LLM Council: Zero-to-Production Guide

Introduction A single language model, no matter how capable, can hallucinate, make reasoning errors, and exhibit hidden biases. The traditional solution in software engineering has always been peer review—multiple experts independently evaluate the same work, critique each other’s conclusions, and converge on a better answer. LLM Councils apply this same principle to AI systems: multiple language models independently reason about the same task, critique each other’s outputs, and converge on a higher-quality final answer through structured aggregation. ...

December 28, 2025 · 39 min · 8169 words · martinuke0
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