The PAOVR Loop: The Real Agent Loop That Actually Finishes Jobs
Plan → Act → Observe → Verify → Repair Stop building agents that narrate completion. Start building systems that prove it. In 2026 the conversation finally moved past “prompt engineering is dead.” What replaced it is quieter, harder, and far more useful: loop engineering . Most agents still fail the same way. They generate a confident final answer, declare victory, and leave the human to discover…
The article discusses the PAOVR Loop, a new control pattern for agents that consistently finishes real work. It replaces the outdated prompting approach and focuses on the Verify and Repair stages. The loop consists of Plan, Act, Observe, Verify, and Repair stages. The article emphasizes the importance of explicit done_when criteria, independent verification, and local repairs when failures occur. It also provides examples of JSON contracts, TypeScript interfaces, and implementation stacks used in production.
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