## Lesson — Lesson: LLMs consistently misattribute roles

**Tags:** documentation, llm, qa

Lesson: LLMs consistently misattribute roles between deterministic "linting" and AI-powered "shielding" commands in documentation. Manual verification or specific architectural lessons are required to counteract recurring AI confusion between these distinct layers of the codebase immune system.
