Skip to content

Vol. IV · Multi-Agent Architectures · IV.7

Debate and Critique

Two or more models argue; a judge or a rubric decides. Use when single-pass generation is biased and you can afford the tokens.

5 min read

Doctrine

  • Assign sides and a judge. Unstructured argument is entertainment.
  • Debate needs a ground truth or a rubric, or it optimizes for eloquence.
  • Keep the judge off the tools. Judges that can act will.

A narrow, sharp tool

Good for: safety review, architecture alternatives, translation fidelity. Bad for: anything with a side effect. Combine with evaluator-optimizer: debate proposes, rubric scores, optimizer rewrites.

Anti-patterns

  • Agents debating while holding production credentials.
  • No transcript review — debate that cannot be audited is theater.

Related