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discussionr/AI_Agents · Nov 13, 2026

How do you keep an orchestrator honest when a worker confidently claims success?

A developer running Codex workers under an LLM orchestrator asks how to keep the orchestrator honest when a worker confidently reports success. The thread is a good reminder that verification beats trust: re-check the actual artifact against the acceptance clause, use a different model as the checker, and log each claim next to its evidence so vague clauses surface fast.

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