# llmdebug Static Codebase Review (Round 3)

## Scope
- Post-fix follow-up review of core snapshot capture + eval harness paths.
- Focus areas: serialization redaction, pytest payload bounds, git context stability, eval patch application fallback, validator determinism, analyzer runtime accounting, and error categorization tie handling.

## Findings
- No new P0/P1/P2 findings were identified in this round.
- Previous tie-break determinism gap in `error_categories` is resolved with explicit category priorities and regression coverage.

## Residual Risks (informational)
- Benchmark result quality still depends on model behavior and prompt policy at runtime; this round intentionally did not run model evaluations.
- Relaxed patch fallback remains best-effort by design; it is now context-anchored and path-confined, but should still be monitored via `patch_meta` when interpreting difficult cases.

## Verification Notes
- Focused regression tests passed:
  - `tests/test_error_categories.py`
  - `tests/test_capture.py`
  - previously validated eval/core test subset remains green.
