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Automata from Agent Traces: Failure and Next-Step Prediction

This story is from 2026-08-27. It is preserved in the archive; the latest stories are on the live feed.

arXiv:2608.23670v1 Announce Type: new Abstract: LLM-based agents execute multi-step tasks, but their behavioral structure remains opaque: long unstructured traces resist the safety auditing and runtime monitoring that deployment requires. Existing approaches operate per-trace or success-only, so th…

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  1. 2026-08-27 04:00 · arXiv cs.AI
    Automata from Agent Traces: Failure and Next-Step Prediction

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