The Gauntlet Loop: specialist AI agents, blind critics and repeated revisions
A post presents the workflow as an alternative to AI agents grading their own work: critics with fresh context compare outputs against a reference without knowing which is the builder’s.
TLDR
A post outlining the Gauntlet Loop argues that AI agents settle for “good enough” and judge their own work too generously. The proposed process sets a concrete benchmark, splits work among specialist agents and repeatedly revises each piece. Critics receive fresh context and see only the artifacts, without knowing which is the builder’s output. Revisions continue until the critics prefer that output to the reference—or the person running the process stops. The post promotes the approach for professional work beyond games.
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The Gauntlet Loop: specialist AI agents, blind critics and repeated revisions
A post presents the workflow as an alternative to AI agents grading their own work: critics with fresh context compare outputs against a reference without knowing which is the builder’s.