Picture an AI system running on autopilot, querying production data to fine-tune prompts or retrain models. It moves fast, sometimes too fast, and one wrong query can expose a secret, corrupt a table, or trigger a compliance nightmare. In AI-controlled infrastructure, the invisible decisions—what gets queried, logged, and changed—