EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 14 · Lesson 25Learn + Build1 h54 lessons in phase

Multi-Agent Debate and Collaboration

Du et al. (ICML 2024, "Society of Minds") run N model instances that independently propose answers, then iteratively critique each other over R rounds to converge. Improves factuality, rule-following, reasoning. Sparse topology beats full mesh on token cost.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

Part of Phase 14Agent Engineering. Use the previous / next cards below to keep browsing the phase.