Papers

Agents team up like brains, and overload like brains.

CoThinker · TMLR

Adding more LLM agents to a hard task does not always help. We borrowed Cognitive Load Theory from psychology: one agent has a working-memory limit, and a team works when it splits the load the way good human groups do. The same theory predicts where the team breaks down.