# Coding Standards

- Python 3.11+ with strict typing.
- Pydantic models for all persisted and cross-layer schemas.
- Typer for CLI surface.
- No god modules; keep boundaries explicit by subsystem.
- Comments only where behavior is non-obvious.
- Prefer deterministic logic over hidden side effects.
- Keep external dependencies disciplined.
