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Pull Request

Description

Type of Change

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • Documentation update
  • Performance improvement
  • Code refactoring
  • Dependency update
  • CI/CD or tooling change

Motivation and Context

Fixes #(issue)

Changes Made

Testing

  • Unit tests added/updated
  • Integration tests added/updated
  • Manual testing performed
  • All existing tests pass

Test Configuration

  • Python version:
  • OS:
  • LLM provider tested: (e.g., OpenAI, Anthropic, local model)

Checklist

  • Code is self-documenting with clear comments
  • Added type hints and docstrings
  • Updated documentation
  • No dead/debug code
  • Robust error handling
  • No breaking changes (or documented if yes)
  • Built on agreed direction from issue discussion

Performance Impact

  • No performance impact
  • Performance improved
  • Performance degraded (explain why this trade-off is acceptable)

Breaking Changes

Additional Notes