Calibrating Criterion Revision in LLM Agents: Failure Modes and a Trace-Anchored Protocol
A measurement chain, an empirical diagnosis of its first implementation, a more discriminating protocol for future tests of criterion revision, and a more discriminating protocol for future tests of criterion revision are contributed.