Where Should a Stuck Agent Spend Its Next Tokens? Causal Attribution of Inference-Time Resources.

arXiv:2610.28834v1 Announce Type: cross Abstract: Inference-time scaling is often treated as a token-budget problem, but a failed coding agent can seek qualitatively different resources: computation, information, or feedback. We introduce Banzhaf Resource Attr