If you have talked to me in person at all in the last 3 weeks, you already know I can not stop talking about "deterministic controls" around AI workflow.
TL;DR: Install ggshield AI hooks right now and stop agents from abusing secrets they find.
blog.gitguardian.com/ai-hooks-ai-...
blog.gitguardian.com
AI Hooks for Claude Code, Cursor, and Codex: Block Secrets
AI coding assistants are unpredictable by design. Learn how AI hooks add deterministic controls and how GitGuardian ggshield blocks secrets before agents can use them.