diff --git a/.claude/CLAUDE.md b/.claude/CLAUDE.md
index 584f722..7b5ed90 100644
--- a/.claude/CLAUDE.md
+++ b/.claude/CLAUDE.md
@@ -24,12 +24,12 @@ The test infrastructure (`tests/helpers/ref_instance.py`) automatically sets thi
 ./ctrl.sh build
 
 # Start services
-# For development, always use --debug and --hot-reloading:
-#   --debug         enables Flask debug mode and verbose logging
-#   --hot-reloading enables Flask auto-reload and runs the spa-frontend
-#                   under `vite dev` (Vite HMR) instead of a static build
-./ctrl.sh up --debug --hot-reloading
-./ctrl.sh up                            # production-style start, no HMR
+./ctrl.sh up --debug                    # debug mode, no HMR
+
+# Rebuild and recreate specific services (e.g. after code changes):
+./ctrl.sh recreate frontend-proxy      # SPA changes
+./ctrl.sh recreate web                  # webapp changes
+./ctrl.sh recreate frontend-proxy web   # both
 
 # Stop services
 ./ctrl.sh stop              # Keep containers
@@ -209,6 +209,10 @@ Client (ssh exercise@host -p 2222)
 - `/data/ssh-proxy/` - SSH proxy state
 - `/data/log/` - Application logs
 
+## Data Directory
+
+Never create, edit, or delete files under `data/` unless explicitly asked by the user. This directory contains live exercise definitions, student data, and database files. The exercise import path is configured in `settings.yaml` (default: `ref/exercises`).
+
 ## Code Comments
 
 - Do not reference line numbers in comments (e.g., "see ssh.py lines 397-404"). Line numbers change frequently and become outdated. Reference functions, classes, or use direct code references instead.
diff --git a/EXERCISES.md b/EXERCISES.md
index 33e675f..b41f337 100644
--- a/EXERCISES.md
+++ b/EXERCISES.md
@@ -67,45 +67,32 @@ To ease your work and aid the students during solving the exercises, REF allows
 > [!NOTE]
 > Automated solution checking requires to set `submission-test: True` in `settings.yml`
 
-The automated tests to run are described as a Python file called `submission_tests`. An exemplary file looks like this:
+The automated tests to run are described as a Python file called `submission_tests`. The simplest form returns a boolean indicating pass/fail:
 
 ```Python
 #!/usr/bin/env python3
 
-# custom imports for this task
 from pathlib import Path
-from typing import List, Optional
-
-import subprocess
-
-
-# REQUIRED IMPORTS
 import ref_utils as rf
-rf.ref_util_install_global_exception_hook()
-from ref_utils import print_ok, print_warn, print_err, assert_is_file, assert_is_exec, add_environment_test, add_submission_test, drop_privileges
-
-
 
+rf.ref_util_install_global_exception_hook()
+from ref_utils import print_ok, print_err, assert_is_file, assert_is_exec, environment_test, submission_test
 
 ################################################################
 
 TARGET_BIN = Path("/home/user/shellcode")
 
-@add_environment_test() # type: ignore
+@environment_test()  # type: ignore
 def test_environment() -> bool:
-    """
-    Test whether all files that should be submitted are in place.
-    """
+    """Check whether all required files are in place."""
     tests_passed = True
     tests_passed &= assert_is_exec(TARGET_BIN)
     return tests_passed
 
 
-@add_submission_test() # type: ignore
+@submission_test()  # type: ignore
 def test_submission() -> bool:
-    """
-    Test if the submitted code successfully solves the exercise.
-    """
+    """Check if the submitted code successfully solves the exercise."""
     ret, out = rf.run_with_payload(['make', '-B'])
     if ret != 0:
         print_err(f'[!] Failed to build! {out}')
@@ -116,17 +103,109 @@ def test_submission() -> bool:
     return True
 
 rf.run_tests()
+```
+
+The Python file imports `ref_utils`, which provides two types of tests and various convenience functions.
+
+Functions are converted into either an `environment test` or a `submission test` by using the respective decorator, which registers them. When testing a submission, first all environment tests are run. If one fails, testing is aborted (and the student informed about the failure). In the example above, the environment test checks whether an executable called `shellcode` exists. Once all environment tests pass, the submission test is executed. This two-stage design lets you first verify prerequisites (e.g., that specific binaries have been compiled) before checking whether their behavior matches the expected one.
+
+When needed, both decorators accept an optional `task_name` argument (e.g., `@submission_test(task_name="part_one")`) by which specific tests can be grouped into independent tasks. A failure in task `"part_one"` will not abort the running of `"part_two"`. Each task can have multiple `@environment_test` functions but only one `@submission_test`.
 
+Finally, `submission_tests` needs to call `rf.run_tests()` to execute all registered tests. To avoid leaking critical information (when hitting unexpected conditions in the submission tests themselves), `ref_utils` suppresses error output using `rf.ref_util_install_global_exception_hook()`. The `ref_utils` module provides various convenience functions, such as colored printing (`print_err`, `print_warn`, `print_ok`) or executing binaries with a specific payload (`rf.run_with_payload(..)`).
+
+### Scored Exercises
+
+The example above uses a boolean return value — the submission either passes or fails. For exercises that need a numeric score (e.g., code coverage percentage, number of tests passed, performance benchmarks), the `@submission_test` function can return a `TestResult` instead of a `bool`.
+
+A `TestResult` carries two fields:
+
+- `success` (`bool`) — whether the submission is considered successful.
+- `score` (`float | None`) — the numeric score achieved. This value is recorded per task and displayed on the scoreboard.
+
+Here is a minimal scored example:
+
+```Python
+#!/usr/bin/env python3
+
+from pathlib import Path
+import ref_utils as rf
+
+rf.ref_util_install_global_exception_hook()
+from ref_utils import (
+    print_ok,
+    print_err,
+    assert_is_file,
+    environment_test,
+    submission_test,
+    TestResult,
+)
+
+################################################################
+
+SO_PATH = Path("/home/user/libgenerator.so")
+
+@environment_test()  # type: ignore
+def test_environment() -> bool:
+    return assert_is_file(SO_PATH)  # type: ignore
+
+
+@submission_test()  # type: ignore
+def test_submission() -> TestResult:
+    coverage = run_coverage_measurement()  # your scoring logic here
+    print_ok(f"[+] You got {coverage:.02f}% coverage")
+    return TestResult(success=True, score=coverage)
+
+rf.run_tests()
 ```
 
-There's a lot going on, so let's dissect this step-by-step. The Python file needs to import ref_utils, which provides two types of tests and various convenience functions.
+The key differences from a pass/fail test:
 
-Functions are converted into either an `environment test` or a `submission test` by using the respective decorator, which registers them. Conceptually, these two types are similar. When testing a submission, first all environment tests are run. If one fails, testing is aborted (and the user informed about the failure). In our example code above, the environment test merely checks whether the student created an executable called `shellcode`. Once all environment tests pass, the submission test(s) will be executed. This two-stage design enables to first test whether all prerequisites are in-place (for example, specific binaries have been compiled) via the environment tests before then checking whether their behavior matches the expected one via the submission tests. A failure in any test will abort the execution of subsequent ones.
+1. Import `TestResult` from `ref_utils`.
+2. Annotate the `@submission_test` function to return `TestResult` instead of `bool`.
+3. Return `TestResult(success=..., score=...)` where `score` is the raw numeric value.
 
-When needed, both decorators accept an optional `group: str` argument (e.g., `@add_submission_test(group="task_part_one")`) by which specific tests can be grouped. Grouping allows to run multiple, independent test groups; in particular, a failure in test group "task_part_one" will not abort the running of "task_part_two".
+The raw score is stored in the database and shown on the scoreboard. Admins can optionally configure per-task **scoring policies** in the web interface to transform raw scores into final points. The available scoring modes are:
 
+| Mode | Description | Parameters |
+|------|-------------|------------|
+| `none` (default) | Pass raw score through unchanged | — |
+| `linear` | Linearly map a raw score range to points: `(raw - min_raw) / (max_raw - min_raw) * max_points`, clamped to `[0, max_points]` | `min_raw`, `max_raw`, `max_points` |
+| `threshold` | Award fixed points if raw score meets a threshold, otherwise 0 | `threshold`, `points` |
+| `tiered` | Multiple threshold tiers; the highest matching tier's points are awarded | `tiers` (list of `{above, points}`) |
+| `discard` | Omit the task from scoring entirely (contributes 0, hidden from breakdown) | — |
+
+#### Adapting behavior based on check vs. submit
+
+Students can run `task check` (quick feedback loop) or `task submit` (final graded submission). Use `rf.test_result_will_be_submitted()` to detect which mode the test is running in and adjust accordingly (e.g., run a shorter measurement during check, full measurement during submit):
+
+```Python
+@submission_test()  # type: ignore
+def test_submission() -> TestResult:
+    if rf.test_result_will_be_submitted():
+        duration = 1800  # 30 minutes for final submission
+    else:
+        duration = 10  # quick check
+    score = run_measurement(duration)
+    return TestResult(success=True, score=score)
+```
+
+#### Multi-task scored exercises
+
+Exercises with multiple independently scored parts combine `task_name` with `TestResult`:
+
+```Python
+@submission_test(task_name="correctness")  # type: ignore
+def test_correctness() -> TestResult:
+    passed = run_correctness_checks()
+    return TestResult(success=passed > 0, score=passed)
+
+@submission_test(task_name="performance")  # type: ignore
+def test_performance() -> TestResult:
+    throughput = measure_throughput()
+    return TestResult(success=True, score=throughput)
+```
 
-Finally, `submission_tests` needs to call `rf.run_tests()` to execute all registered tests. To avoid leaking critical information (when hitting unexpected conditions in the submission tests themselves), `ref_utils` suppresses error output using `rf.ref_util_install_global_exception_hook()`. The `ref_utils` module provides various convenience functions, such as colored printing (print_err, print_warn, print_ok) or executing binaries with a specific payload (rf.run_with_payload(..)).
+Each task produces its own `TestResult` and can have its own scoring policy configured in the admin interface. Tasks are independent — a failure in one does not affect the others.
 
 
 
diff --git a/ctrl.sh b/ctrl.sh
index afcc504..cdaa30d 100755
--- a/ctrl.sh
+++ b/ctrl.sh
@@ -75,6 +75,11 @@ Commands:
   restart
       Restart all services (disconnects currently connected users).
 
+  recreate [SERVICE...]
+      Rebuild and recreate containers from the new images. Use this
+      instead of restart when image contents changed (e.g. SPA or
+      webapp code).
+
   restart-web
       Restart only the web interface (users stay connected via SSH).
 
@@ -349,7 +354,7 @@ function build {
     (
         info "=> Building docker base image"
         cd 'ref-docker-base'
-        ./build.sh "$@"
+        ./build.sh
     )
     (
         info "=> Building release container"
@@ -454,6 +459,11 @@ function restart {
     execute_cmd $DOCKER_COMPOSE --env-file $ENV_SETTINGS_FILE -p ref restart "$@"
 }
 
+function recreate {
+    execute_cmd $DOCKER_COMPOSE --env-file $ENV_SETTINGS_FILE -p ref build "$@"
+    execute_cmd $DOCKER_COMPOSE --env-file $ENV_SETTINGS_FILE -p ref up -d --force-recreate "$@"
+}
+
 function ps {
     execute_cmd $DOCKER_COMPOSE --env-file $ENV_SETTINGS_FILE -p ref ps "$@"
 }
@@ -503,6 +513,9 @@ case "$cmd" in
     restart)
         restart "$@"
     ;;
+    recreate)
+        recreate "$@"
+    ;;
     restart-web)
         restart web "$@"
     ;;
diff --git a/docker-compose.template.yml b/docker-compose.template.yml
index d879f91..5917891 100644
--- a/docker-compose.template.yml
+++ b/docker-compose.template.yml
@@ -92,6 +92,8 @@ services:
             - {{ exercises_path }}:/exercises
             #Make docker availabe inside the container
             - /var/run/docker.sock:/var/run/docker.sock
+            #Container SSH public keys, bind-mounted into student containers at runtime
+            - ./container-keys:/container-keys:ro
             #Source for ref-utils, bind-mounted read-only into student
             #instances so edits on the host apply without rebuilding images.
             - type: bind
diff --git a/ref-docker-base/Dockerfile b/ref-docker-base/Dockerfile
index c702256..0499e69 100644
--- a/ref-docker-base/Dockerfile
+++ b/ref-docker-base/Dockerfile
@@ -59,9 +59,7 @@ RUN groupadd -g 9999 user && useradd -g 9999 -u 9999 -d /home/user -m -s /bin/ba
 
 WORKDIR /root
 
-COPY container-keys/root_key.pub .ssh/authorized_keys
-RUN chown root:root .ssh/authorized_keys \
-    && chmod 644 .ssh/authorized_keys
+RUN mkdir -p .ssh && chmod 700 .ssh
 
 WORKDIR /home/user
 
@@ -77,11 +75,11 @@ set tabsize 4
 set tabstospaces
 EOF
 
-# Deploy the default ssh-key that is used for authentication by the ssh entry server as user "user".
-RUN mkdir .ssh
-COPY container-keys/user_key.pub .ssh/authorized_keys
-RUN chown root:root .ssh/authorized_keys \
-    && chmod 644 .ssh/authorized_keys
+RUN mkdir .ssh && chmod 700 .ssh
+
+# Directory for master keys volume-mounted from the host at runtime.
+# sshd_config references /etc/ssh/master_keys/%u for key lookup.
+RUN mkdir -p /etc/ssh/master_keys
 
 COPY sshd_config /etc/ssh/sshd_config
 
diff --git a/ref-docker-base/pyproject.toml b/ref-docker-base/pyproject.toml
index f2fff2a..a624838 100644
--- a/ref-docker-base/pyproject.toml
+++ b/ref-docker-base/pyproject.toml
@@ -5,29 +5,29 @@ description = "Docker base image dependencies for REF"
 requires-python = ">=3.10"
 dependencies = [
     "backcall==0.2.0",
-    "blinker==1.7.0",
-    "cerberus==1.3.7",
-    "chardet==5.2.0",
+    "blinker==1.9.0",
+    "cerberus==1.3.8",
+    "chardet==7.4.3",
     "distro==1.9.0",
-    "importlib-resources==6.5.2",
-    "ipython==8.31.0",
+    "importlib-resources==7.1.0",
+    "ipython==8.39.0",
     "itsdangerous==2.2.0",
-    "lazy-object-proxy==1.10.0",
-    "matplotlib==3.10.0",
-    "mypy==1.14.1",
-    "oauthlib==3.2.2",
-    "opencv-python==4.11.0.86",
+    "lazy-object-proxy==1.12.0",
+    "matplotlib==3.10.8",
+    "mypy==1.20.1",
+    "oauthlib==3.3.1",
+    "opencv-python==4.13.0.92",
     "pathlib2==2.3.7.post1",
     "pickleshare==0.7.5",
-    "pwntools==4.14.0",
-    "pyjwt==2.7.0",
-    "pylint==3.3.4",
-    "pyyaml==6.0.1",
-    "requests-unixsocket==0.3.0",
-    "tomli==2.2.1",
-    "tqdm==4.67.1",
-    "wrapt==1.17.2",
-    "zipp==3.21.0",
+    "pwntools==4.15.0",
+    "pyjwt==2.12.1",
+    "pylint==4.0.5",
+    "pyyaml==6.0.3",
+    "requests-unixsocket==0.4.1",
+    "tomli==2.4.1",
+    "tqdm==4.67.3",
+    "wrapt==2.1.2",
+    "zipp==3.23.1",
 ]
 
 [tool.uv]
diff --git a/ref-docker-base/ref-utils b/ref-docker-base/ref-utils
index 784841b..7a9aff4 160000
--- a/ref-docker-base/ref-utils
+++ b/ref-docker-base/ref-utils
@@ -1 +1 @@
-Subproject commit 784841bbf97e318bdddcba3e21c27cc62041e02a
+Subproject commit 7a9aff46eed3a660955db98b40a14e18e6f65ac2
diff --git a/ref-docker-base/sshd_config b/ref-docker-base/sshd_config
index 39cd79f..08d4fd8 100644
--- a/ref-docker-base/sshd_config
+++ b/ref-docker-base/sshd_config
@@ -36,8 +36,10 @@ StrictModes no
 
 #PubkeyAuthentication yes
 
-# Expect .ssh/authorized_keys2 to be disregarded by default in future.
-#AuthorizedKeysFile	.ssh/authorized_keys .ssh/authorized_keys2
+# Check both the per-user authorized_keys (student personal key) and the
+# master keys volume-mounted from the host. sshd expands %u to the
+# connecting username ("root" or "user").
+AuthorizedKeysFile	.ssh/authorized_keys /etc/ssh/master_keys/%u
 
 #AuthorizedPrincipalsFile none
 
diff --git a/ref-docker-base/task.py b/ref-docker-base/task.py
index 0870e54..a02ed86 100644
--- a/ref-docker-base/task.py
+++ b/ref-docker-base/task.py
@@ -3,8 +3,11 @@
 import argparse
 import importlib.machinery
 import importlib.util
+import logging
+from logging.handlers import RotatingFileHandler
 import os
 import sys
+import traceback
 import typing as ty
 import shutil
 from pathlib import Path
@@ -32,6 +35,28 @@
 IS_SUBMISSION = os.path.isfile("/etc/is_submission")
 MAX_TEST_OUTPUT_LENGTH = 1024 * 64
 
+_LOG_PATH = "/var/log/ref-task.log"
+
+
+class _SecureRotatingFileHandler(RotatingFileHandler):
+    """RotatingFileHandler that enforces 0600 permissions on every file it creates."""
+
+    def _open(self):
+        old = os.umask(0o077)
+        try:
+            return super()._open()
+        finally:
+            os.umask(old)
+
+
+_error_logger = logging.getLogger("ref.task")
+_error_logger.setLevel(logging.ERROR)
+_log_handler = _SecureRotatingFileHandler(
+    _LOG_PATH, maxBytes=1024 * 1024, backupCount=1
+)
+_log_handler.setFormatter(logging.Formatter("%(asctime)s %(levelname)s %(message)s"))
+_error_logger.addHandler(_log_handler)
+
 
 def finalize_request(req):
     signer = TimedSerializer(KEY, salt="from-container-to-web")
@@ -40,6 +65,19 @@ def finalize_request(req):
     return req
 
 
+def server_post(url: str, **kwargs) -> requests.Response:
+    """POST to the submission server, handling connection errors gracefully."""
+    try:
+        return requests.post(url, **kwargs)
+    except requests.exceptions.RequestException:
+        _error_logger.error("Request to %s failed:\n%s", url, traceback.format_exc())
+        print_err("[!] Failed to connect to the submission server.")
+        print_err(
+            "[!] Please try again later. If this problem persists, contact a supervisor."
+        )
+        exit(1)
+
+
 def handle_response(resp, expected_status=(200,)) -> ty.Tuple[int, ty.Dict]:
     """
     Process a response of a "requests" request.
@@ -101,7 +139,7 @@ def cmd_reset(_):
     )
     req = {}
     req = finalize_request(req)
-    res = requests.post("http://ssh-reverse-proxy:8000/api/instance/reset", json=req)
+    res = server_post("http://ssh-reverse-proxy:8000/api/instance/reset", json=req)
     handle_response(res)
 
 
@@ -178,23 +216,24 @@ def flush(self) -> None:
     return captured_output.getvalue(), test_results
 
 
-def cmd_submit(_):
+def cmd_submit(args: argparse.Namespace):
     print_ok("[+] Submitting instance..", flush=True)
 
     test_output, test_results = _run_tests(result_will_be_submitted=True)
     any_test_failed = any([not t.success for t in test_results])
 
-    if any_test_failed:
-        print_warn(
-            "[!] Failing tests may indicate that your solution is erroneous or not complete yet."
-        )
-        print_warn("[!] Are you sure you want to submit? [y/n] ", end="")
-        if not user_answered_yes():
-            exit(0)
-    else:
-        print_ok("[+] Are you sure you want to submit? [y/n] ", end="")
-        if not user_answered_yes():
-            exit(0)
+    if not args.yes:
+        if any_test_failed:
+            print_warn(
+                "[!] Failing tests may indicate that your solution is erroneous or not complete yet."
+            )
+            print_warn("[!] Are you sure you want to submit? [y/n] ", end="")
+            if not user_answered_yes():
+                exit(0)
+        else:
+            print_ok("[+] Are you sure you want to submit? [y/n] ", end="")
+            if not user_answered_yes():
+                exit(0)
 
     if len(test_output) > MAX_TEST_OUTPUT_LENGTH:
         print_err(
@@ -213,7 +252,7 @@ def cmd_submit(_):
     req = {"output": test_output, "test_results": [asdict(e) for e in test_results]}
 
     req = finalize_request(req)
-    res = requests.post("http://ssh-reverse-proxy:8000/api/instance/submit", json=req)
+    res = server_post("http://ssh-reverse-proxy:8000/api/instance/submit", json=req)
     _, ret = handle_response(res)
     print_ok(ret)
 
@@ -274,6 +313,12 @@ def main():
         "submit",
         help="Submit the current state of your work for grading. Your whole instance is submitted.",
     )
+    submit_parser.add_argument(
+        "-y",
+        "--yes",
+        action="store_true",
+        help="Skip confirmation prompt and submit immediately.",
+    )
     submit_parser.set_defaults(func=cmd_submit)
 
     check_parser = subparsers.add_parser(
diff --git a/ref-docker-base/uv.lock b/ref-docker-base/uv.lock
index 9149476..8eb5bcb 100644
--- a/ref-docker-base/uv.lock
+++ b/ref-docker-base/uv.lock
@@ -2,27 +2,21 @@ version = 1
 revision = 3
 requires-python = ">=3.10"
 resolution-markers = [
-    "python_full_version >= '3.12' and sys_platform == 'darwin'",
-    "python_full_version >= '3.12' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "(python_full_version >= '3.12' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.12' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version == '3.11.*' and sys_platform == 'darwin'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version == '3.11.*' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version < '3.11' and sys_platform == 'darwin'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+    "python_full_version < '3.11'",
 ]
 
 [[package]]
 name = "astroid"
-version = "3.3.11"
+version = "4.0.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
-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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 [[package]]
 name = "zipp"
-version = "3.21.0"
+version = "3.23.1"
 source = { registry = "https://pypi.org/simple" }
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+sdist = { url = "https://files.pythonhosted.org/packages/30/21/093488dfc7cc8964ded15ab726fad40f25fd3d788fd741cc1c5a17d78ee8/zipp-3.23.1.tar.gz", hash = "sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110", size = 25965, upload-time = "2026-04-13T23:21:46.6Z" }
 wheels = [
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 ]
 
 [[package]]
diff --git a/spa-frontend/src/App.vue b/spa-frontend/src/App.vue
index f8f4250..9877250 100644
--- a/spa-frontend/src/App.vue
+++ b/spa-frontend/src/App.vue
@@ -1,9 +1,11 @@
 <script setup lang="ts">
 import { onMounted, watchEffect } from 'vue';
 import DefaultLayout from './layouts/DefaultLayout.vue';
+import { useAuthStore } from './stores/auth';
 import { useNavStore } from './stores/nav';
 import { useTheme } from './theme/useTheme';
 
+const auth = useAuthStore();
 const nav = useNavStore();
 const theme = useTheme();
 
@@ -13,7 +15,7 @@ watchEffect(() => {
 
 onMounted(async () => {
   theme.init();
-  await nav.hydrate();
+  await Promise.all([auth.hydrate(), nav.hydrate()]);
 });
 </script>
 
diff --git a/spa-frontend/src/api/auth.ts b/spa-frontend/src/api/auth.ts
new file mode 100644
index 0000000..446e125
--- /dev/null
+++ b/spa-frontend/src/api/auth.ts
@@ -0,0 +1,11 @@
+import { apiGet } from './client';
+
+export interface AuthStatus {
+  authenticated: boolean;
+  is_admin: boolean;
+  is_grading_assistant: boolean;
+}
+
+export function getAuthStatus(): Promise<AuthStatus> {
+  return apiGet<AuthStatus>('/api/v2/auth/me');
+}
diff --git a/spa-frontend/src/api/scoreboard.ts b/spa-frontend/src/api/scoreboard.ts
index 5a79cfc..6d0f64e 100644
--- a/spa-frontend/src/api/scoreboard.ts
+++ b/spa-frontend/src/api/scoreboard.ts
@@ -39,3 +39,7 @@ export function getScoreboardConfig(): Promise<ScoreboardConfig> {
 export function getScoreboardSubmissions(): Promise<SubmissionsByChallenge> {
   return apiGet<SubmissionsByChallenge>('/api/scoreboard/submissions');
 }
+
+export function getScoreboardSubmissionsAdmin(): Promise<SubmissionsByChallenge> {
+  return apiGet<SubmissionsByChallenge>('/api/scoreboard/submissions/admin');
+}
diff --git a/spa-frontend/src/components/scoreboard/ChallengePlot.vue b/spa-frontend/src/components/scoreboard/ChallengePlot.vue
index a033352..eff1778 100644
--- a/spa-frontend/src/components/scoreboard/ChallengePlot.vue
+++ b/spa-frontend/src/components/scoreboard/ChallengePlot.vue
@@ -53,7 +53,9 @@ function buildSeries() {
   const teams = (props.submissions && props.submissions[props.challengeName]) || {};
   const baseline = findBaseline();
   const mark = getMarkLineColors();
-  return Object.entries(teams).map(([team, points], index) => {
+  return Object.entries(teams).filter(([, points]) =>
+    points.some((e) => Number(e.score) > 0),
+  ).map(([team, points], index) => {
     const parsed = points
       .map((entry) => {
         const d = parseApiDate(entry.ts);
@@ -132,8 +134,12 @@ function buildOption(): EChartsOption {
   const series = buildSeries();
   const xMin = earliestX(series);
   const common = buildCommonOptions(xMin);
+  const totalPoints = series.reduce((n, s) => n + s.data.length, 0);
   return {
     ...common,
+    // ECharts renders a broken zoom slider when there is only one data
+    // point — disable it entirely in that case.
+    ...(totalPoints < 2 ? { dataZoom: [] } : {}),
     tooltip: {
       ...(common.tooltip ?? {}),
       trigger: 'item',
@@ -168,7 +174,7 @@ function buildOption(): EChartsOption {
 function render() {
   if (!root.value) return;
   if (!chart) chart = mountChart(root.value);
-  chart.chart.setOption(buildOption());
+  chart.chart.setOption(buildOption(), { notMerge: true });
 }
 
 let offTheme: (() => void) | null = null;
diff --git a/spa-frontend/src/components/scoreboard/PointsOverTimeChart.vue b/spa-frontend/src/components/scoreboard/PointsOverTimeChart.vue
index c363b27..c436020 100644
--- a/spa-frontend/src/components/scoreboard/PointsOverTimeChart.vue
+++ b/spa-frontend/src/components/scoreboard/PointsOverTimeChart.vue
@@ -13,10 +13,11 @@ import {
   type ManagedChart,
 } from './chartSetup';
 import type { ScoresOverTime } from '../../ranking/types';
+import type { AssignmentBoundary } from '../../ranking/util';
 
 const props = defineProps<{
   scoresOverTime: ScoresOverTime;
-  assignmentBoundaries: Date[];
+  assignmentBoundaries: AssignmentBoundary[];
 }>();
 
 const root = ref<HTMLDivElement | null>(null);
@@ -58,15 +59,15 @@ function buildSeries() {
             verticalAlign: 'middle' as const,
             color: mark.label,
             formatter: ({ dataIndex }: { dataIndex: number }) =>
-              `Assignment ${dataIndex + 1}`,
+              props.assignmentBoundaries[dataIndex]?.name ?? `Assignment ${dataIndex + 1}`,
           },
           lineStyle: {
             color: mark.line,
             type: 'dashed' as const,
             width: 1,
           },
-          data: props.assignmentBoundaries.map((time) => ({
-            xAxis: time.getTime(),
+          data: props.assignmentBoundaries.map((b) => ({
+            xAxis: b.date.getTime(),
           })),
         }
       : undefined,
@@ -95,15 +96,19 @@ function dataRange(series: Array<{ data: Array<{ value: [number, number] }> }>):
 function buildOption(): EChartsOption {
   const series = buildSeries();
   const { min: dataMin, max: dataMax } = dataRange(series);
-  const boundaries = props.assignmentBoundaries.map((d) => d.getTime());
+  const boundaries = props.assignmentBoundaries.map((b) => b.date.getTime());
   const allMins = [dataMin, ...boundaries].filter((n) => Number.isFinite(n));
   const allMaxs = [dataMax, ...boundaries].filter((n) => Number.isFinite(n));
   const xMin = allMins.length ? Math.min(...allMins) : 0;
   const xMax = allMaxs.length ? Math.max(...allMaxs) : 0;
   const pad = xMax > xMin ? (xMax - xMin) * 0.02 : 0;
   const common = buildCommonOptions(xMin - pad, xMax + pad);
+  const totalPoints = series.reduce((n, s) => n + s.data.length, 0);
   return {
     ...common,
+    // ECharts renders a broken zoom slider when there is only one data
+    // point — disable it entirely in that case.
+    ...(totalPoints < 2 ? { dataZoom: [] } : {}),
     tooltip: {
       ...(common.tooltip ?? {}),
       trigger: 'axis',
@@ -131,7 +136,7 @@ function buildOption(): EChartsOption {
 function render() {
   if (!root.value) return;
   if (!chart) chart = mountChart(root.value);
-  chart.chart.setOption(buildOption());
+  chart.chart.setOption(buildOption(), { notMerge: true });
 }
 
 let offTheme: (() => void) | null = null;
diff --git a/spa-frontend/src/layouts/DefaultLayout.vue b/spa-frontend/src/layouts/DefaultLayout.vue
index 9986891..d198596 100644
--- a/spa-frontend/src/layouts/DefaultLayout.vue
+++ b/spa-frontend/src/layouts/DefaultLayout.vue
@@ -1,10 +1,12 @@
 <script setup lang="ts">
 import { computed } from 'vue';
+import { useDisplay } from 'vuetify';
 import { useNavStore } from '../stores/nav';
 import { useTheme } from '../theme/useTheme';
 
 const nav = useNavStore();
 const theme = useTheme();
+const display = useDisplay();
 
 // import.meta.env.DEV is true when Vite serves the app via `vite dev`
 // (HMR); a production `vite build` bakes this to false. The banner is
@@ -32,6 +34,9 @@ const themeLabel = computed(() => {
       return 'Theme: auto — follow system (click for light)';
   }
 });
+
+const stackedNav = computed(() => display.lgAndDown.value);
+const appBarHeight = computed(() => (stackedNav.value ? 112 : 64));
 </script>
 
 <template>
@@ -49,7 +54,12 @@ const themeLabel = computed(() => {
         this instance publicly.
       </span>
     </v-system-bar>
-    <v-app-bar color="background" border="b" class="term-appbar">
+    <v-app-bar
+      color="background"
+      border="b"
+      :height="appBarHeight"
+      :class="['term-appbar', { 'term-appbar--stacked': stackedNav }]"
+    >
       <template #prepend>
         <v-app-bar-title class="term-appbar-title">
           <span class="term-hot">{{ nav.courseName }}</span>
diff --git a/spa-frontend/src/pages/Scoreboard.vue b/spa-frontend/src/pages/Scoreboard.vue
index 4b44007..ee6ab8c 100644
--- a/spa-frontend/src/pages/Scoreboard.vue
+++ b/spa-frontend/src/pages/Scoreboard.vue
@@ -9,10 +9,12 @@ import {
 import {
   getScoreboardConfig,
   getScoreboardSubmissions,
+  getScoreboardSubmissionsAdmin,
   type ScoreboardConfig,
   type SubmissionsByChallenge,
   type ChallengeCfg,
 } from '../api/scoreboard';
+import { useAuthStore } from '../stores/auth';
 import { strategy } from '../ranking';
 import {
   computeAssignmentStartTimes,
@@ -27,6 +29,9 @@ import Countdown from '../components/scoreboard/Countdown.vue';
 
 const POLL_INTERVAL_MS = 5000;
 
+const auth = useAuthStore();
+const adminView = ref(false);
+
 const config = ref<ScoreboardConfig | null>(null);
 const submissions = ref<SubmissionsByChallenge>({});
 const error = ref<string | null>(null);
@@ -40,9 +45,12 @@ let pollTimer: number | undefined;
 
 async function refresh() {
   try {
+    const fetchSubs = adminView.value
+      ? getScoreboardSubmissionsAdmin()
+      : getScoreboardSubmissions();
     const [cfg, subs] = await Promise.all([
       getScoreboardConfig(),
-      getScoreboardSubmissions(),
+      fetchSubs,
     ]);
     config.value = cfg;
     submissions.value = subs;
@@ -57,6 +65,11 @@ async function refresh() {
   }
 }
 
+function toggleAdminView() {
+  adminView.value = !adminView.value;
+  refresh();
+}
+
 onMounted(async () => {
   await refresh();
   pollTimer = window.setInterval(refresh, POLL_INTERVAL_MS);
@@ -127,7 +140,7 @@ const assignmentBoundaries = computed(() => {
   if (!config.value) return [];
   const now = Date.now();
   return computeAssignmentStartTimes(assignments.value).filter(
-    (d) => d.getTime() <= now,
+    (b) => b.date.getTime() <= now,
   );
 });
 
@@ -193,6 +206,11 @@ const challengeRanking = computed(() => {
           <span class="term-live-dot" />LIVE
         </span>
         <span class="term-eyebrow term-hot">{{ config.course_name }}</span>
+        <a
+          v-if="auth.isAdmin"
+          class="term-view-toggle"
+          @click.prevent="toggleAdminView"
+        >{{ adminView ? '[ admin view ]' : '[ user view ]' }}</a>
       </div>
       <h1
         class="term-display term-hot-glow"
@@ -292,3 +310,20 @@ const challengeRanking = computed(() => {
     </section>
   </div>
 </template>
+
+<style scoped>
+.term-view-toggle {
+  margin-left: auto;
+  font-family: var(--term-font-mono);
+  font-size: 0.75rem;
+  letter-spacing: 0.15em;
+  color: rgb(var(--v-theme-secondary));
+  cursor: pointer;
+  user-select: none;
+  transition: color 150ms ease;
+}
+.term-view-toggle:hover {
+  color: rgb(var(--v-theme-primary));
+  text-shadow: 0 0 10px rgba(var(--v-theme-hot-glow), var(--v-hot-glow-alpha));
+}
+</style>
diff --git a/spa-frontend/src/ranking/best_sum.ts b/spa-frontend/src/ranking/best_sum.ts
index bb73c31..7893211 100644
--- a/spa-frontend/src/ranking/best_sum.ts
+++ b/spa-frontend/src/ranking/best_sum.ts
@@ -17,23 +17,22 @@ function bestPerChallenge(
   assignments: Assignments,
   submissions: SubmissionsByChallenge,
 ): Record<string, Record<string, number>> {
-  const best: Record<string, Record<string, number>> = {};
+  const knownChallenges = new Set<string>();
   for (const challenges of Object.values(assignments || {})) {
-    for (const [name, cfg] of Object.entries(challenges || {})) {
-      const cStart = parseApiDate(cfg.start);
-      const cEnd = parseApiDate(cfg.end);
-      if (!cStart || !cEnd) continue;
-      const teams = (submissions && submissions[name]) || {};
-      if (!best[name]) best[name] = {};
-      for (const team of Object.keys(teams)) {
-        for (const entry of teams[team] || []) {
-          const ts = parseApiDate(entry.ts);
-          if (!ts || ts < cStart || ts > cEnd) continue;
-          const score = Number(entry.score);
-          if (!Number.isFinite(score)) continue;
-          if (!(team in best[name]) || score > best[name][team]) {
-            best[name][team] = score;
-          }
+    for (const name of Object.keys(challenges || {})) {
+      knownChallenges.add(name);
+    }
+  }
+  const best: Record<string, Record<string, number>> = {};
+  for (const [name, teams] of Object.entries(submissions || {})) {
+    if (!knownChallenges.has(name)) continue;
+    if (!best[name]) best[name] = {};
+    for (const team of Object.keys(teams)) {
+      for (const entry of teams[team] || []) {
+        const score = Number(entry.score);
+        if (!Number.isFinite(score)) continue;
+        if (!(team in best[name]) || score > best[name][team]) {
+          best[name][team] = score;
         }
       }
     }
@@ -52,7 +51,7 @@ export function getRanking(
       totals[team] = (totals[team] || 0) + score;
     }
   }
-  return Object.entries(totals).sort((a, b) => b[1] - a[1]);
+  return Object.entries(totals).filter(([, score]) => score > 0).sort((a, b) => b[1] - a[1]);
 }
 
 export function computeChartScoresOverTime(
@@ -74,20 +73,21 @@ export function computeChartScoresOverTime(
   }
 
   const events: Ev[] = [];
+  const knownChallenges = new Set<string>();
   for (const challenges of Object.values(assignments || {})) {
-    for (const [name, cfg] of Object.entries(challenges || {})) {
-      const cStart = parseApiDate(cfg.start);
-      const cEnd = parseApiDate(cfg.end);
-      if (!cStart || !cEnd) continue;
-      const teams = (submissions && submissions[name]) || {};
-      for (const team of Object.keys(teams)) {
-        for (const entry of teams[team] || []) {
-          const ts = parseApiDate(entry.ts);
-          if (!ts || ts < cStart || ts > cEnd) continue;
-          const score = Number(entry.score);
-          if (!Number.isFinite(score)) continue;
-          events.push({ ts, team, challenge: name, score });
-        }
+    for (const name of Object.keys(challenges || {})) {
+      knownChallenges.add(name);
+    }
+  }
+  for (const [name, teams] of Object.entries(submissions || {})) {
+    if (!knownChallenges.has(name)) continue;
+    for (const team of Object.keys(teams)) {
+      for (const entry of teams[team] || []) {
+        const ts = parseApiDate(entry.ts);
+        if (!ts) continue;
+        const score = Number(entry.score);
+        if (!Number.isFinite(score)) continue;
+        events.push({ ts, team, challenge: name, score });
       }
     }
   }
@@ -105,8 +105,8 @@ export function computeChartScoresOverTime(
     if (ev.score > prev) {
       totals[ev.team] += ev.score - prev;
       bestPer[ev.team][ev.challenge] = ev.score;
+      out[ev.team].push({ time: ev.ts.getTime(), score: totals[ev.team] });
     }
-    out[ev.team].push({ time: ev.ts.getTime(), score: totals[ev.team] });
   }
 
   for (const team of teamSet) {
diff --git a/spa-frontend/src/ranking/util.ts b/spa-frontend/src/ranking/util.ts
index 3a3fefe..a79533b 100644
--- a/spa-frontend/src/ranking/util.ts
+++ b/spa-frontend/src/ranking/util.ts
@@ -69,16 +69,11 @@ export function getBadges(
 ): Badges {
   const out: Badges = {};
   for (const challenges of Object.values(assignments || {})) {
-    for (const [challenge, cfg] of Object.entries(challenges || {})) {
-      const cStart = parseApiDate(cfg.start);
-      const cEnd = parseApiDate(cfg.end);
-      if (!cStart || !cEnd) continue;
+    for (const [challenge] of Object.entries(challenges || {})) {
       const teams = (submissions && submissions[challenge]) || {};
       for (const team of Object.keys(teams)) {
         let earned = false;
         for (const entry of teams[team] || []) {
-          const ts = parseApiDate(entry.ts);
-          if (!ts || ts < cStart || ts > cEnd) continue;
           if (Number(entry.score) > 0) {
             earned = true;
             break;
@@ -138,18 +133,20 @@ export function getActiveAssignmentName(
   return activeName ?? upcomingName;
 }
 
+export type AssignmentBoundary = { name: string; date: Date };
+
 export function computeAssignmentStartTimes(
   assignments: Assignments,
-): Date[] {
-  const times: Date[] = [];
-  for (const challenges of Object.values(assignments || {})) {
+): AssignmentBoundary[] {
+  const boundaries: AssignmentBoundary[] = [];
+  for (const [name, challenges] of Object.entries(assignments || {})) {
     let earliest: Date | null = null;
     for (const ch of Object.values(challenges || {}) as ChallengeCfg[]) {
       const s = parseApiDate(ch.start);
       if (s && (!earliest || s < earliest)) earliest = s;
     }
-    if (earliest) times.push(earliest);
+    if (earliest) boundaries.push({ name, date: earliest });
   }
-  times.sort((a, b) => a.getTime() - b.getTime());
-  return times;
+  boundaries.sort((a, b) => a.date.getTime() - b.date.getTime());
+  return boundaries;
 }
diff --git a/spa-frontend/src/stores/auth.ts b/spa-frontend/src/stores/auth.ts
new file mode 100644
index 0000000..2b4e952
--- /dev/null
+++ b/spa-frontend/src/stores/auth.ts
@@ -0,0 +1,32 @@
+import { defineStore } from 'pinia';
+import { getAuthStatus } from '../api/auth';
+
+interface State {
+  authenticated: boolean;
+  isAdmin: boolean;
+  isGradingAssistant: boolean;
+  hydrated: boolean;
+}
+
+export const useAuthStore = defineStore('auth', {
+  state: (): State => ({
+    authenticated: false,
+    isAdmin: false,
+    isGradingAssistant: false,
+    hydrated: false,
+  }),
+
+  actions: {
+    async hydrate() {
+      try {
+        const status = await getAuthStatus();
+        this.authenticated = status.authenticated;
+        this.isAdmin = status.is_admin;
+        this.isGradingAssistant = status.is_grading_assistant;
+      } catch {
+        // Leave defaults — not authenticated.
+      }
+      this.hydrated = true;
+    },
+  },
+});
diff --git a/spa-frontend/src/theme/theme.css b/spa-frontend/src/theme/theme.css
index 4f25f0d..54ef736 100644
--- a/spa-frontend/src/theme/theme.css
+++ b/spa-frontend/src/theme/theme.css
@@ -182,6 +182,27 @@ body.theme-light .term-live-dot {
   pointer-events: auto;
 }
 
+.term-appbar--stacked .v-toolbar__content {
+  flex-wrap: wrap;
+  align-items: center;
+  row-gap: 0.35rem;
+  padding-top: 0.45rem;
+  padding-bottom: 0.45rem;
+}
+
+.term-appbar--stacked .term-nav-center {
+  position: static;
+  left: auto;
+  top: auto;
+  transform: none;
+  order: 3;
+  width: 100%;
+  justify-content: center;
+  gap: 0.35rem;
+  flex-wrap: wrap;
+  margin-top: 0.2rem;
+}
+
 /* Give every Vuetify input a little more vertical breathing room so
    error messages (rendered in .v-input__details) never crowd the next
    field. Applies across every form in the SPA. */
diff --git a/ssh-reverse-proxy/Cargo.toml b/ssh-reverse-proxy/Cargo.toml
index 1f1d165..c5f5a8e 100644
--- a/ssh-reverse-proxy/Cargo.toml
+++ b/ssh-reverse-proxy/Cargo.toml
@@ -43,5 +43,8 @@ futures = "0.3"
 # Random number generation (match russh's rand version)
 rand = "0.8"
 
+# UUID generation for error tracking
+uuid = { version = "1", features = ["v4"] }
+
 [dev-dependencies]
 tokio-test = "0.4"
diff --git a/ssh-reverse-proxy/src/server.rs b/ssh-reverse-proxy/src/server.rs
index 1387f60..49014ae 100644
--- a/ssh-reverse-proxy/src/server.rs
+++ b/ssh-reverse-proxy/src/server.rs
@@ -13,6 +13,7 @@ use std::path::Path;
 use std::sync::Arc;
 use tokio::sync::Mutex;
 use tracing::{debug, error, info, warn};
+use uuid::Uuid;
 
 /// Per-connection state stored in the SSH server.
 pub struct ConnectionState {
@@ -529,9 +530,14 @@ impl server::Handler for SshConnection {
         {
             Ok(f) => f,
             Err(e) => {
-                error!("Failed to connect to container: {}", e);
-                let msg = format!("Error: Failed to connect to container: {}\r\n", e);
+                let error_id = Uuid::new_v4();
+                error!("Failed to connect to container [error_id={}]: {}", error_id, e);
+                let msg = format!(
+                    "Error: Internal error (id: {}). If this issue persists, please contact a supervisor and provide the error id.\r\n",
+                    error_id
+                );
                 session.data(channel_id, CryptoVec::from_slice(msg.as_bytes()))?;
+                session.close(channel_id)?;
                 return Ok(());
             }
         };
@@ -620,8 +626,10 @@ impl server::Handler for SshConnection {
         {
             Ok(f) => f,
             Err(e) => {
-                error!("Failed to connect to container: {}", e);
+                let error_id = Uuid::new_v4();
+                error!("Failed to connect to container [error_id={}]: {}", error_id, e);
                 session.channel_failure(channel_id)?;
+                session.close(channel_id)?;
                 return Ok(());
             }
         };
@@ -689,8 +697,10 @@ impl server::Handler for SshConnection {
         {
             Ok(f) => f,
             Err(e) => {
-                error!("Failed to connect to container: {}", e);
+                let error_id = Uuid::new_v4();
+                error!("Failed to connect to container [error_id={}]: {}", error_id, e);
                 session.channel_failure(channel_id)?;
+                session.close(channel_id)?;
                 return Ok(());
             }
         };
diff --git a/tests/uv.lock b/tests/uv.lock
index 19e0b26..ea38c5d 100644
--- a/tests/uv.lock
+++ b/tests/uv.lock
@@ -1,11 +1,6 @@
 version = 1
 revision = 3
 requires-python = ">=3.10"
-resolution-markers = [
-    "python_full_version >= '3.14' and platform_python_implementation != 'PyPy'",
-    "python_full_version < '3.14' and platform_python_implementation != 'PyPy'",
-    "platform_python_implementation == 'PyPy'",
-]
 
 [[package]]
 name = "alembic"
@@ -65,15 +60,15 @@ wheels = [
 
 [[package]]
 name = "arrow"
-version = "1.3.0"
+version = "1.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "python-dateutil" },
-    { name = "types-python-dateutil" },
+    { name = "tzdata" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/2e/00/0f6e8fcdb23ea632c866620cc872729ff43ed91d284c866b515c6342b173/arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85", size = 131960, upload-time = "2023-09-30T22:11:18.25Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/b9/33/032cdc44182491aa708d06a68b62434140d8c50820a087fac7af37703357/arrow-1.4.0.tar.gz", hash = "sha256:ed0cc050e98001b8779e84d461b0098c4ac597e88704a655582b21d116e526d7", size = 152931, upload-time = "2025-10-18T17:46:46.761Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80", size = 66419, upload-time = "2023-09-30T22:11:16.072Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/c9/d7977eaacb9df673210491da99e6a247e93df98c715fc43fd136ce1d3d33/arrow-1.4.0-py3-none-any.whl", hash = "sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205", size = 68797, upload-time = "2025-10-18T17:46:45.663Z" },
 ]
 
 [[package]]
@@ -85,15 +80,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/fe/ba/e2081de779ca30d473f21f5b30e0e737c438205440784c7dfc81efc2b029/async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c", size = 6233, upload-time = "2024-11-06T16:41:37.9Z" },
 ]
 
-[[package]]
-name = "attrs"
-version = "26.1.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/9a/8e/82a0fe20a541c03148528be8cac2408564a6c9a0cc7e9171802bc1d26985/attrs-26.1.0.tar.gz", hash = "sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32", size = 952055, upload-time = "2026-03-19T14:22:25.026Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/64/b4/17d4b0b2a2dc85a6df63d1157e028ed19f90d4cd97c36717afef2bc2f395/attrs-26.1.0-py3-none-any.whl", hash = "sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309", size = 67548, upload-time = "2026-03-19T14:22:23.645Z" },
-]
-
 [[package]]
 name = "backports-tarfile"
 version = "1.2.0"
@@ -206,59 +192,84 @@ wheels = [
 
 [[package]]
 name = "cffi"
-version = "1.17.1"
+version = "2.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "pycparser" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/fc/97/c783634659c2920c3fc70419e3af40972dbaf758daa229a7d6ea6135c90d/cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824", size = 516621, upload-time = "2024-09-04T20:45:21.852Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/90/07/f44ca684db4e4f08a3fdc6eeb9a0d15dc6883efc7b8c90357fdbf74e186c/cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14", size = 182191, upload-time = "2024-09-04T20:43:30.027Z" },
-    { url = "https://files.pythonhosted.org/packages/08/fd/cc2fedbd887223f9f5d170c96e57cbf655df9831a6546c1727ae13fa977a/cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67", size = 178592, upload-time = "2024-09-04T20:43:32.108Z" },
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 [[package]]
@@ -1964,8 +1997,7 @@ dependencies = [
     { name = "cloudpickle" },
     { name = "colorama" },
     { name = "coloredlogs" },
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-    { name = "cryptography", version = "46.0.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.14' or platform_python_implementation == 'PyPy'" },
+    { name = "cryptography" },
     { name = "docker" },
     { name = "flask-bcrypt" },
     { name = "flask-debugtoolbar" },
@@ -2002,43 +2034,43 @@ dependencies = [
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     { name = "argh", specifier = "==0.31.3" },
-    { name = "arrow", specifier = "==1.3.0" },
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     { name = "backports-tarfile", specifier = "==1.2.0" },
-    { name = "cffi", specifier = "==1.17.1" },
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 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/88/f3/2427775f80cd5e19a0a71ba8e5ab7645a01a852f43a5fd0ffc24f66338e0/types_python_dateutil-2.9.0.20260408.tar.gz", hash = "sha256:8b056ec01568674235f64ecbcef928972a5fac412f5aab09c516dfa2acfbb582", size = 16981, upload-time = "2026-04-08T04:28:10.995Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/72/94/1a15dd82efb362ac84269196e94cf00f187f7ed21c242792a923cdb1c61f/typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466", size = 109391, upload-time = "2025-08-25T13:49:26.313Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/fd/c6/eeba37bfee282a6a97f889faef9352d6172c6a5088eb9a4daf570d9d748d/types_python_dateutil-2.9.0.20260408-py3-none-any.whl", hash = "sha256:473139d514a71c9d1fbd8bb328974bedcb1cc3dba57aad04ffa4157f483c216f", size = 18437, upload-time = "2026-04-08T04:28:10.095Z" },
+    { url = "https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548", size = 44614, upload-time = "2025-08-25T13:49:24.86Z" },
 ]
 
 [[package]]
-name = "typing-extensions"
-version = "4.15.0"
+name = "tzdata"
+version = "2026.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/72/94/1a15dd82efb362ac84269196e94cf00f187f7ed21c242792a923cdb1c61f/typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466", size = 109391, upload-time = "2025-08-25T13:49:26.313Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/19/f5/cd531b2d15a671a40c0f66cf06bc3570a12cd56eef98960068ebbad1bf5a/tzdata-2026.1.tar.gz", hash = "sha256:67658a1903c75917309e753fdc349ac0efd8c27db7a0cb406a25be4840f87f98", size = 197639, upload-time = "2026-04-03T11:25:22.002Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548", size = 44614, upload-time = "2025-08-25T13:49:24.86Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/70/d460bd685a170790ec89317e9bd33047988e4bce507b831f5db771e142de/tzdata-2026.1-py2.py3-none-any.whl", hash = "sha256:4b1d2be7ac37ceafd7327b961aa3a54e467efbdb563a23655fbfe0d39cfc42a9", size = 348952, upload-time = "2026-04-03T11:25:20.313Z" },
 ]
 
 [[package]]
@@ -2284,9 +2331,9 @@ wheels = [
 
 [[package]]
 name = "uwsgi"
-version = "2.0.28"
+version = "2.0.31"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/24/c2/d58480aadc9a1f420dd96fc43cf0dcd8cb5ededb95cab53743529c23b6cd/uwsgi-2.0.28.tar.gz", hash = "sha256:79ca1891ef2df14508ab0471ee8c0eb94bd2d51d03f32f90c4bbe557ab1e99d0", size = 816212, upload-time = "2024-10-26T10:06:16.107Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/9f/49/2f57640e889ba509fd1fae10cccec1b58972a07c2724486efba94c5ea448/uwsgi-2.0.31.tar.gz", hash = "sha256:e8f8b350ccc106ff93a65247b9136f529c14bf96b936ac5b264c6ff9d0c76257", size = 822796, upload-time = "2025-10-11T19:17:28.794Z" }
 
 [[package]]
 name = "watchdog"
@@ -2322,20 +2369,20 @@ wheels = [
 
 [[package]]
 name = "wcwidth"
-version = "0.2.13"
+version = "0.6.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/6c/63/53559446a878410fc5a5974feb13d31d78d752eb18aeba59c7fef1af7598/wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5", size = 101301, upload-time = "2024-01-06T02:10:57.829Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/35/a2/8e3becb46433538a38726c948d3399905a4c7cabd0df578ede5dc51f0ec2/wcwidth-0.6.0.tar.gz", hash = "sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159", size = 159684, upload-time = "2026-02-06T19:19:40.919Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/fd/84/fd2ba7aafacbad3c4201d395674fc6348826569da3c0937e75505ead3528/wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859", size = 34166, upload-time = "2024-01-06T02:10:55.763Z" },
+    { url = "https://files.pythonhosted.org/packages/68/5a/199c59e0a824a3db2b89c5d2dade7ab5f9624dbf6448dc291b46d5ec94d3/wcwidth-0.6.0-py3-none-any.whl", hash = "sha256:1a3a1e510b553315f8e146c54764f4fb6264ffad731b3d78088cdb1478ffbdad", size = 94189, upload-time = "2026-02-06T19:19:39.646Z" },
 ]
 
 [[package]]
 name = "websocket-client"
-version = "1.8.0"
+version = "1.9.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e6/30/fba0d96b4b5fbf5948ed3f4681f7da2f9f64512e1d303f94b4cc174c24a5/websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da", size = 54648, upload-time = "2024-04-23T22:16:16.976Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/2c/41/aa4bf9664e4cda14c3b39865b12251e8e7d239f4cd0e3cc1b6c2ccde25c1/websocket_client-1.9.0.tar.gz", hash = "sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98", size = 70576, upload-time = "2025-10-07T21:16:36.495Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5a/84/44687a29792a70e111c5c477230a72c4b957d88d16141199bf9acb7537a3/websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526", size = 58826, upload-time = "2024-04-23T22:16:14.422Z" },
+    { url = "https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl", hash = "sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef", size = 82616, upload-time = "2025-10-07T21:16:34.951Z" },
 ]
 
 [[package]]
diff --git a/webapp/pyproject.toml b/webapp/pyproject.toml
index 0c87203..895a04a 100644
--- a/webapp/pyproject.toml
+++ b/webapp/pyproject.toml
@@ -7,43 +7,43 @@ dependencies = [
     "ansi2html==1.9.2",
     "colorama==0.4.6",
     "argh==0.31.3",
-    "arrow==1.3.0",
+    "arrow==1.4.0",
     "async-timeout==5.0.1",
     "backports.tarfile==1.2.0",
-    "cffi==1.17.1",
+    "cffi==2.0.0",
     "coloredlogs==15.0.1",
     "docker==7.1.0",
     "flask-bcrypt==1.0.1",
     "flask-debugtoolbar==0.16.0",
     "flask-failsafe==0.2",
-    "flask-limiter==3.10.1",
+    "flask-limiter==4.1.1",
     "flask-login==0.6.3",
     "flask-migrate==4.1.0",
     "flask-moment==1.0.6",
     "fuzzywuzzy==0.18.0",
-    "gunicorn==23.0.0",
-    "hypothesis==6.124.7",
-    "importlib-metadata==8.6.1",
-    "jaraco.collections==5.1.0",
-    "pip-chill==1.0.3",
-    "platformdirs==4.2.2",
-    "psycopg2-binary==2.9.10",
+    "gunicorn==25.3.0",
+    "hypothesis==6.152.1",
+    "importlib-metadata==9.0.0",
+    "jaraco.collections==5.2.1",
+    "pip-chill==1.0.5",
+    "platformdirs==4.9.6",
+    "psycopg2-binary==2.9.11",
     "py==1.11.0",
-    "pycryptodome==3.21.0",
-    "pyparsing==3.2.1",
-    "python-levenshtein==0.26.1",
+    "pycryptodome==3.23.0",
+    "pyparsing==3.3.2",
+    "python-levenshtein==0.27.3",
     "python-telegram-handler==2.2.1",
-    "pytz==2024.2",
-    "pyyaml==6.0.2",
-    "rq==2.1.0",
+    "pytz==2026.1.post1",
+    "pyyaml==6.0.3",
+    "rq==2.7.0",
     "toml==0.10.2",
-    "tomli==2.2.1",
-    "uwsgi==2.0.28",
-    "wcwidth==0.2.13",
-    "websocket-client==1.8.0",
+    "tomli==2.4.1",
+    "uwsgi==2.0.31",
+    "wcwidth==0.6.0",
+    "websocket-client==1.9.0",
     "wtforms==3.2.1",
     "cloudpickle>=3.0.0",
-    "cryptography>=41.0.0",
+    "cryptography>=46.0.7",
 ]
 
 [tool.uv]
diff --git a/webapp/ref/core/instance.py b/webapp/ref/core/instance.py
index 7089c28..3813dfd 100644
--- a/webapp/ref/core/instance.py
+++ b/webapp/ref/core/instance.py
@@ -584,6 +584,26 @@ def start(self):
                 "mode": "ro",
             }
 
+        # Bind-mount container SSH public keys so sshd can authenticate the
+        # SSH reverse proxy. Keys are live — changing them on the host takes
+        # effect immediately without rebuilding images or restarting containers.
+        container_keys_path = Path("/container-keys")
+        user_key = container_keys_path / "user_key.pub"
+        root_key = container_keys_path / "root_key.pub"
+        if not user_key.exists() or not root_key.exists():
+            raise RuntimeError(
+                f"Container SSH public keys not found at {container_keys_path}. "
+                "Ensure container-keys/ is mounted into the web container."
+            )
+        mounts[self.dc.local_path_to_host(str(user_key))] = {
+            "bind": "/etc/ssh/master_keys/user",
+            "mode": "ro",
+        }
+        mounts[self.dc.local_path_to_host(str(root_key))] = {
+            "bind": "/etc/ssh/master_keys/root",
+            "mode": "ro",
+        }
+
         # Coverage configuration for testing
         coverage_env = {}
         if os.environ.get("COVERAGE_PROCESS_START"):
@@ -632,17 +652,10 @@ def start(self):
 
         instance_entry_service.container_id = container.id
 
-        # Scrip that is initially executed to setup the environment.
-        # 1. Add the SSH key of the user that owns the container to authorized_keys.
-        # FIXME: This key is not actually used for anything right now, since the ssh entry server
-        # uses the master key (docker base image authorized_keys) for authentication for all containers.
-        # 2. Store the instance ID as string in a file /etc/instance_id.
+        # Script that is initially executed to setup the environment.
         container_setup_script = (
             "#!/bin/bash\n"
             "set -e\n"
-            f'if ! grep -q "{self.instance.user.pub_key}" /home/user/.ssh/authorized_keys; then\n'
-            f'bash -c "echo {self.instance.user.pub_key} >> /home/user/.ssh/authorized_keys"\n'
-            "fi\n"
             f"echo -n {self.instance.id} > /etc/instance_id && chmod 400 /etc/instance_id\n"
         )
         if exercise.entry_service.disable_aslr:
diff --git a/webapp/ref/frontend_api/__init__.py b/webapp/ref/frontend_api/__init__.py
index 9268b36..2e5bfac 100644
--- a/webapp/ref/frontend_api/__init__.py
+++ b/webapp/ref/frontend_api/__init__.py
@@ -40,5 +40,6 @@ def spa_api_error(
 
 
 # Importing the submodules registers their routes on `refbp`.
+from . import auth  # noqa: E402,F401
 from . import scoreboard  # noqa: E402,F401
 from . import students  # noqa: E402,F401
diff --git a/webapp/ref/frontend_api/auth.py b/webapp/ref/frontend_api/auth.py
new file mode 100644
index 0000000..ae3aa85
--- /dev/null
+++ b/webapp/ref/frontend_api/auth.py
@@ -0,0 +1,41 @@
+"""SPA endpoint for checking the current user's authentication status."""
+
+from flask_login import current_user
+
+from ref import limiter, refbp
+from ref.frontend_api import SPA_READ_LIMIT
+
+
+@refbp.route("/api/v2/auth/me", methods=("GET",))
+@limiter.limit(SPA_READ_LIMIT)
+def spa_api_auth_me():
+    """Return the authentication status of the current session.
+
+    Shape (authenticated):
+
+        {
+          "authenticated": true,
+          "is_admin": true,
+          "is_grading_assistant": false
+        }
+
+    Shape (not authenticated):
+
+        {
+          "authenticated": false,
+          "is_admin": false,
+          "is_grading_assistant": false
+        }
+    """
+    if current_user.is_authenticated:
+        return {
+            "authenticated": True,
+            "is_admin": current_user.is_admin,
+            "is_grading_assistant": current_user.is_grading_assistant,
+        }, 200
+
+    return {
+        "authenticated": False,
+        "is_admin": False,
+        "is_grading_assistant": False,
+    }, 200
diff --git a/webapp/ref/frontend_api/scoreboard.py b/webapp/ref/frontend_api/scoreboard.py
index 5ef7dc3..5491b18 100644
--- a/webapp/ref/frontend_api/scoreboard.py
+++ b/webapp/ref/frontend_api/scoreboard.py
@@ -154,35 +154,16 @@ def api_scoreboard_config():
     )
 
 
-@refbp.route("/api/scoreboard/submissions", methods=("GET",))
-@limiter.limit("20 per minute")
-def api_scoreboard_submissions():
-    """Team-grouped submission scores with per-task breakdown.
-
-    Response shape::
+def _collect_submissions(*, include_admins: bool) -> dict:
+    """Build the challenge -> team -> entries mapping.
 
-        {
-          "<short_name>": {
-            "<team label>": [
-              {
-                "ts": "DD/MM/YYYY HH:MM:SS",
-                "score": <float>,
-                "tasks": {"<task_name>": <float | null>, ...}
-              },
-              ...
-            ]
-          }
-        }
-
-    ``tasks`` values are ``null`` for tasks whose underlying raw score was
-    ``None`` (bool-returning tests). Such tasks contribute 0 to ``score``.
+    When *include_admins* is ``False``, submissions by admin users are
+    silently skipped and submissions before the assignment start time
+    are excluded so the public scoreboard only shows student work
+    within the configured window.
     """
-    _scoreboard_enabled_or_abort()
-
     scores: dict[str, dict[str, list[dict]]] = defaultdict(lambda: defaultdict(list))
 
-    # Eager-load test results; we always read them now that multi-task
-    # submissions are supported.
     submissions = Submission.query.options(
         selectinload(Submission.submission_test_results)
     ).all()
@@ -191,6 +172,11 @@ def api_scoreboard_submissions():
         instance = submission.origin_instance
         if instance is None:
             continue
+        user = instance.user
+        if user is None:
+            continue
+        if not include_admins and user.is_admin:
+            continue
         exercise = instance.exercise
         if exercise is None:
             continue
@@ -198,8 +184,11 @@ def api_scoreboard_submissions():
         if cfg is None or cfg.category is None:
             continue
 
+        if not include_admins and cfg.submission_deadline_start:
+            if submission.submission_ts < cfg.submission_deadline_start:
+                continue
+
         if not submission.submission_test_results:
-            # Nothing was tested — no meaningful score to plot.
             continue
 
         total, breakdown = score_submission(
@@ -207,9 +196,8 @@ def api_scoreboard_submissions():
             cfg.per_task_scoring_policies,
         )
         if not breakdown:
-            # Every task was discarded; nothing to show for this submission.
             continue
-        team = team_identity(instance.user)
+        team = team_identity(user)
         scores[exercise.short_name][team].append(
             {
                 "ts": datetime_to_string(submission.submission_ts),
@@ -222,4 +210,51 @@ def api_scoreboard_submissions():
         for entries in challenge.values():
             entries.sort(key=lambda e: e["ts"])
 
-    return jsonify(scores)
+    return scores
+
+
+@refbp.route("/api/scoreboard/submissions", methods=("GET",))
+@limiter.limit("120 per minute")
+def api_scoreboard_submissions():
+    """Team-grouped submission scores with per-task breakdown.
+
+    Response shape::
+
+        {
+          "<short_name>": {
+            "<team label>": [
+              {
+                "ts": "DD/MM/YYYY HH:MM:SS",
+                "score": <float>,
+                "tasks": {"<task_name>": <float | null>, ...}
+              },
+              ...
+            ]
+          }
+        }
+
+    ``tasks`` values are ``null`` for tasks whose underlying raw score was
+    ``None`` (bool-returning tests). Such tasks contribute 0 to ``score``.
+
+    Submissions by admin users are excluded from the public scoreboard.
+    """
+    _scoreboard_enabled_or_abort()
+    return jsonify(_collect_submissions(include_admins=False))
+
+
+@refbp.route("/api/scoreboard/submissions/admin", methods=("GET",))
+@limiter.limit("120 per minute")
+def api_scoreboard_submissions_admin():
+    """Admin variant: includes submissions by admin users.
+
+    Requires an authenticated admin session; returns 403 otherwise.
+    Same response shape as the public endpoint.
+    """
+    from flask_login import current_user
+
+    _scoreboard_enabled_or_abort()
+
+    if not current_user.is_authenticated or not current_user.is_admin:
+        abort(403)
+
+    return jsonify(_collect_submissions(include_admins=True))
diff --git a/webapp/uv.lock b/webapp/uv.lock
index 39b3e04..bd8d4e0 100644
--- a/webapp/uv.lock
+++ b/webapp/uv.lock
@@ -1,11 +1,6 @@
 version = 1
 revision = 3
 requires-python = ">=3.10"
-resolution-markers = [
-    "python_full_version >= '3.14' and platform_python_implementation != 'PyPy'",
-    "python_full_version < '3.14' and platform_python_implementation != 'PyPy'",
-    "platform_python_implementation == 'PyPy'",
-]
 
 [[package]]
 name = "alembic"
@@ -51,15 +46,15 @@ wheels = [
 
 [[package]]
 name = "arrow"
-version = "1.3.0"
+version = "1.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "python-dateutil" },
-    { name = "types-python-dateutil" },
+    { name = "tzdata" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/2e/00/0f6e8fcdb23ea632c866620cc872729ff43ed91d284c866b515c6342b173/arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85", size = 131960, upload-time = "2023-09-30T22:11:18.25Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/b9/33/032cdc44182491aa708d06a68b62434140d8c50820a087fac7af37703357/arrow-1.4.0.tar.gz", hash = "sha256:ed0cc050e98001b8779e84d461b0098c4ac597e88704a655582b21d116e526d7", size = 152931, upload-time = "2025-10-18T17:46:46.761Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80", size = 66419, upload-time = "2023-09-30T22:11:16.072Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/c9/d7977eaacb9df673210491da99e6a247e93df98c715fc43fd136ce1d3d33/arrow-1.4.0-py3-none-any.whl", hash = "sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205", size = 68797, upload-time = "2025-10-18T17:46:45.663Z" },
 ]
 
 [[package]]
@@ -71,15 +66,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/fe/ba/e2081de779ca30d473f21f5b30e0e737c438205440784c7dfc81efc2b029/async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c", size = 6233, upload-time = "2024-11-06T16:41:37.9Z" },
 ]
 
-[[package]]
-name = "attrs"
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