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When an agent reuses logged experience, a changed decision may reflect the recorded score, the action's name, or the record's position in storage. Standard memory evaluations do not reveal which relationship drives that change. We introduce ReplayLens, a black-box audit that changes one relationship in the stored histo...
RiskChainBench introduces RiskChainBench, pairing 3,600 synthetic token-text restoration inputs from 600 source sessions with 600 corresponding human-labeled local web environments that produces a frozen, evidence-cited risk report without message-side semantics or domain-reputation cues.
A Prior-Driven Error (PDE) metric is introduced that quantifies whether errors originate from language priors rather than visual evidence rather than visual evidence in order to expose systematic reliance on language priors that conventional accuracy metrics cannot capture.
BulkPR-Bench is introduced, an executable benchmark in which an agent must recover consequential PR relations and return a large safe subset in executable order in executable order under a rolling-release protocol.
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