AI adoption edges code quality up by 3.4% and speeds up reviews by 3.1%, but beware—a 7.2% nosedive in delivery stability rears ugly security holes. Mask AI’s risky behavior with a fortress-like infrastructure, a central vault for secrets, and a transparency upgrade to reclaim stability and nail compliance.