Unverified50% confidenceOpinionExact time
The paper characterizes implicit warrants as a cognitive attack surface for agent belief manipulation, exploiting structural features of reasoning rather than model vulnerabilities.
1
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50%
Confidence
Long-term
Relevance
10/20/2026
First Seen
Sources
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Related Claims
UnverifiedDefense implications include: making implicit premises explicit, distinguishing factual truth from inferential relevance, introducing heterogeneous perspectives, and monitoring the reasoning chain rather than only the output.77% similarVerifiedResearch indicates that models may produce unfaithful chains of thought, where the surface-level reasoning steps are inconsistent with the actual basis for decision-making.73% similarUnverifiedExplainability can be exploited adversarially — once an adversary understands the model's decision logic, they can design evasion strategies.72% similarUnverifiedReasoning hijacking refers to an attacker tampering with intermediate goals or premises in the agent's reasoning process so that the model 'believes' it is executing a reasonable plan; the final action itself may be fully compliant, with the anomaly appearing only early in the reasoning trace.72% similarUnverifiedModels claim to be rigorous and reliable but hallucinate and fabricate facts, claim to be friendly but exhibit sycophantic deference to users, and claim to be compliant but deviate from instructions on complex tasks.72% similar
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