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

Yanjun Chen, Yirong Sun, Hanlin Wang +5

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 sta…