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Public story · 2026-03-15 · source-backed
Despite unlimited truthful sources, a single false source in the top position triggers catastrophic failures across frontier models. Agents show minimal search escalation and severe miscalibration. Adversarial ranking is an unsolved crisis. arXiv 2603.00801
Each link below shares sources, entities, or timing with this story.
Shared entity: Accuracy / Same source domain / Shared topic / What happened next / Tension
Both cover Accuracy; reported by the same outlet (arxiv.org); overlapping topics (accuracy, agent).
Both cover Accuracy; reported by the same outlet (arxiv.org); overlapping topics (accuracy, agent).
Shared entity: Adversarial / Shared topic / What happened next / Tension
Both cover Adversarial; overlapping topics (adversarial, agent, model); picks up the Adversarial thread on 2026-07-20.
Shared entity: Accuracy / Same source domain / Shared topic / What happened next
Both cover Accuracy; reported by the same outlet (arxiv.org); overlapping topics (accuracy, agent).
Shared entity: Adversarial / Same source domain / Shared topic / What happened next
Both cover Adversarial; reported by the same outlet (arxiv.org); overlapping topics (adversarial, agent).
Shared entity: Accuracy / Same source domain / What happened next / Tension
Both cover Accuracy; reported by the same outlet (arxiv.org); picks up the Accuracy thread on 2026-08-14.
Shared entity: Accuracy / Shared topic / What happened next / Tension
Both cover Accuracy; overlapping topics (accuracy, agent); picks up the Accuracy thread on 2026-05-10.
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (agent, frontier, model); pushes against this story (against).