The Trace Is the State: Exact Credit Assignment for LLM Agent Teams.

arXiv:2603.06859v4 Announce Type: replace-cross Abstract: Credit assignment for a team of LLM agents, what each message was worth, has mostly been treated as prediction: a learned critic, a trajectory-level score, or an agent ablation stands in for the counter