Counterfactual Evidence Audits Predict LLM-Agent Susceptibility to Ranked Context

LLM agents increasingly decide from evidence assembled by upstream systems: retrievers choose documents, recommenders choose posts, and memory systems choose prior events. Existing evaluations usually hold this evidence fixed, missing failures in which individually ordinary items form a systematical