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israeldegasperi/gauntlet-loop

AI quality method for validating LLM output against predefined criteria. Includes a builder-critic workflow, evidence checks, cost limits and stopping conditions.

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gauntlet-loop

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israeldegasperi/gauntlet-loop

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Run Matt Shumer's Gauntlet Loop methodology to raise the quality of an artifact through cycles of building, independent critique, comparison against real references, and improvement. Use when the user asks for the Gauntlet Loop, a builder-critic process, adversarial critique, iterative refinement, or the creation of…

not rated 1 8d ago A 95 tokens