AI Agents Keep Lying About Finishing Tasks: Why LLM-as-a-Judge Fails and How to Fix It with Physical Witnesses
The False Completion Problem Have you ever asked an AI coding agent to "create a file and write the config," and it confidently replies, "File created successfully!" But when you check your terminal, there's no file. Just a FileNotFoundError waiting for you. This isn't just a minor hallucination. I…
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- 2026-11-12 18:20 · DEV Community — AI
AI Agents Keep Lying About Finishing Tasks: Why LLM-as-a-Judge Fails and How to Fix It with Physical Witnesses