arxivcs.AI2026-07-05
Agent Step Value: Auditing Evaluator-Channel Reversals in Black-Box Agent Traces
Pooling, substituting, or reusing evaluator-derived step rewards assumes that their direction survives a change of evaluation channel. The same frozen transition can violate that assumption. Process rewards vary agent states, while evaluator audits vary scoring configurations; ne…