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Public story · 2026-03-16 · source-backed
Researchers demonstrate LLMs assign authority based on formatting rather than source, enabling 61% success on agent exfiltration tasks. Novel "role probes" predict attack success before generation begins. No defenses proposed — the gap is fundamental. arXiv
Each link below shares sources, entities, or timing with this story.
Shared entities / Shared topic / What happened next
Both cover LLMs, Prompt Injection, Role Confusion; overlapping topics (confusion, formatting, role); picks up the LLMs thread on 2026-07-30.
Both cover Prompt Injection, Role Confusion; overlapping topics (attack, confusion, role, success); picks up the Prompt Injection thread on 2026-06-23.
Shared entities / Same source domain / What happened next / Tension
Both cover LLMs, Researchers; reported by the same outlet (arxiv.org); picks up the LLMs thread on 2026-04-22.
Shared entity: LLMs / Same source domain / Shared topic / What happened next
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, attack, success).
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, attack).
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (attack, defens).
Shared entity: Prompt Injection / Same source domain / Shared topic / What happened next
Both cover Prompt Injection; reported by the same outlet (arxiv.org); overlapping topics (agent, attack).
Shared entity: LLMs / Same source domain / Shared topic / Earlier coverage
Both cover LLMs; reported by the same outlet (arxiv.org); overlapping topics (agent, attack).