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: Limit all lines to a maximum of 79 characters Variables: snake_case Classes: PascalCase Constants: UPPER_CASE