agent-oversight How to Review AI-Generated Code That Ships Faster Than You Can Read AI agents write code faster than you can read it. Here's the four-checkpoint workflow — scope bounds, approval gates, diff review, test verification — that keeps you genuinely in control without killing the speed.
agent-oversight The Permission Layer Is 98% of Agent Engineering Only 1–2% of agent code is actual AI logic. The other 98% — permission systems, hook composition, sandboxing, context management, subagent delegation — is what determines whether your agent is safe to run in production.
agent-oversight How to Keep Parallel Coding Agents from Stepping on Each Other Parallel agents feel productive right up until one silently overwrites the other's work. Here's the isolation and oversight framework that stops it from happening.
agent-oversight How to Audit What Your AI Agent Actually Did After the Session Your AI agent finished the session. But did it stay on task? Here's the post-run audit to catch silent scope creep — before it compounds into something you can't easily reverse.
agent-oversight Why Claude Code PreToolUse Hooks Can Still Be Bypassed Your Claude Code hooks can block `cat .env` and still leak your secrets. Here's exactly why — and the four-layer stack that actually bounds blast radius.