ReCast: Attribution-Oriented Step Representation Learning for LLM-Based Agent Systems.

arXiv:2610.11334v1 Announce Type: new Abstract: In LLM-based agent systems, failures can originate from early steps whose effects propagate through subsequent interactions, making their origins difficult to identify. To trace such failures back to their origin