Through a layered governance model: classify repositories and services by risk level, require senior engineering review for all AI-generated code touching payment flows, KYC/AML logic, or ledger operations, run automated compliance and security evals in the CI/CD pipeline before any merge, and maintain an audit trail on every agent action. The goal is to define a precise production line that AI-generated code must cross before it ships.