This file is the operating guide for AI coding agents and human maintainers working in this repository.
Its purpose is not to make the agent obedient to arbitrary style preferences. Its purpose is to preserve project quality as the codebase grows by making local truth, architecture boundaries, verification, and feedback loops explicit.
Do not rely on model memory, taste, or one-shot intuition.