Picture this. Your AI agents are pushing to production at 2 a.m., merging configs, approving requests, and querying masked data. Everything runs smooth until compliance asks, “Can you prove who did what?” Then you realize screenshots, Slack threads, and random audit logs do not make evidence. You need structured,