Picture this: your generative AI pipeline hums along, copilots committing code, autonomous agents deploying changes, and approval bots approving tasks faster than any human could. It feels magical until audit season arrives. Suddenly, no one can prove who did what, when, or why. Was that masked database query intentionally allowed,