A new hook-based guardrail system prevents AI agents from executing unauthorized actions during autonomous loops. TLDR AI highlights this approach to mitigate prompt injection and logic errors. It provides a critical safety layer for developers deploying agents in production. This technical fix addresses the instability of current agentic workflows without sacrificing autonomy.