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Paper · arXiv

Organising Trajectory Evidence for Language-Model Agent Assurance: Fragments, Methods, and the Residual

Methods for assessing language-model agents include rule checkers over logs, analyses of skill coverage and composition, support checkers, prefix monitors, execution gates, and rare-event estimators. Each observes a different part of a run and makes a claim of a different strength, and no common account says how these claims combine or what they leave unchecked. We give one, built from a logic, information fragments, and an assurance ledger. Requirements are formulas of a two-tier logic: an outer finite-trace temporal logic over recorded events, and an inner logic of standing over the argument structure that the agent's recorded context supports at a decision. A rule violation and an acti...

AuthorsXiaowei Huang
Primary categorycs.MA
Published3 October 2026
Last updated at source3 October 2026
cs.MAcs.AI
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