... against an authoritative baseline. Data-quality detection: 3-step fallback chain (FK name canonical-link) plus a curated-source AI block-list. L. Violation Response On any breach: stop log entry (type, root cause, files, prevention) explain propose compliant alternative wait for approval. No rule may be bypassed; non-compliant work is rolled back. Comment from Justin Lee(@justinlee020617): Incredible insights, Imed! As a solo founder building my MVP with Google AI Studio, the part about AI turning 'temporary scaffolds ... ... than twice in a month, automate the check. Tangible action: Add a pre commit hook that scans for common mistakes. No hardcoded API keys. No console.log in production code. No missing try/catch on database calls. 5. Architecture review: External eyes