Picture this: your coding assistant suggests a “simple” database query tweak. Helpful, sure, until it accidentally exposes customer PII in the logs. Multiply that tiny mistake across every copilot, retrieval pipeline, or agent in production, and the risk level spikes. AI has supercharged productivity, but it also bypasses traditional guardrails.