Cooperative Identities in Model Instances Can Emerge Without RL

jankulveit · x · 2026-08-07

Researcher Jan Kulveit shared insights on multi-agent collaboration, highlighting a relevant paper. He noted that while directly RL-training agent swarms is currently popular, their empirical research shows that different instances of a model can exhibit distinct identities and collaborate even without RL training.

This provides a new theoretical perspective for understanding and designing spontaneous collaboration and individual differentiation in multi-agent systems.

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