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A collection of 2 posts
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.
24 Apr 2026 14 min read
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.
24 Apr 2026 14 min read
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