## Description

<!-- Provide a clear and concise description of your changes -->

## Type of Change

<!-- Mark the relevant option with an "x" -->

- [ ] 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
- [ ] Refactoring (no functional changes)
- [ ] Performance improvement
- [ ] Test coverage improvement
- [ ] CI/CD improvement

## Related Issues

<!-- Link any related issues here using #issue_number -->

Fixes #
Closes #
Related to #

## Changes Made

<!-- List the specific changes you made -->

-
-
-

## Testing

<!-- Describe how you tested your changes -->

### Test Coverage

- [ ] Unit tests added/updated
- [ ] Integration tests added/updated
- [ ] E2E tests added/updated
- [ ] Manual testing performed

### Test Results

```bash
# Paste relevant test output here
```

## Checklist

<!-- Mark completed items with an "x" -->

### Code Quality

- [ ] My code follows the project's style guidelines
- [ ] I have performed a self-review of my code
- [ ] I have commented my code, particularly in hard-to-understand areas
- [ ] My changes generate no new warnings
- [ ] I have run `black` for code formatting
- [ ] I have run `ruff` for linting
- [ ] I have run `mypy` for type checking

### Testing

- [ ] I have added tests that prove my fix is effective or that my feature works
- [ ] New and existing unit tests pass locally with my changes
- [ ] I have tested with multiple Python versions (if applicable)
- [ ] I have tested with relevant agent frameworks (CrewAI/LangChain/AutoGen)

### Documentation

- [ ] I have updated the documentation accordingly
- [ ] I have added/updated docstrings for new/modified functions
- [ ] I have updated the CHANGELOG.md (if applicable)
- [ ] I have added examples demonstrating the new functionality (if applicable)

### Dependencies

- [ ] My changes do not introduce new dependencies
- [ ] OR: I have justified new dependencies in this PR description
- [ ] I have updated `pyproject.toml` if dependencies changed

## Breaking Changes

<!-- If this is a breaking change, describe the impact and migration path -->

N/A

## Screenshots/Examples

<!-- If applicable, add screenshots or example output -->

```python
# Example code demonstrating the change
```

## Performance Impact

<!-- Describe any performance implications -->

- [ ] No performance impact
- [ ] Performance improved
- [ ] Potential performance degradation (explain below)

## Additional Notes

<!-- Any additional information that reviewers should know -->

---

**Reviewer Notes:**

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-

**Testing Instructions:**

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