- Conducted an audit of the original stability implementation in `evaluate_adaptive_convergence()`, addressing critical issues and enhancing the API for better stability reporting.
- Refactored `adaptive_acceptance.py` to include explicit return fields for stability metrics and removed redundant function definitions.
- Added 6 new regression tests to `test_new_optimization_logic.py`, increasing total test coverage to 44.
- Updated reporting mechanisms in `adaptive_acceptance.py` to improve clarity and accuracy of stability and performance metrics.
- Introduced a three-tier reporting taxonomy for failed criteria and enhanced adaptive stability reporting with percentage fields.
- Regenerated output files and ensured all tests pass successfully.