NEW paper worth reading: MetaCogAgent MetaCogAgent equips a multi-agent system with metacognition so each agent decides whether it should an…

NEW paper worth reading: MetaCogAgent MetaCogAgent equips a multi-agent system with metacognition so each agent decides whether it should answer or delegate. In other words, it aims for self-aware task delegation rather than fixed routing. The bottleneck in multi-agent systems has been over-delegation and under-delegation. In a way, a metacognitive gate is a principled way to manage both. If you orchestrate specialists, this could give you a routing primitive that adapts to task uncertainty instead of relying on a fixed router. Paper: https://arxiv.org/abs/2605.17292 Learn to build effective AI agents in our academy: https://academy.dair.ai/

Source: DAIR.AI (X) | 2026-05-19