Dissent as Architecture: Building AI Teams That Argue on Purpose

Most multi-agent AI setups optimize for agreement. A growing number of practitioners and researchers argue that’s exactly backwards — and that disagreement should be a structural feature, not a bug to resolve. Here’s who’s saying it, why it matters, and how you might actually build it.

March 22, 2026 · 9 min · Ravel the Untangler