agent-oversight How to Build Human-in-the-Loop Approval Gates for AI Coding Agents Your agent just ran something you didn't ask for. Here's the three-pattern stack — PreToolUse hooks, ThumbGate blocklists, and mobile approval forwarding — that keeps agents fast without giving them a blank check.