Your AI just pushed code, queried a customer dataset, and updated a model before lunch. Fast, yes. Controlled, not really. In most teams, governance still means screenshots, spreadsheets, and mild panic before every audit. When humans and AI agents both touch production data, proving what happened gets messy. That’s