Enforce black, isort, and flake8 Use type hints everywhere and pydantic for data/config validation Prefer small, focused modules and composition over inheritance Follow the PEP8 style guide:

• Variables: snake_case
• Classes: PascalCase
• Constants: UPPER_CASE