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Ask The Council

Ask The Council

Jul 15, 2026 AI & Machine Learning
ai-synthesis llm multi-agent peer-review prompt engineering

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Ask The Council

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A few weeks ago, I came across Karpathy's "LLM Council" concept. You ask multiple Agents the same question independently, have them anonymously peer-review each other, then synthesise a final answer. The peer-review round is the genius part; models get surprisingly honest when critiquing anonymised responses. I turned it into a consumer product where the council members are historical figures with distinct thinking styles: Diogenes, the Contrarian, hunts for the fatal flaw Aristotl...

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