diff --git a/Cargo.lock b/Cargo.lock
index dd8c8691..00f18210 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -387,7 +387,7 @@ dependencies = [
 
 [[package]]
 name = "config"
-version = "0.3.24"
+version = "0.3.25"
 dependencies = [
  "chrono",
  "clap",
@@ -474,7 +474,7 @@ checksum = "d0a5c400df2834b80a4c3327b3aad3a4c4cd4de0629063962b03235697506a28"
 
 [[package]]
 name = "crypto"
-version = "0.3.24"
+version = "0.3.25"
 dependencies = [
  "aes-gcm",
  "base64",
@@ -2629,7 +2629,7 @@ dependencies = [
 
 [[package]]
 name = "testutils"
-version = "0.3.24"
+version = "0.3.25"
 dependencies = [
  "pem",
  "rsa",
@@ -2875,7 +2875,7 @@ checksum = "5d99f8c9a7727884afe522e9bd5edbfc91a3312b36a77b5fb8926e4c31a41801"
 
 [[package]]
 name = "tower"
-version = "0.3.24"
+version = "0.3.25"
 dependencies = [
  "tokio",
  "tower-api",
@@ -2899,7 +2899,7 @@ dependencies = [
 
 [[package]]
 name = "tower-api"
-version = "0.3.24"
+version = "0.3.25"
 dependencies = [
  "reqwest",
  "serde",
@@ -2911,7 +2911,7 @@ dependencies = [
 
 [[package]]
 name = "tower-cmd"
-version = "0.3.24"
+version = "0.3.25"
 dependencies = [
  "anyhow",
  "bytes",
@@ -2970,7 +2970,7 @@ checksum = "121c2a6cda46980bb0fcd1647ffaf6cd3fc79a013de288782836f6df9c48780e"
 
 [[package]]
 name = "tower-package"
-version = "0.3.24"
+version = "0.3.25"
 dependencies = [
  "async-compression",
  "config",
@@ -2989,7 +2989,7 @@ dependencies = [
 
 [[package]]
 name = "tower-runtime"
-version = "0.3.24"
+version = "0.3.25"
 dependencies = [
  "chrono",
  "config",
@@ -3009,7 +3009,7 @@ checksum = "8df9b6e13f2d32c91b9bd719c00d1958837bc7dec474d94952798cc8e69eeec3"
 
 [[package]]
 name = "tower-telemetry"
-version = "0.3.24"
+version = "0.3.25"
 dependencies = [
  "tracing",
  "tracing-appender",
@@ -3018,7 +3018,7 @@ dependencies = [
 
 [[package]]
 name = "tower-uv"
-version = "0.3.24"
+version = "0.3.25"
 dependencies = [
  "async-compression",
  "async_zip",
@@ -3032,7 +3032,7 @@ dependencies = [
 
 [[package]]
 name = "tower-version"
-version = "0.3.24"
+version = "0.3.25"
 dependencies = [
  "anyhow",
  "chrono",
diff --git a/Cargo.toml b/Cargo.toml
index 7a42b098..86b62580 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -4,7 +4,8 @@ resolver = "2"
 
 [workspace.package]
 edition = "2021"
-version = "0.3.24"
+version = "0.3.25"
+
 
 
 
diff --git a/crates/tower-runtime/src/local.rs b/crates/tower-runtime/src/local.rs
index 56977443..a9da7dfb 100644
--- a/crates/tower-runtime/src/local.rs
+++ b/crates/tower-runtime/src/local.rs
@@ -269,6 +269,13 @@ async fn execute_local_app(opts: StartOptions, sx: oneshot::Sender<i32>, cancel_
     return Ok(())
 } 
 
+impl Drop for LocalApp {
+    fn drop(&mut self) {
+        // We want to ensure that we cancel the process if it is still running.
+        let _ = self.terminate();
+    }
+}
+
 impl App for LocalApp {
     async fn start(opts: StartOptions) -> Result<Self, Error> {
         let cancel_token = CancellationToken::new();
diff --git a/crates/tower-uv/src/lib.rs b/crates/tower-uv/src/lib.rs
index c25d02e5..878faecd 100644
--- a/crates/tower-uv/src/lib.rs
+++ b/crates/tower-uv/src/lib.rs
@@ -78,6 +78,7 @@ impl Uv {
         debug!("Executing UV ({:?}) venv in {:?}", &self.uv_path, cwd);
 
         let child = Command::new(&self.uv_path)
+            .kill_on_drop(true)
             .stdin(Stdio::null())
             .stdout(Stdio::piped())
             .stderr(Stdio::piped())
@@ -95,6 +96,7 @@ impl Uv {
         if cwd.join("pyproject.toml").exists() {
             debug!("Executing UV ({:?}) sync in {:?}", &self.uv_path, cwd);
             let child = Command::new(&self.uv_path)
+                .kill_on_drop(true)
                 .stdin(Stdio::null())
                 .stdout(Stdio::piped())
                 .stderr(Stdio::piped())
@@ -112,6 +114,7 @@ impl Uv {
 
             // If there is a requirements.txt, then we can use that to sync.
             let child = Command::new(&self.uv_path)
+                .kill_on_drop(true)
                 .stdin(Stdio::null())
                 .stdout(Stdio::piped())
                 .stderr(Stdio::piped())
@@ -138,6 +141,7 @@ impl Uv {
         debug!("Executing UV ({:?}) run {:?} in {:?}", &self.uv_path, program, cwd);
 
         let child = Command::new(&self.uv_path)
+            .kill_on_drop(true)
             .stdin(Stdio::null())
             .stdout(Stdio::piped())
             .stderr(Stdio::piped())
diff --git a/pyproject.toml b/pyproject.toml
index 79d2da88..067a5bf5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,8 @@ build-backend = "maturin"
 
 [project]
 name = "tower"
-version = "0.3.24"
+version = "0.3.25"
+
 
 
 
@@ -43,14 +44,15 @@ dependencies = [
   "attrs==24.2.0",
   "httpx==0.28.1",
   "huggingface-hub>=0.34.3",
-  "ollama>=0.4.7",
-  "pyiceberg==0.9.0",
+  "ollama>=0.5.3",
+  "pydantic-core==2.27.0",
+  "pyiceberg==0.9.1",
   "python-dateutil==2.9.0.post0",
 ]
 
 [project.optional-dependencies]
-ai = ["huggingface-hub==0.34.3", "ollama==0.4.7"]
-iceberg = ["polars==1.27.1", "pyarrow==19.0.1", "pyiceberg==0.9.0"]
+ai = ["huggingface-hub==0.34.3", "ollama==0.5.3"]
+iceberg = ["polars==1.27.1", "pyarrow==19.0.1", "pyiceberg==0.9.1"]
 all = ["tower[ai,iceberg]"]
 
 [tool.maturin]
@@ -71,5 +73,5 @@ dev = [
   "pytest==8.3.5",
   "pytest-httpx==0.35.0",
   "pytest-env>=1.1.3",
-  "pyiceberg[sql-sqlite]==0.9.0",
+  "pyiceberg[sql-sqlite]==0.9.1",
 ]
diff --git a/src/tower/_llms.py b/src/tower/_llms.py
index f331324d..da8c7bea 100644
--- a/src/tower/_llms.py
+++ b/src/tower/_llms.py
@@ -384,6 +384,43 @@ def resolve_hugging_face_hub_model_name(ctx: TowerContext, requested_model: str)
 
 
 class Llm:
+    """
+    This class provides a unified interface for interacting with language models through
+    different inference providers (e.g. Ollama for local inference, Hugging Face Hub for remote).
+    It abstracts away model name resolution, inference provider selection, and local/remote inference API differences 
+    to provide a consistent interface for text generation tasks.
+    
+    The class supports both chat-based interactions (similar to OpenAI Chat Completions API)
+    and simple prompt-based interactions (similar to legacy OpenAI Completions API).
+
+    This class is typically instantiated through the llms() factory function rather than
+    directly.
+    
+    Attributes:
+        context (TowerContext): The Tower context containing configuration and settings.
+        requested_model_name (str): The original model name requested by the user.
+        model_name (str): The resolved model name after provider-specific resolution.
+        max_tokens (int): Maximum number of tokens to generate in responses.
+        inference_router (str): The inference router to use (e.g., "ollama", "hugging_face_hub").
+        inference_provider (str): The inference provider (same as router when in local mode).
+        inference_router_api_key (str): API key for the inference router if required.
+    
+    Example:
+        # Create an Llm instance (typically done via the llms() factory function)
+        llm = tower.llms("llama3.2", max_tokens=1000)
+        
+        # Use for chat completions
+        messages = [
+            {"role": "system", "content": "You are a helpful assistant."},
+            {"role": "user", "content": "Hello!"}
+        ]
+        response = llm.complete_chat(messages)
+        
+        # Use for simple prompts
+        response = llm.prompt("What is the capital of France?")
+    
+    """
+    
     def __init__(self, context: TowerContext, model_name: str, max_tokens: int = 1000):
         """
         Wraps up interfacing with a language model in the Tower system.
@@ -475,11 +512,45 @@ def prompt(self, prompt: str) -> str:
             "content": prompt,
         }])
 
-def llms(model_name: str) -> Llm:
+def llms(model_name: str, max_tokens: int = 1000) -> Llm:
+    """
+    This factory function creates an Llm instance configured with the specified model parameters. 
+    It automatically resolves the model name based on the available inference providers 
+    (Ollama for local inference, Hugging Face Hub for remote).
+    The max_tokens parameter is used to set the maximum number of tokens to generate in responses.
+    
+    Args:
+        model_name: Can be a model family name (e.g., "llama3.2", "gemma3.2", "deepseek-r1") 
+                    or a specific model identifier (e.g., "deepseek-r1:14b", "deepseek-ai/DeepSeek-R1-0528").
+                    The function will automatically resolve the exact model name based on
+                    available models in the configured inference provider.
+        max_tokens: Maximum number of tokens to generate in responses. Defaults to 1000.
+                   
+    Returns:
+        Llm: A configured language model instance that can be used for text generation,
+             chat completions, and other language model interactions.
+             
+    Raises:
+        ValueError: If the configured inference router is not supported or if the model
+                   cannot be resolved.
+                   
+    Example:
+        # Create a language model instance
+        llm = llms("llama3.2", max_tokens=500)
+        
+        # Use for chat completions
+        messages = [
+            {"role": "system", "content": "You are a helpful assistant."},
+            {"role": "user", "content": "Hello!"}
+        ]
+        response = llm.complete_chat(messages)
+        
+    """
     ctx = TowerContext.build()
     return Llm(
         context = ctx,
-        model_name=model_name
+        model_name=model_name,
+        max_tokens=max_tokens
     )
 
 def extract_ollama_message(resp: ChatResponse) -> str:
diff --git a/uv.lock b/uv.lock
index bfd8c969..0f5ef017 100644
--- a/uv.lock
+++ b/uv.lock
@@ -541,15 +541,15 @@ wheels = [
 
 [[package]]
 name = "ollama"
-version = "0.4.7"
+version = "0.5.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "httpx" },
     { name = "pydantic" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b0/6d/dc77539c735bbed5d0c873fb029fb86aa9f0163df169b34152914331c369/ollama-0.4.7.tar.gz", hash = "sha256:891dcbe54f55397d82d289c459de0ea897e103b86a3f1fad0fdb1895922a75ff", size = 12843, upload-time = "2025-01-21T18:51:48.288Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/91/6d/ae96027416dcc2e98c944c050c492789502d7d7c0b95a740f0bb39268632/ollama-0.5.3.tar.gz", hash = "sha256:40b6dff729df3b24e56d4042fd9d37e231cee8e528677e0d085413a1d6692394", size = 43331, upload-time = "2025-08-07T21:44:10.422Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/31/83/c3ffac86906c10184c88c2e916460806b072a2cfe34cdcaf3a0c0e836d39/ollama-0.4.7-py3-none-any.whl", hash = "sha256:85505663cca67a83707be5fb3aeff0ea72e67846cea5985529d8eca4366564a1", size = 13210, upload-time = "2025-01-21T18:51:46.199Z" },
+    { url = "https://files.pythonhosted.org/packages/be/f6/2091e50b8b6c3e6901f6eab283d5efd66fb71c86ddb1b4d68766c3eeba0f/ollama-0.5.3-py3-none-any.whl", hash = "sha256:a8303b413d99a9043dbf77ebf11ced672396b59bec27e6d5db67c88f01b279d2", size = 13490, upload-time = "2025-08-07T21:44:09.353Z" },
 ]
 
 [[package]]
@@ -657,126 +657,113 @@ wheels = [
 
 [[package]]
 name = "pydantic"
-version = "2.11.5"
+version = "2.10.0"
 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/f0/86/8ce9040065e8f924d642c58e4a344e33163a07f6b57f836d0d734e0ad3fb/pydantic-2.11.5.tar.gz", hash = "sha256:7f853db3d0ce78ce8bbb148c401c2cdd6431b3473c0cdff2755c7690952a7b7a", size = 787102, upload-time = "2025-05-22T21:18:08.761Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e9/78/58c36d0cf331b659d0ccd99175e3523c457b4f8e67cb92a8fdc22ec1667c/pydantic-2.10.0.tar.gz", hash = "sha256:0aca0f045ff6e2f097f1fe89521115335f15049eeb8a7bef3dafe4b19a74e289", size = 781980, upload-time = "2024-11-20T20:39:23.325Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b5/69/831ed22b38ff9b4b64b66569f0e5b7b97cf3638346eb95a2147fdb49ad5f/pydantic-2.11.5-py3-none-any.whl", hash = "sha256:f9c26ba06f9747749ca1e5c94d6a85cb84254577553c8785576fd38fa64dc0f7", size = 444229, upload-time = "2025-05-22T21:18:06.329Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/ee/255cbfdbf5c47650de70ac8a5425107511f505ed0366c29d537f7f1842e1/pydantic-2.10.0-py3-none-any.whl", hash = "sha256:5e7807ba9201bdf61b1b58aa6eb690916c40a47acfb114b1b4fef3e7fd5b30fc", size = 454346, upload-time = "2024-11-20T20:39:21.1Z" },
 ]
 
 [[package]]
 name = "pydantic-core"
-version = "2.33.2"
+version = "2.27.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ad/88/5f2260bdfae97aabf98f1778d43f69574390ad787afb646292a638c923d4/pydantic_core-2.33.2.tar.gz", hash = "sha256:7cb8bc3605c29176e1b105350d2e6474142d7c1bd1d9327c4a9bdb46bf827acc", size = 435195, upload-time = "2025-04-23T18:33:52.104Z" }
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 [package.optional-dependencies]
@@ -1230,13 +1217,14 @@ wheels = [
 
 [[package]]
 name = "tower"
-version = "0.3.24"
+version = "0.3.25"
 source = { editable = "." }
 dependencies = [
     { name = "attrs" },
     { name = "httpx" },
     { name = "huggingface-hub" },
     { name = "ollama" },
+    { name = "pydantic-core" },
     { name = "pyiceberg" },
     { name = "python-dateutil" },
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@@ -1274,12 +1262,13 @@ requires-dist = [
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     { name = "huggingface-hub", specifier = ">=0.34.3" },
     { name = "huggingface-hub", marker = "extra == 'ai'", specifier = "==0.34.3" },
-    { name = "ollama", specifier = ">=0.4.7" },
-    { name = "ollama", marker = "extra == 'ai'", specifier = "==0.4.7" },
+    { name = "ollama", specifier = ">=0.5.3" },
+    { name = "ollama", marker = "extra == 'ai'", specifier = "==0.5.3" },
     { name = "polars", marker = "extra == 'iceberg'", specifier = "==1.27.1" },
     { name = "pyarrow", marker = "extra == 'iceberg'", specifier = "==19.0.1" },
-    { name = "pyiceberg", specifier = "==0.9.0" },
-    { name = "pyiceberg", marker = "extra == 'iceberg'", specifier = "==0.9.0" },
+    { name = "pydantic-core", specifier = "==2.27.0" },
+    { name = "pyiceberg", specifier = "==0.9.1" },
+    { name = "pyiceberg", marker = "extra == 'iceberg'", specifier = "==0.9.1" },
     { name = "python-dateutil", specifier = "==2.9.0.post0" },
     { name = "tower", extras = ["ai", "iceberg"], marker = "extra == 'all'", editable = "." },
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@@ -1288,7 +1277,7 @@ provides-extras = ["ai", "iceberg", "all"]
 [package.metadata.requires-dev]
 dev = [
     { name = "openapi-python-client", specifier = "==0.24.3" },
-    { name = "pyiceberg", extras = ["sql-sqlite"], specifier = "==0.9.0" },
+    { name = "pyiceberg", extras = ["sql-sqlite"], specifier = "==0.9.1" },
     { name = "pytest", specifier = "==8.3.5" },
     { name = "pytest-env", specifier = ">=1.1.3" },
     { name = "pytest-httpx", specifier = "==0.35.0" },
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 ]
 
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-version = "0.4.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "typing-extensions" },
-]
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-wheels = [
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-]
-
 [[package]]
 name = "urllib3"
 version = "2.4.0"