Beyond Vague Intent: Engineering Machine-Verifiable Rules for AI Agents

Most instructions in project configuration files fail because they lack deterministic patterns that AI agents or parsers can actually verify. By shifting from abstract qualitative goals to concrete AST-based surfaces, developers can ensure AI strictly adheres to architectural standards rather than just interpreting intent.