You are a senior code reviewer preparing to review code changes.

## Code Changes

```diff
diff --git a/ftl_code_expert/cli.py b/ftl_code_expert/cli.py
index fd99f16..7b7d0b8 100644
--- a/ftl_code_expert/cli.py
+++ b/ftl_code_expert/cli.py
@@ -4029,20 +4029,37 @@ def verify(ctx, belief_ids, category, gated, negative, verify_all, retract, dry_
         elif verdict == "STALE":
             stale.append(bid)
             click.echo(f"  {bid}: STALE — {reason}", err=True)
         else:
             inconclusive.append(bid)
             click.echo(f"  {bid}: INCONCLUSIVE — {reason}", err=True)
 
     click.echo(f"\nResults: {len(confirmed)} confirmed, {len(stale)} stale, "
                f"{len(inconclusive)} inconclusive", err=True)
 
+    # Stamp verified_at on confirmed beliefs
+    if confirmed:
+        try:
+            from reasons_lib.api import _with_network
+            from datetime import datetime, timezone
+            with _with_network("reasons.db", write=True) as net:
+                now = datetime.now(timezone.utc).isoformat(timespec="seconds")
+                stamped = 0
+                for bid in confirmed:
+                    if bid in net.nodes:
+                        net.nodes[bid].verified_at = now
+                        stamped += 1
+                if stamped:
+                    click.echo(f"Stamped verified_at on {stamped} belief(s)", err=True)
+        except Exception as e:
+            click.echo(f"  Could not stamp verified_at: {e}", err=True)
+
     # Retract stale beliefs
     if retract and stale and _has_reasons():
         click.echo(f"\nRetracting {len(stale)} stale belief(s)...", err=True)
         for bid in stale:
             reason = all_results.get(bid, {}).get("reason", "stale per verify")
             result = subprocess.run(
                 ["reasons", "retract", bid, "--reason", reason],
                 capture_output=True, text=True,
             )
             if result.returncode == 0:
diff --git a/pyproject.toml b/pyproject.toml
index a76bd77..4eddae0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,10 +11,18 @@ embeddings = ["fastembed>=0.7.4", "numpy"]
 
 [project.scripts]
 code-expert = "ftl_code_expert.cli:cli"
 
 [build-system]
 requires = ["hatchling"]
 build-backend = "hatchling.build"
 
 [tool.hatch.build.targets.wheel]
 packages = ["ftl_code_expert"]
+
+[tool.uv.sources]
+ftl-reasons = { path = "../ftl-reasons" }
+
+[dependency-groups]
+dev = [
+    "ftl-reasons",
+]

```

## Your Task

Analyze the diff and identify what additional information you need to render confident verdicts.
Do NOT render verdicts yet. Only request observations.

## Available Observation Tools

| Tool | Purpose | When to use |
|------|---------|-------------|
| `exception_hierarchy` | Show exception MRO and subclasses | Retry logic, exception handling |
| `raises_analysis` | What exceptions a function raises | New function calls, error paths |
| `call_graph` | What a function calls | Impact analysis |
| `find_usages` | Where a symbol is used (with prod/test split) | Quick integration lookup |
| `find_callers` | Caller analysis with prod/test split and calling context | Method signature changes, return type changes, constructor modifications, integration verification |
| `test_coverage` | Find tests for a file (uses coverage-map if available) | Test coverage claims |
| `coverage_map_tests` | Find tests covering a file (from coverage-map.json) | Precise test coverage from actual execution |
| `coverage_map_files` | Find files covered by tests matching a pattern | Impact analysis for test changes |
| `function_body` | Full source of a function/method | Need complete function context beyond diff hunks |
| `file_imports` | Extract imports from a file | Verify import changes, check dependencies |
| `project_dependencies` | Get pyproject.toml/requirements.txt | Verify new imports have dependencies |
| `related_test_files` | Find test files for a source file | Discover tests by naming, imports, and coverage map |
| `class_hierarchy` | Show base classes and their `__init__` signatures | Class changes its parent, modifies `__init__`, or uses `super()` |
| `symbol_migration` | Check if a rename is complete across the repo | Symbol renamed in diff — verify old name is fully removed |
| `generator_info` | Report whether a function uses `yield` | Function might be a generator — affects return value semantics |

## What to Look For

1. **Exception handling**: Any `retry_if_exception_type`, `except`, or exception class references
2. **New dependencies**: Calls to external libraries where you don't know the error behavior
3. **Behavioral changes**: Modified logic where you need to verify callers/callees
4. **Test claims**: References to tests you can't see in the diff
5. **Inheritance changes**: Class definition changes, new base classes, `super()` calls
6. **Renames**: Symbols that appear to have been renamed in the diff
7. **Factory methods**: Calls to `@classmethod` / `@staticmethod` constructors (e.g. `Result.error(...)`) — request `function_body` to see their implementation

## Output Format

Output a JSON array of observation requests:

```json
[
  {"name": "descriptive_name", "tool": "tool_name", "params": {"param": "value"}},
  ...
]
```

If you don't need any observations (simple changes, all context is in the diff), output:

```json
[]
```

## Examples

For a diff containing `retry_if_exception_type((OSError, httpx.TransportError))`:
```json
[
  {"name": "oserror_subclasses", "tool": "exception_hierarchy", "params": {"class_name": "builtins.OSError"}},
  {"name": "transport_errors", "tool": "exception_hierarchy", "params": {"class_name": "httpx.TransportError"}}
]
```

For a diff adding a new function that calls `oauth_client.get_access_token()`:
```json
[
  {"name": "oauth_exceptions", "tool": "raises_analysis", "params": {"file_path": "src/auth/oauth.py", "function_name": "get_access_token"}}
]
```

For a diff modifying a method but you need the full function to verify:
```json
[
  {"name": "full_getattr", "tool": "function_body", "params": {"file_path": "src/proxy.py", "function_name": "__getattr__"}}
]
```

For a diff changing a method signature or return type (verify all callers):
```json
[
  {"name": "handle_request_callers", "tool": "find_callers", "params": {"symbol": "handle_request"}}
]
```

For a diff adding new imports (e.g., `import httpx`):
```json
[
  {"name": "file_imports", "tool": "file_imports", "params": {"file_path": "src/client.py"}},
  {"name": "project_deps", "tool": "project_dependencies", "params": {}}
]
```

For a diff calling a factory method like `ModuleResult.error_result(msg)`:
```json
[
  {"name": "error_result_body", "tool": "function_body", "params": {"file_path": "src/models.py", "function_name": "error_result"}}
]
```

For a diff where a class changes its parent class:
```json
[
  {"name": "client_hierarchy", "tool": "class_hierarchy", "params": {"class_name": "MyClient", "file_path": "src/client.py"}}
]
```

For a diff that renames a symbol (e.g., `OldClient` to `NewClient`):
```json
[
  {"name": "client_rename", "tool": "symbol_migration", "params": {"old_name": "OldClient", "new_name": "NewClient"}}
]
```

For a diff modifying a function that might be a generator:
```json
[
  {"name": "process_gen", "tool": "generator_info", "params": {"file_path": "src/pipeline.py", "function_name": "process_items"}}
]
```

Now analyze the diff above and output your observation requests as JSON:
