxd &&\
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
     curl -sSLo multiarch-support.deb https://snapshot.debian.org/archive/debian-security/20240630T105336Z/pool/updates/main/g/glibc/multiarch-support_2.28-10%2Bdeb10u4_amd64.deb &&\
@@ -26,12 +27,15 @@ RUN apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 lib
     ln -s /usr/lib/x86_64-linux-gnu/libplds4.so /usr/lib/x86_64-linux-gnu/libplds4.so.0d  &&\
     ln -s /usr/lib/x86_64-linux-gnu/libplc4.so /usr/lib/x86_64-linux-gnu/libplc4.so.0d  &&\
     ln -s /usr/lib/x86_64-linux-gnu/libnspr4.so /usr/lib/x86_64-linux-gnu/libnspr4.so.0d &&\
-    # Configure xvfb
-    cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
     # Initiate PyAutoGUI
     touch /root/.Xauthority && \
     xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
 
+COPY --from=python-app /bin/uv /bin/uv
+COPY --from=python-app /app /app
 COPY subject/web_browser/profiles /app/subject/web_browser/profiles
 
+# Configure xvfb
+RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb
+
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/subject/web_browser/docker/Dockerfile.firefox b/subject/web_browser/docker/Dockerfile.firefox
index 7ee13563..41f0f651 100644
--- a/subject/web_browser/docker/Dockerfile.firefox
+++ b/subject/web_browser/docker/Dockerfile.firefox
@@ -4,15 +4,19 @@ ENV MANAGE_CERTS=1 \
     MANAGE_XVFB=1
 
 # `apt update` was already run in the base image
-RUN apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 lsb-release xdg-utils libgbm-dev xvfb dbus-x11 libnss3-tools python3-tk gnome-screenshot procps xxd &&\
+RUN apt update && \
+    apt install -y curl gconf-service libasound2 libatk1.0-0 libc6 libcairo2 libcups2 libdbus-1-3 libexpat1 libfontconfig1 libgcc1 libgconf-2-4 libgdk-pixbuf2.0-0 libglib2.0-0 libnspr4 libstdc++6 libx11-6 libx11-xcb1 libxcb1 libxcomposite1 libxcursor1 libxdamage1 libxext6 libxfixes3 libxi6 libxrandr2 libxrender1 libxss1 libxtst6 ca-certificates fonts-liberation libappindicator1 libnss3 lsb-release xdg-utils libgbm-dev xvfb dbus-x11 libnss3-tools python3-tk gnome-screenshot procps xxd &&\
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
-    # Configure xvfb
-    cp /app/scripts/daemon/xvfb /etc/init.d/xvfb &&\
     # Initiate PyAutoGUI
     touch /root/.Xauthority && \
     xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
 
+COPY --from=python-app /bin/uv /bin/uv
+COPY --from=python-app /app /app
 COPY subject/web_browser/profiles /app/subject/web_browser/profiles
 
+# Configure xvfb
+RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb
+
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]
diff --git a/subject/web_browser/docker/Dockerfile.servo b/subject/web_browser/docker/Dockerfile.servo
index acd90b1c..186bb050 100644
--- a/subject/web_browser/docker/Dockerfile.servo
+++ b/subject/web_browser/docker/Dockerfile.servo
@@ -2,7 +2,6 @@ FROM python:3.13-slim-trixie
 
 WORKDIR /app
 ENV PATH="/app/.venv/bin:$PATH" \
-    UV_COMPILE_BYTECODE=1 \
     MANAGE_CERTS=1 \
     MANAGE_XVFB=1
 
@@ -14,14 +13,11 @@ RUN apt-get update && \
     touch /root/.Xauthority && \
     xauth add ${HOST}:0 . $(xxd -l 16 -p /dev/urandom)
 
-COPY --chmod=0755 scripts/ /app/scripts/
-RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb
-
-COPY pyproject.toml uv.lock /app/
-COPY --from=ghcr.io/astral-sh/uv:0.11.7 /uv /bin/
-RUN --mount=type=cache,target=/root/.cache/uv \
-    uv sync --no-dev --frozen
+COPY --from=python-app /bin/uv /bin/uv
+COPY --from=python-app /app /app
+COPY subject/web_browser/profiles /app/subject/web_browser/profiles
 
-COPY bughog /app/bughog/
+# Configure xvfb
+RUN cp /app/scripts/daemon/xvfb /etc/init.d/xvfb
 
 ENTRYPOINT [ "/app/scripts/boot/worker.sh" ]

From b2f549eedfb8bf962de050187c6c4aa02658cdb3 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Fri, 17 Apr 2026 10:15:13 +0000
Subject: [PATCH 47/55] perf: pre-warm subject availability cache at startup

---
 bughog/main.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/bughog/main.py b/bughog/main.py
index 54d66372..813e43ba 100644
--- a/bughog/main.py
+++ b/bughog/main.py
@@ -35,6 +35,8 @@ def __init__(self) -> None:
         self.db_connection_params = config.get_database_params()
         self.connect_to_database(self.db_connection_params)
         factory.initialize_all_subject_folders()
+        # Preload all subject availability to speed up the UI (bughog service calls are cached)
+        factory.get_all_subject_availability()
 
         logger.info('BugHog is ready!')
         if config.settings.github_token is None:

From a77a4250e2fd11169347015b33234f4cff0e473b Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 7 May 2026 08:39:21 +0000
Subject: [PATCH 48/55] fix: remove pkill usage in favor of python logic

---
 bughog/subject/executable.py | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/bughog/subject/executable.py b/bughog/subject/executable.py
index 9750f1b8..a3bda3fa 100644
--- a/bughog/subject/executable.py
+++ b/bughog/subject/executable.py
@@ -228,6 +228,7 @@ def run(self, experiment_specific_params: list[str], cwd: Folder | None = None):
                 text=True,
                 cwd=cwd.path if cwd else None,
                 env=self._runtime_env_vars if self._runtime_env_vars else None,
+                start_new_session=True,
             )
 
     def terminate(self, wait=False, timeout: int = 5):
@@ -241,9 +242,11 @@ def terminate(self, wait=False, timeout: int = 5):
         try:
             self.__process.wait(timeout=timeout)
         except subprocess.TimeoutExpired:
-            logger.info(f'Subject process did not terminate after {timeout}s. Killing process through pkill...')
-            cli_command = self._get_cli_command()
-            subprocess.run(['pkill', '-2', cli_command[0].split('/')[-1]])
+            logger.info(f'Subject process did not terminate after {timeout}s. Forcefully killing process group...')
+            try:
+                os.killpg(self.__process.pid, signal.SIGKILL)
+            except ProcessLookupError:
+                logger.debug(f'Process {self.__process.pid} already exited before SIGKILL could be sent.')
         self.__process.wait()
         logger.debug('Subject process terminated.')
 

From 5f8a020ffd8e6c207137cb2339905d56360cc7ae Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 7 May 2026 08:48:51 +0000
Subject: [PATCH 49/55] chore: update github action versions

---
 .github/workflows/ci.yml             | 36 ++++++++++++++--------------
 .github/workflows/create-release.yml |  2 +-
 2 files changed, 19 insertions(+), 19 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index f36366a3..381973da 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -5,10 +5,10 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Install uv
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v8
         with:
           enable-cache: true
 
@@ -34,7 +34,7 @@ jobs:
 
       - name: Upload pytest badge
         if: always()
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v7
         with:
           name: pytest
           path: pytest.svg
@@ -42,7 +42,7 @@ jobs:
 
       - name: Upload coverage badge
         if: always()
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v7
         with:
           name: coverage
           path: coverage.svg
@@ -53,10 +53,10 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Install uv
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v8
         with:
           enable-cache: true
 
@@ -77,7 +77,7 @@ jobs:
 
       - name: Upload ty badge
         if: always()
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v7
         with:
           name: ty
           path: ty.svg
@@ -88,10 +88,10 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Install uv
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v8
         with:
           enable-cache: true
 
@@ -113,7 +113,7 @@ jobs:
 
       - name: Upload ruff badge
         if: always()
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v7
         with:
           name: ruff
           path: ruff.svg
@@ -127,27 +127,27 @@ jobs:
     permissions:
       contents: write
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
         with:
           ref: badges
           path: badges-branch
 
-      - uses: actions/download-artifact@v4
+      - uses: actions/download-artifact@v7
         with:
           name: pytest
           path: badges-branch
 
-      - uses: actions/download-artifact@v4
+      - uses: actions/download-artifact@v7
         with:
           name: coverage
           path: badges-branch
 
-      - uses: actions/download-artifact@v4
+      - uses: actions/download-artifact@v7
         with:
           name: ty
           path: badges-branch
 
-      - uses: actions/download-artifact@v4
+      - uses: actions/download-artifact@v7
         with:
           name: ruff
           path: badges-branch
@@ -170,7 +170,7 @@ jobs:
       contents: read
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v7
 
       - name: Resolve build metadata
         id: meta
@@ -187,10 +187,10 @@ jobs:
           fi
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
+        uses: docker/setup-buildx-action@v4
 
       - name: Log in to Docker Hub
-        uses: docker/login-action@v3
+        uses: docker/login-action@v4
         with:
           username: ${{ secrets.DOCKER_HUB_USERNAME }}
           password: ${{ secrets.DOCKER_HUB_TOKEN }}
diff --git a/.github/workflows/create-release.yml b/.github/workflows/create-release.yml
index 23648e9e..d75b2448 100644
--- a/.github/workflows/create-release.yml
+++ b/.github/workflows/create-release.yml
@@ -9,7 +9,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Create Release
         id: create_release

From dd524db657efe2a4d1879ddfbe2feded09261c65 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 7 May 2026 08:51:06 +0000
Subject: [PATCH 50/55] fix: correct setup-uv action version

---
 .github/workflows/ci.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 381973da..c0f30a13 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -8,7 +8,7 @@ jobs:
       - uses: actions/checkout@v6
 
       - name: Install uv
-        uses: astral-sh/setup-uv@v8
+        uses: astral-sh/setup-uv@v8.1.0
         with:
           enable-cache: true
 
@@ -56,7 +56,7 @@ jobs:
       - uses: actions/checkout@v6
 
       - name: Install uv
-        uses: astral-sh/setup-uv@v8
+        uses: astral-sh/setup-uv@v8.1.0
         with:
           enable-cache: true
 
@@ -91,7 +91,7 @@ jobs:
       - uses: actions/checkout@v6
 
       - name: Install uv
-        uses: astral-sh/setup-uv@v8
+        uses: astral-sh/setup-uv@v8.1.0
         with:
           enable-cache: true
 

From 4c06d8f0ebda46e2c73480d839d1d4fb0c6dfc14 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 7 May 2026 08:52:53 +0000
Subject: [PATCH 51/55] fix: correct actions/checkout version

---
 .github/workflows/ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index c0f30a13..42c152ba 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -170,7 +170,7 @@ jobs:
       contents: read
     steps:
       - name: Checkout
-        uses: actions/checkout@v7
+        uses: actions/checkout@v6
 
       - name: Resolve build metadata
         id: meta

From d0bdf1db8269dd65ae2fb89df532cc7bdf7c0589 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 7 May 2026 09:52:49 +0000
Subject: [PATCH 52/55] chore: update uv and npm packages

---
 bughog/web/vue/package-lock.json | 836 ++++++++++++++++---------------
 pyproject.toml                   |  28 +-
 uv.lock                          | 429 ++++++++--------
 3 files changed, 651 insertions(+), 642 deletions(-)

diff --git a/bughog/web/vue/package-lock.json b/bughog/web/vue/package-lock.json
index a383d6f8..5dc660b7 100644
--- a/bughog/web/vue/package-lock.json
+++ b/bughog/web/vue/package-lock.json
@@ -73,9 +73,9 @@
       }
     },
     "node_modules/@babel/parser": {
-      "version": "7.29.2",
-      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.29.2.tgz",
-      "integrity": "sha512-4GgRzy/+fsBa72/RZVJmGKPmZu9Byn8o4MoLpmNe1m8ZfYnz5emHLQz3U4gLud6Zwl0RZIcgiLD7Uq7ySFuDLA==",
+      "version": "7.29.3",
+      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.29.3.tgz",
+      "integrity": "sha512-b3ctpQwp+PROvU/cttc4OYl4MzfJUWy6FZg+PMXfzmt/+39iHVF0sDfqay8TQM3JA2EUOyKcFZt75jWriQijsA==",
       "license": "MIT",
       "dependencies": {
         "@babel/types": "^7.29.0"
@@ -101,9 +101,9 @@
       }
     },
     "node_modules/@esbuild/aix-ppc64": {
-      "version": "0.27.4",
-      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.27.4.tgz",
-      "integrity": "sha512-cQPwL2mp2nSmHHJlCyoXgHGhbEPMrEEU5xhkcy3Hs/O7nGZqEpZ2sUtLaL9MORLtDfRvVl2/3PAuEkYZH0Ty8Q==",
+      "version": "0.27.7",
+      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.27.7.tgz",
+      "integrity": "sha512-EKX3Qwmhz1eMdEJokhALr0YiD0lhQNwDqkPYyPhiSwKrh7/4KRjQc04sZ8db+5DVVnZ1LmbNDI1uAMPEUBnQPg==",
       "cpu": [
         "ppc64"
       ],
@@ -118,9 +118,9 @@
       }
     },
     "node_modules/@esbuild/android-arm": {
-      "version": "0.27.4",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.27.4.tgz",
-      "integrity": "sha512-X9bUgvxiC8CHAGKYufLIHGXPJWnr0OCdR0anD2e21vdvgCI8lIfqFbnoeOz7lBjdrAGUhqLZLcQo6MLhTO2DKQ==",
+      "version": "0.27.7",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.27.7.tgz",
+      "integrity": "sha512-jbPXvB4Yj2yBV7HUfE2KHe4GJX51QplCN1pGbYjvsyCZbQmies29EoJbkEc+vYuU5o45AfQn37vZlyXy4YJ8RQ==",
       "cpu": [
         "arm"
       ],
@@ -135,9 +135,9 @@
       }
     },
     "node_modules/@esbuild/android-arm64": {
-      "version": "0.27.4",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.27.4.tgz",
-      "integrity": "sha512-gdLscB7v75wRfu7QSm/zg6Rx29VLdy9eTr2t44sfTW7CxwAtQghZ4ZnqHk3/ogz7xao0QAgrkradbBzcqFPasw==",
+      "version": "0.27.7",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.27.7.tgz",
+      "integrity": "sha512-62dPZHpIXzvChfvfLJow3q5dDtiNMkwiRzPylSCfriLvZeq0a1bWChrGx/BbUbPwOrsWKMn8idSllklzBy+dgQ==",
       "cpu": [
         "arm64"
       ],
@@ -152,9 +152,9 @@
       }
     },
     "node_modules/@esbuild/android-x64": {
-      "version": "0.27.4",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.27.4.tgz",
-      "integrity": "sha512-PzPFnBNVF292sfpfhiyiXCGSn9HZg5BcAz+ivBuSsl6Rk4ga1oEXAamhOXRFyMcjwr2DVtm40G65N3GLeH1Lvw==",
+      "version": "0.27.7",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.27.7.tgz",
+      "integrity": "sha512-x5VpMODneVDb70PYV2VQOmIUUiBtY3D3mPBG8NxVk5CogneYhkR7MmM3yR/uMdITLrC1ml/NV1rj4bMJuy9MCg==",
       "cpu": [
         "x64"
       ],
@@ -169,9 +169,9 @@
       }
     },
     "node_modules/@esbuild/darwin-arm64": {
-      "version": "0.27.4",
-      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.27.4.tgz",
-      "integrity": "sha512-b7xaGIwdJlht8ZFCvMkpDN6uiSmnxxK56N2GDTMYPr2/gzvfdQN8rTfBsvVKmIVY/X7EM+/hJKEIbbHs9oA4tQ==",
+      "version": "0.27.7",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.27.7.tgz",
+      "integrity": "sha512-5lckdqeuBPlKUwvoCXIgI2D9/ABmPq3Rdp7IfL70393YgaASt7tbju3Ac+ePVi3KDH6N2RqePfHnXkaDtY9fkw==",
       "cpu": [
         "arm64"
       ],
@@ -186,9 +186,9 @@
       }
     },
     "node_modules/@esbuild/darwin-x64": {
-      "version": "0.27.4",
-      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.27.4.tgz",
-      "integrity": "sha512-sR+OiKLwd15nmCdqpXMnuJ9W2kpy0KigzqScqHI3Hqwr7IXxBp3Yva+yJwoqh7rE8V77tdoheRYataNKL4QrPw==",
+      "version": "0.27.7",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.27.7.tgz",
+      "integrity": "sha512-rYnXrKcXuT7Z+WL5K980jVFdvVKhCHhUwid+dDYQpH+qu+TefcomiMAJpIiC2EM3Rjtq0sO3StMV/+3w3MyyqQ==",
       "cpu": [
         "x64"
       ],
@@ -203,9 +203,9 @@
       }
     },
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-        "@rollup/rollup-linux-loong64-musl": "4.60.1",
-        "@rollup/rollup-linux-ppc64-gnu": "4.60.1",
-        "@rollup/rollup-linux-ppc64-musl": "4.60.1",
-        "@rollup/rollup-linux-riscv64-gnu": "4.60.1",
-        "@rollup/rollup-linux-riscv64-musl": "4.60.1",
-        "@rollup/rollup-linux-s390x-gnu": "4.60.1",
-        "@rollup/rollup-linux-x64-gnu": "4.60.1",
-        "@rollup/rollup-linux-x64-musl": "4.60.1",
-        "@rollup/rollup-openbsd-x64": "4.60.1",
-        "@rollup/rollup-openharmony-arm64": "4.60.1",
-        "@rollup/rollup-win32-arm64-msvc": "4.60.1",
-        "@rollup/rollup-win32-ia32-msvc": "4.60.1",
-        "@rollup/rollup-win32-x64-gnu": "4.60.1",
-        "@rollup/rollup-win32-x64-msvc": "4.60.1",
+        "@rollup/rollup-android-arm-eabi": "4.60.3",
+        "@rollup/rollup-android-arm64": "4.60.3",
+        "@rollup/rollup-darwin-arm64": "4.60.3",
+        "@rollup/rollup-darwin-x64": "4.60.3",
+        "@rollup/rollup-freebsd-arm64": "4.60.3",
+        "@rollup/rollup-freebsd-x64": "4.60.3",
+        "@rollup/rollup-linux-arm-gnueabihf": "4.60.3",
+        "@rollup/rollup-linux-arm-musleabihf": "4.60.3",
+        "@rollup/rollup-linux-arm64-gnu": "4.60.3",
+        "@rollup/rollup-linux-arm64-musl": "4.60.3",
+        "@rollup/rollup-linux-loong64-gnu": "4.60.3",
+        "@rollup/rollup-linux-loong64-musl": "4.60.3",
+        "@rollup/rollup-linux-ppc64-gnu": "4.60.3",
+        "@rollup/rollup-linux-ppc64-musl": "4.60.3",
+        "@rollup/rollup-linux-riscv64-gnu": "4.60.3",
+        "@rollup/rollup-linux-riscv64-musl": "4.60.3",
+        "@rollup/rollup-linux-s390x-gnu": "4.60.3",
+        "@rollup/rollup-linux-x64-gnu": "4.60.3",
+        "@rollup/rollup-linux-x64-musl": "4.60.3",
+        "@rollup/rollup-openbsd-x64": "4.60.3",
+        "@rollup/rollup-openharmony-arm64": "4.60.3",
+        "@rollup/rollup-win32-arm64-msvc": "4.60.3",
+        "@rollup/rollup-win32-ia32-msvc": "4.60.3",
+        "@rollup/rollup-win32-x64-gnu": "4.60.3",
+        "@rollup/rollup-win32-x64-msvc": "4.60.3",
         "fsevents": "~2.3.2"
       }
     },
+    "node_modules/rollup/node_modules/@types/estree": {
+      "version": "1.0.8",
+      "resolved": "https://registry.npmjs.org/@types/estree/-/estree-1.0.8.tgz",
+      "integrity": "sha512-dWHzHa2WqEXI/O1E9OjrocMTKJl2mSrEolh1Iomrv6U+JuNwaHXsXx9bLu5gG7BUWFIN0skIQJQ/L1rIex4X6w==",
+      "devOptional": true,
+      "license": "MIT"
+    },
     "node_modules/scule": {
       "version": "1.3.0",
       "resolved": "https://registry.npmjs.org/scule/-/scule-1.3.0.tgz",
@@ -2657,15 +2665,15 @@
       }
     },
     "node_modules/tailwindcss": {
-      "version": "4.2.2",
-      "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-4.2.2.tgz",
-      "integrity": "sha512-KWBIxs1Xb6NoLdMVqhbhgwZf2PGBpPEiwOqgI4pFIYbNTfBXiKYyWoTsXgBQ9WFg/OlhnvHaY+AEpW7wSmFo2Q==",
+      "version": "4.2.4",
+      "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-4.2.4.tgz",
+      "integrity": "sha512-HhKppgO81FQof5m6TEnuBWCZGgfRAWbaeOaGT00KOy/Pf/j6oUihdvBpA7ltCeAvZpFhW3j0PTclkxsd4IXYDA==",
       "license": "MIT"
     },
     "node_modules/tapable": {
-      "version": "2.3.2",
-      "resolved": "https://registry.npmjs.org/tapable/-/tapable-2.3.2.tgz",
-      "integrity": "sha512-1MOpMXuhGzGL5TTCZFItxCc0AARf1EZFQkGqMm7ERKj8+Hgr5oLvJOVFcC+lRmR8hCe2S3jC4T5D7Vg/d7/fhA==",
+      "version": "2.3.3",
+      "resolved": "https://registry.npmjs.org/tapable/-/tapable-2.3.3.tgz",
+      "integrity": "sha512-uxc/zpqFg6x7C8vOE7lh6Lbda8eEL9zmVm/PLeTPBRhh1xCgdWaQ+J1CUieGpIfm2HdtsUpRv+HshiasBMcc6A==",
       "license": "MIT",
       "engines": {
         "node": ">=6"
@@ -2676,13 +2684,13 @@
       }
     },
     "node_modules/tinyglobby": {
-      "version": "0.2.15",
-      "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.15.tgz",
-      "integrity": "sha512-j2Zq4NyQYG5XMST4cbs02Ak8iJUdxRM0XI5QyxXuZOzKOINmWurp3smXu3y5wDcJrptwpSjgXHzIQxR0omXljQ==",
+      "version": "0.2.16",
+      "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.16.tgz",
+      "integrity": "sha512-pn99VhoACYR8nFHhxqix+uvsbXineAasWm5ojXoN8xEwK5Kd3/TrhNn1wByuD52UxWRLy8pu+kRMniEi6Eq9Zg==",
       "license": "MIT",
       "dependencies": {
         "fdir": "^6.5.0",
-        "picomatch": "^4.0.3"
+        "picomatch": "^4.0.4"
       },
       "engines": {
         "node": ">=12.0.0"
@@ -2692,9 +2700,9 @@
       }
     },
     "node_modules/ufo": {
-      "version": "1.6.3",
-      "resolved": "https://registry.npmjs.org/ufo/-/ufo-1.6.3.tgz",
-      "integrity": "sha512-yDJTmhydvl5lJzBmy/hyOAA0d+aqCBuwl818haVdYCRrWV84o7YyeVm4QlVHStqNrrJSTb6jKuFAVqAFsr+K3Q==",
+      "version": "1.6.4",
+      "resolved": "https://registry.npmjs.org/ufo/-/ufo-1.6.4.tgz",
+      "integrity": "sha512-JFNbkD1Svwe0KvGi8GOeLcP4kAWQ609twvCdcHxq1oSL8svv39ZuSvajcD8B+5D0eL4+s1Is2D/O6KN3qcTeRA==",
       "license": "MIT"
     },
     "node_modules/unplugin": {
@@ -2728,9 +2736,9 @@
       }
     },
     "node_modules/vite": {
-      "version": "7.3.1",
-      "resolved": "https://registry.npmjs.org/vite/-/vite-7.3.1.tgz",
-      "integrity": "sha512-w+N7Hifpc3gRjZ63vYBXA56dvvRlNWRczTdmCBBa+CotUzAPf5b7YMdMR/8CQoeYE5LX3W4wj6RYTgonm1b9DA==",
+      "version": "7.3.3",
+      "resolved": "https://registry.npmjs.org/vite/-/vite-7.3.3.tgz",
+      "integrity": "sha512-/4XH147Ui7OGTjg3HbdWe5arnZQSbfuRzdr9Ec7TQi5I7R+ir0Rlc9GIvD4v0XZurELqA035KVXJXpR61xhiTA==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
@@ -2803,16 +2811,16 @@
       }
     },
     "node_modules/vue": {
-      "version": "3.5.31",
-      "resolved": "https://registry.npmjs.org/vue/-/vue-3.5.31.tgz",
-      "integrity": "sha512-iV/sU9SzOlmA/0tygSmjkEN6Jbs3nPoIPFhCMLD2STrjgOU8DX7ZtzMhg4ahVwf5Rp9KoFzcXeB1ZrVbLBp5/Q==",
+      "version": "3.5.34",
+      "resolved": "https://registry.npmjs.org/vue/-/vue-3.5.34.tgz",
+      "integrity": "sha512-WdLBG9gm02OgJIG9axd5Hpx0TFLdzVgfG2evFFu8Rur5O/IoGc5cMjnjh3tPL6GnRGsYvUhBSKVPYVcxRKpMCA==",
       "license": "MIT",
       "dependencies": {
-        "@vue/compiler-dom": "3.5.31",
-        "@vue/compiler-sfc": "3.5.31",
-        "@vue/runtime-dom": "3.5.31",
-        "@vue/server-renderer": "3.5.31",
-        "@vue/shared": "3.5.31"
+        "@vue/compiler-dom": "3.5.34",
+        "@vue/compiler-sfc": "3.5.34",
+        "@vue/runtime-dom": "3.5.34",
+        "@vue/server-renderer": "3.5.34",
+        "@vue/shared": "3.5.34"
       },
       "peerDependencies": {
         "typescript": "*"
@@ -2834,9 +2842,9 @@
       }
     },
     "node_modules/vue-router": {
-      "version": "5.0.4",
-      "resolved": "https://registry.npmjs.org/vue-router/-/vue-router-5.0.4.tgz",
-      "integrity": "sha512-lCqDLCI2+fKVRl2OzXuzdSWmxXFLQRxQbmHugnRpTMyYiT+hNaycV0faqG5FBHDXoYrZ6MQcX87BvbY8mQ20Bg==",
+      "version": "5.0.6",
+      "resolved": "https://registry.npmjs.org/vue-router/-/vue-router-5.0.6.tgz",
+      "integrity": "sha512-9+kmUTGbKMyW9Asoy98IXXYIzrTMT7JDAdpDDeEkorHvybpUvBI2wsrSM5jFOXrFydpzRFJ9vAh+80DN2PGu9w==",
       "license": "MIT",
       "dependencies": {
         "@babel/generator": "^7.28.6",
@@ -2903,9 +2911,9 @@
       "license": "MIT"
     },
     "node_modules/yaml": {
-      "version": "2.8.3",
-      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.8.3.tgz",
-      "integrity": "sha512-AvbaCLOO2Otw/lW5bmh9d/WEdcDFdQp2Z2ZUH3pX9U2ihyUY0nvLv7J6TrWowklRGPYbB/IuIMfYgxaCPg5Bpg==",
+      "version": "2.8.4",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.8.4.tgz",
+      "integrity": "sha512-ml/JPOj9fOQK8RNnWojA67GbZ0ApXAUlN2UQclwv2eVgTgn7O9gg9o7paZWKMp4g0H3nTLtS9LVzhkpOFIKzog==",
       "license": "ISC",
       "bin": {
         "yaml": "bin.mjs"
diff --git a/pyproject.toml b/pyproject.toml
index 01ddc1aa..9424c825 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,30 +6,30 @@ dependencies = [
     "docker==7.1.0",
     "flask==3.1.3",
     "flask-sock==0.7.0",
-    "flatten-dict==0.4.2",
-    "gunicorn==25.1.0",
-    "packaging==26.0",
-    "pillow==12.1.1",
+    "flatten-dict==0.5.0",
+    "gunicorn==26.0.0",
+    "packaging==26.2",
+    "pillow==12.2.0",
     "pyautogui==0.9.54",
-    "pydantic==2.12.5",
-    "pydantic-settings==2.13.1",
-    "pymongo==4.16.0",
+    "pydantic==2.13.4",
+    "pydantic-settings==2.14.0",
+    "pymongo==4.17.0",
     "python-xlib==0.33",
     "pyvirtualdisplay==3.0",
-    "requests==2.32.3",
-    "rich==14.3.3",
+    "requests==2.33.1",
+    "rich==15.0.0",
 ]
 
 [dependency-groups]
 dev = [
     "anybadge==1.16.0",
-    "coverage[toml]==7.13.4",
+    "coverage[toml]==7.13.5",
     "debugpy==1.8.20",
     "pylint==4.0.5",
-    "pytest==9.0.2",
-    "pytest-cov==7.0.0",
-    "ruff==0.15.10",
-    "ty==0.0.30",
+    "pytest==9.0.3",
+    "pytest-cov==7.1.0",
+    "ruff==0.15.12",
+    "ty==0.0.34",
 ]
 
 [tool.uv]
diff --git a/uv.lock b/uv.lock
index c88f5ee1..c20932f1 100644
--- a/uv.lock
+++ b/uv.lock
@@ -86,76 +86,76 @@ requires-dist = [
     { name = "docker", specifier = "==7.1.0" },
     { name = "flask", specifier = "==3.1.3" },
     { name = "flask-sock", specifier = "==0.7.0" },
-    { name = "flatten-dict", specifier = "==0.4.2" },
-    { name = "gunicorn", specifier = "==25.1.0" },
-    { name = "packaging", specifier = "==26.0" },
-    { name = "pillow", specifier = "==12.1.1" },
+    { name = "flatten-dict", specifier = "==0.4.0" },
+    { name = "gunicorn", specifier = "==26.0.0" },
+    { name = "packaging", specifier = "==26.2" },
+    { name = "pillow", specifier = "==12.2.0" },
     { name = "pyautogui", specifier = "==0.9.54" },
-    { name = "pydantic", specifier = "==2.12.5" },
-    { name = "pydantic-settings", specifier = "==2.13.1" },
-    { name = "pymongo", specifier = "==4.16.0" },
+    { name = "pydantic", specifier = "==2.13.4" },
+    { name = "pydantic-settings", specifier = "==2.14.0" },
+    { name = "pymongo", specifier = "==4.17.0" },
     { name = "python-xlib", specifier = "==0.33" },
     { name = "pyvirtualdisplay", specifier = "==3.0" },
-    { name = "requests", specifier = "==2.32.3" },
-    { name = "rich", specifier = "==14.3.3" },
+    { name = "requests", specifier = "==2.33.1" },
+    { name = "rich", specifier = "==15.0.0" },
 ]
 
 [package.metadata.requires-dev]
 dev = [
     { name = "anybadge", specifier = "==1.16.0" },
-    { name = "coverage", extras = ["toml"], specifier = "==7.13.4" },
+    { name = "coverage", extras = ["toml"], specifier = "==7.13.5" },
     { name = "debugpy", specifier = "==1.8.20" },
     { name = "pylint", specifier = "==4.0.5" },
-    { name = "pytest", specifier = "==9.0.2" },
-    { name = "pytest-cov", specifier = "==7.0.0" },
-    { name = "ruff", specifier = "==0.15.10" },
-    { name = "ty", specifier = "==0.0.30" },
+    { name = "pytest", specifier = "==9.0.3" },
+    { name = "pytest-cov", specifier = "==7.1.0" },
+    { name = "ruff", specifier = "==0.15.12" },
+    { name = "ty", specifier = "==0.0.34" },
 ]
 
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-version = "2026.2.25"
+version = "2026.4.22"
 source = { registry = "https://pypi.org/simple" }
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+    { url = "https://files.pythonhosted.org/packages/22/30/7cd8fdcdfbc5b869528b079bfb76dcdf6056b1a2097a662e5e8c04f42965/certifi-2026.4.22-py3-none-any.whl", hash = "sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a", size = 135707, upload-time = "2026-04-22T11:26:09.372Z" },
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+    { url = "https://files.pythonhosted.org/packages/ba/2d/d27b72005b6f43599e3bcabab0d7135ac0c230b7a307bb99f9eea02c1cda/ty-0.0.34-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:30dfcec2f0fde3993f4f912ed0e057dcbebc8615299f610a4c2ddb7b5a3e1e06", size = 11553430, upload-time = "2026-05-01T23:06:31.096Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/12/20812e1ad930b8d4af70eebf19ad23cff6e31efcfa613ef884531fcdbaa1/ty-0.0.34-py3-none-win32.whl", hash = "sha256:97b77ddf007271b812a313a8f0a14929bc5590958433e1fb83ef585676f53342", size = 10436048, upload-time = "2026-05-01T23:06:49.108Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/6a/afa095c5987868fbda27c0f731146ac8e3d07b357adfa83daccaee5b1a16/ty-0.0.34-py3-none-win_amd64.whl", hash = "sha256:1f543968accb952705134028d1fda8656882787dbbc667ad4d6c3ba23791d604", size = 11462526, upload-time = "2026-05-01T23:06:28.514Z" },
+    { url = "https://files.pythonhosted.org/packages/63/8f/bf041a06260d77662c0605e56dacfe90b786bf824cbe1aed238d15fe5e84/ty-0.0.34-py3-none-win_arm64.whl", hash = "sha256:ea09108cbcb16b6b06d7596312b433bf49681e78d30e4dc7fb3c1b248a95e09a", size = 10846945, upload-time = "2026-05-01T23:06:44.428Z" },
 ]
 
 [[package]]
@@ -909,14 +910,14 @@ wheels = [
 
 [[package]]
 name = "werkzeug"
-version = "3.1.7"
+version = "3.1.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "markupsafe" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b5/43/76ded108b296a49f52de6bac5192ca1c4be84e886f9b5c9ba8427d9694fd/werkzeug-3.1.7.tar.gz", hash = "sha256:fb8c01fe6ab13b9b7cdb46892b99b1d66754e1d7ab8e542e865ec13f526b5351", size = 875700, upload-time = "2026-03-24T01:08:07.687Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/dd/b2/381be8cfdee792dd117872481b6e378f85c957dd7c5bca38897b08f765fd/werkzeug-3.1.8.tar.gz", hash = "sha256:9bad61a4268dac112f1c5cd4630a56ede601b6ed420300677a869083d70a4c44", size = 875852, upload-time = "2026-04-02T18:49:14.268Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7f/b2/0bba9bbb4596d2d2f285a16c2ab04118f6b957d8441566e1abb892e6a6b2/werkzeug-3.1.7-py3-none-any.whl", hash = "sha256:4b314d81163a3e1a169b6a0be2a000a0e204e8873c5de6586f453c55688d422f", size = 226295, upload-time = "2026-03-24T01:08:06.133Z" },
+    { url = "https://files.pythonhosted.org/packages/93/8c/2e650f2afeb7ee576912636c23ddb621c91ac6a98e66dc8d29c3c69446e1/werkzeug-3.1.8-py3-none-any.whl", hash = "sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50", size = 226459, upload-time = "2026-04-02T18:49:12.72Z" },
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 [[package]]

From 44ba20993c6345a05e0f3a63350ea6c6bc61e739 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 7 May 2026 09:56:27 +0000
Subject: [PATCH 53/55] fix: update uv.lock

---
 uv.lock | 11 ++++-------
 1 file changed, 4 insertions(+), 7 deletions(-)

diff --git a/uv.lock b/uv.lock
index c20932f1..d802b657 100644
--- a/uv.lock
+++ b/uv.lock
@@ -86,7 +86,7 @@ requires-dist = [
     { name = "docker", specifier = "==7.1.0" },
     { name = "flask", specifier = "==3.1.3" },
     { name = "flask-sock", specifier = "==0.7.0" },
-    { name = "flatten-dict", specifier = "==0.4.0" },
+    { name = "flatten-dict", specifier = "==0.5.0" },
     { name = "gunicorn", specifier = "==26.0.0" },
     { name = "packaging", specifier = "==26.2" },
     { name = "pillow", specifier = "==12.2.0" },
@@ -283,14 +283,11 @@ wheels = [
 
 [[package]]
 name = "flatten-dict"
-version = "0.4.0"
+version = "0.5.0"
 source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "six" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/2b/cb/dea9926b4e79df94e974052294ee4dc02a97c4b8a02dadeb81857a364102/flatten-dict-0.4.0.tar.gz", hash = "sha256:e687a07c03fe3f65cce5bcbf348612facd4f7fddd08d1761a5fee4456d17ccd4", size = 10135, upload-time = "2021-05-16T13:18:49.749Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/0b/d0/34bf1bafa4d54e4ec20ca40856e991ffe7fdfd53831a2a36a7eb356508c8/flatten_dict-0.5.0.tar.gz", hash = "sha256:ca89664d0bc9552d525ee756726b5a755c17f65b5bf23d0a1f07841f181428b7", size = 9476, upload-time = "2026-04-28T14:23:44.979Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ab/51/4e2cb420b4b544676d1806ff7c5a1121b793d6a1aec844d3ddc83f3f8069/flatten_dict-0.4.0-py2.py3-none-any.whl", hash = "sha256:dfc0413c243d42178c2bfb16156af837a8f47c04cc97533cffec668e9ca02c50", size = 9480, upload-time = "2021-05-16T13:18:51.438Z" },
+    { url = "https://files.pythonhosted.org/packages/72/9f/485516087cd8c44183aaf9ab850247a28e2e4a42a4d62eab77c21f673450/flatten_dict-0.5.0-py3-none-any.whl", hash = "sha256:c4bd2010052e4d33241433720d054322403fa7ad914fdc5cb1b31a713d4c561e", size = 9869, upload-time = "2026-04-28T14:23:45.695Z" },
 ]
 
 [[package]]

From 0fc8d420bb64968bc8b5f14f747df4f23a2ff5e3 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 7 May 2026 13:12:33 +0000
Subject: [PATCH 54/55] feat: add example poc

---
 .../examples/csp-image-src/index.html         | 27 +++++++++++++++++++
 1 file changed, 27 insertions(+)
 create mode 100644 subject/web_browser/experiments/examples/csp-image-src/index.html

diff --git a/subject/web_browser/experiments/examples/csp-image-src/index.html b/subject/web_browser/experiments/examples/csp-image-src/index.html
new file mode 100644
index 00000000..5af868f2
--- /dev/null
+++ b/subject/web_browser/experiments/examples/csp-image-src/index.html
@@ -0,0 +1,27 @@
+<!DOCTYPE html>
+<!-- Content-Security-Policy: script-src 'unsafe-inline' 'self'; img-src 'self'; -->
+<!-- Status: 200 -->
+<!-- bughog_domain: leak.test -->
+<!-- https://issues.chromium.org/issues/40095297 -->
+<html>
+  <body>
+    <button id="123" onclick="breakit1()">CSP TEST1</button>
+    <button id="456" onclick="breakit2()">CSP TEST2</button>
+    <script>
+      function breakit1() {
+        open(
+          "javascript:'<img src=https://a.test/report/?bughog_reproduced=OK>'",
+          "_self"
+        );
+      }
+
+      function breakit2() {
+        location.href =
+          "javascript:'<img src=https://a.test/report/?bughog_reproduced=OK>'";
+      }
+      window.addEventListener("load", function () {
+        document.getElementById("123").click();
+      });
+    </script>
+  </body>
+</html>

From 69c329b733e356be71a3350f5cd7c678f848f9d4 Mon Sep 17 00:00:00 2001
From: Gertjan <gertjan.franken@kuleuven.be>
Date: Thu, 7 May 2026 13:13:17 +0000
Subject: [PATCH 55/55] docs: update and add content from wiki

---
 README.md             |  4 +--
 docs/CONFIGURATION.md | 30 +++++++++++++++++++
 docs/SUPPORT.md       |  4 ++-
 docs/TUTORIAL.md      | 68 +++++++++++++++++++++++++++++++++++++++++++
 4 files changed, 103 insertions(+), 3 deletions(-)
 create mode 100644 docs/CONFIGURATION.md
 create mode 100644 docs/TUTORIAL.md

diff --git a/README.md b/README.md
index 52a9a129..9cda3a06 100644
--- a/README.md
+++ b/README.md
@@ -69,10 +69,10 @@ If BugHog is started on a remote server, substitute 'localhost' with the appropr
 > Depending on your Docker configuration, you might have to use `sudo ./scripts/[..]`.
 >
 > BugHog in default configuration will spin up its own MongoDB container, which persists data in the [/database](/database/) folder.
-> Configuring BugHog to use your own MongoDB and other options are explained [here](https://github.com/DistriNet/BugHog/wiki/Configuration-options).
+> Configuring BugHog to use your own MongoDB and other options are explained [here](/docs/CONFIGURATION.md).
 
 > [!TIP]
-> Our [30-minute tutorial](https://github.com/DistriNet/BugHog/wiki/Tutorial) will guide you on how to use BugHog to trace a real bug's lifecycle!
+> Our [30-minute tutorial](/docs/TUTORIAL.md) will guide you on how to use BugHog to trace a real bug's lifecycle!
 
 To stop BugHog (including any running worker containers), run this in the project root:
 
diff --git a/docs/CONFIGURATION.md b/docs/CONFIGURATION.md
new file mode 100644
index 00000000..041afe66
--- /dev/null
+++ b/docs/CONFIGURATION.md
@@ -0,0 +1,30 @@
+# Configuration options
+
+BugHog can be configured using environment variables. The easiest way is to copy `config/.env.example` to `config/.env` and modify the values there.
+
+## Configuration variables
+
+| Variable | Default | Description |
+| :--- | :--- | :--- |
+| `BUGHOG_GITHUB_TOKEN` | — | GitHub API token for looking up commit numbers, commit IDs, and release tags. Only requires access to public repositories. |
+| `BUGHOG_SERVICE_API` | `https://api.bughog.distrinet-research.be/` | BugHog service domain name for commit number <-> commit ID conversion and executable search. |
+| `BUGHOG_EXECUTABLE_CACHE_LIMIT` | `0` | Max number of executables to keep cached in the database. `0` disables caching. |
+| `BUGHOG_EXPERIMENT_TRIES` | `3` | Number of times each experiment is repeated to reduce flakiness. |
+| `BUGHOG_MONGO_HOST` | — | Hostname of the MongoDB instance. |
+| `BUGHOG_MONGO_USERNAME` | — | Username for MongoDB authentication. |
+| `BUGHOG_MONGO_PASSWORD` | — | Password for MongoDB authentication. |
+| `BUGHOG_MONGO_DATABASE` | — | Name of the MongoDB database. |
+| `BUGHOG_VERSION` | — | Manual override for the BugHog version tag. |
+
+## MongoDB
+
+By default, BugHog starts its own MongoDB container and persists data in the `/database` folder.
+If you want to use an external MongoDB instance, you must provide all four `BUGHOG_MONGO_*` variables. If any of these are missing, BugHog will fall back to using the built-in container.
+
+## Sudo usage
+
+If your Docker installation requires `sudo`, you might need to pass the `HOST_PWD` variable explicitly when running scripts:
+
+```bash
+sudo HOST_PWD=$PWD ./scripts/deploy.sh
+```
diff --git a/docs/SUPPORT.md b/docs/SUPPORT.md
index c5ba7bf6..013ac68f 100644
--- a/docs/SUPPORT.md
+++ b/docs/SUPPORT.md
@@ -1,7 +1,9 @@
 # Overview support
 
 - [General installation and usage](/README.md)
-- [Wiki](https://github.com/DistriNet/BugHog/wiki)
+- [30-minute Tutorial](/docs/TUTORIAL.md)
+- [Configuration options](/docs/CONFIGURATION.md)
+- [Proof of Concept / Experiments documentation](/docs/experiments/README.md)
 
 
 ## Troubleshooting
diff --git a/docs/TUTORIAL.md b/docs/TUTORIAL.md
new file mode 100644
index 00000000..2db579c7
--- /dev/null
+++ b/docs/TUTORIAL.md
@@ -0,0 +1,68 @@
+# BugHog tutorial
+
+Whether you're a seasoned bug hunter or just starting out, this tutorial will help you get a hold of the **BugHog basics**. By the end, you will have utilized BugHog to identify the lifecycle of a publicly disclosed bug, leveraging its *proof of concept* across more than 100 automated experiments.
+
+**Estimated Time**: 30 minutes.
+
+## Prerequisites
+
+- Docker installed and running.
+- Internet connection.
+- A UNIX-based system (Linux, macOS, or WSL on Windows).
+
+## 1. Obtaining BugHog 🐗
+
+First, clone the repository and start BugHog:
+
+```bash
+git clone https://github.com/DistriNet/BugHog.git
+cd BugHog
+
+# Pull pre-built images and start BugHog
+./scripts/deploy.sh
+```
+
+Access the BugHog Web UI at [http://localhost](http://localhost).
+
+## 2. Preparing the adventure! 🚀
+
+As you explore the world of web browsers, you stumble upon an intriguing artifact: a [dead bug](https://issues.chromium.org/issues/40095297) in Chromium. This bug acts as a bypass for the Content Security Policy (CSP) by allowing navigation to a `javascript:` URI that loads an external image, even when `img-src 'self'` is set.
+
+BugHog will help us answer: *Where did the bug come from? How long has it been around? Is it truly deceased?*
+
+## 3. Using BugHog for analysis 🔬
+
+1. **Selecting the Experiment**:
+   - In the Web UI, select `web_browser` as the **Subject type** in the dropdown menu in the top bar.
+   - Select **Subject**: `chromium`.
+   - Make sure the **Deep search** checkbox is unchecked.
+   - Select the project `examples` in the **Experiments** dropdown menu.
+   - Select experiment `csp-image-src` from the experiment list.
+
+2. **Starting the Bisection**:
+   - Press the green **Start evaluation** button.
+   - BugHog will now start downloading and running various versions of Chromium to test the PoC.
+
+3. **Analyzing Results**:
+   As the experiments complete, you will see a timeline of results:
+   - `v20 - v25`: CSP not supported.
+   - `v26 - v39`: Bug not present.
+   - `v40 - v62`: **Buggy!**
+   - `v63 - v73`: Fixed.
+   - `v74 - v91`: **Reintroduced!**
+   - `v92 - ...`: Fixed again.
+
+## 4. Targeted tracking 🎯
+
+If you want to find the *exact* commit that introduced the bug, you can use **Deep Search**:
+
+- Tick the **Deep search** box in the UI and start the evaluation again.
+- This will evaluate revision binaries (individual commits) instead of just release versions.
+- You can identify the exact revision (e.g., Revision 294410) that introduced the bug. In this case, it was a "Blink roll" intended to fix another vulnerability.
+
+## Next steps
+
+Now that you've completed the tutorial, you can try:
+- Writing your own PoC.
+- Exploring other [Configuration Options](/docs/CONFIGURATION.md).
+- Learning more about [Experiment Parameters](/docs/experiments/README.md).