June 15, 2026 ·15 min read ·Git Beyond Detection: Practical Git Provenance for AI-Edited Code Detection alone won’t govern AI-edited code. Here’s a practical, layered Git provenance model—attestations, CI, and policy—that teams can ship now. Read essay