Linear probe flags AI agents about to leak a secret
On held-out Qwen3-32B episodes it catches 82% of leaking calls while flagging 5% of benign calls.
On held-out Qwen3-32B episodes it catches 82% of leaking calls while flagging 5% of benign calls.
Authors report RL-Hammer attack success of 10% on HoS versus 97% on GPT-OSS-20B and 85% on SecAlign.
On GPT-OSS-20B, a generic hint matched the full 3.03-point gain and used 9.5% fewer tokens than full-solution distillation.
A multi-agent system vulnerability is identified where remote names are used as routing identifiers, causing wrong-peer dispatch.
A paper introduces a standardized CACAO integration registry with quality-gating for cybersecurity integration management.
This paper demonstrates that controlling token injection can suppress chain-of-thought in tool-using agents.
This paper presents a state-recovery defense for traffic signal control under sensor corruption.
This paper describes a method to keep issuing bank control over agent payments.
A new benchmark shows LLMs reach 68.3-93% accuracy propagating local revisions across conversationally generated artifacts, with parallel-sample selection most cost-effective.
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