// Beyond Individual Intelligence //
One of the more useful multi-agent surveys I've read this year.
200+ papers mapped along three axes: collaboration mechanisms, failure attribution, and self-evolution.
The self-evolution chapter is the cleanest field map of where memory, meta-learning, and procedure-editing approaches actually intersect.
Paper: https://arxiv.org/abs/2605.14892
Learn to build effective AI agents in our academy: https://academy.dair.ai/