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Quality-check loop for AI agents

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Machina
Contributed byMachinaXSource

Sep 3, 2026

Quality-check loop for AI agents A workflow for embedding a quality-check loop inside an AI agent, using a second model to score outputs against a checklist and iterate until they pass.

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Build a quality check living INSIDE the agent, and it works the same for everything the agent makes... here's how it works: step 1: the agent makes something... a post, an image, a video, a piece of software step 2: a second model reviews it and scores it against a checklist built from your best work step 3: if the score is too low -> the output never reaches you, the agent takes the notes and redoes it step 4: repeat until the score clears the bar step 5: you only ever see work that already passed the whole trick is turning quality into a number, because a feeling ("this feels like AI") can't be fixed, a score can

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References

Categories:productivity| twitter| quality-check| ai-agent

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