3 critic sub-agents score your work 0-100, only fixes ≥2 agree on get implemented, commits per round, loops until 99 or plateau. Pairs with /goal.
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Updated
May 26, 2026
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critic-loop
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Domain-neutral critic→plan→execute loop for large LLM-generated JSON state. Surgical RFC 6902 patching with path_finder + context narrowing sub-agents. At 100 entities full-regen breaks (0% fix); this stack stays at 100% with 5× fewer tokens.
python agent json knowledge-graph openai json-patch agents ai-agents rfc6902 structured-output pydantic apache-2 llm anthropic llm-agent llm-tools tool-calling self-refine critic-loop
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Updated
May 17, 2026 - Python
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