- Add Pydantic models for state validation in code_error_analysis.py and code_error_correction.py
- Implement comprehensive key existence checks to prevent KeyError exceptions
- Create custom exception hierarchy for better error management
- Add improved PDF detection with regex pattern matching in research_web.py
- Implement input validation for all public functions
- Add detailed error messages and type hints