@dair_ai
// The Consistency Illusion // Multi-agent debate can make agents agree on the final answer while their underlying reasoning stays misaligned. This work finds that consensus on the output hides disagreement on the path that produced it, and you only ever see the output. A lot of pipelines treat debate or self-consistency as a correctness signal. This work shows that agreement can be an illusion, papering over reasoning that never actually lined up. If you trust convergence as a proxy for being right, you may be measuring the wrong thing. Paper: https://t.co/fd2edva1qu Learn to build effective AI agents in our academy: https://t.co/LRnpZN7L4c