- Use more specific types from typing module (e.g., Dict, Set, Tuple) where appropriate
- Use TypeVar and Generic for better generic type support
- Implement proper all lists in init.py files to control what gets exported
- Consider using Python 3.10+ features like pattern matching where appropriate
- Use @dataclass decorators for classes that primarily hold data
- Implement more specific exception types rather than using generic exceptions
- Add more comprehensive docstrings following Google or NumPy style
- Implement proper type hints in docstrings
- Use f-strings for string formatting