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Agents2026-07-12 · source-backed
The failure mode is a well-formed but policy-forbidden call, cancel a booking, change a passenger count, that neither the tool nor the agent's self-report flags (arXiv). In the airline domain tested, the fix wasn't more reasoning. It was cheap, read-only deterministic gates that check the state transition against domain policy before the write commits. Wrap high-stakes tool calls in explicit precondition checks. Don't trust the model to police itself.
Each link below shares sources, entities, or timing with this story.
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (against, agent, call, tool); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (against, agent, explicit, tool); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (against, agent, failur); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (against, agent, change); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (agent, call, tool); pushes against this story (vs).
Reported by the same outlet (arxiv.org); overlapping topics (against, agent, call); pushes against this story (against).
Same source domain / Shared topic
Reported by the same outlet (arxiv.org); overlapping topics (against, agent, budget, call).
Shared topic / Tension / Downstream implication
Overlapping topics (against, agent, tool); pushes against this story (against); traces where this leads (implication).