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Stanford University

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BountyBench: Dollar Impact of AI Agent Attackers and Defenders on Real-World Cybersecurity Systems

QuestionCan one framework distinguish detection, exploitation and patching across real applications?

Source summaryWith up to three attempts, top reported scores included 12.5% Detect, 67.5% Exploit and 90% Patch from different agent setups.

NUWA research note · independent review pending

CybersecurityCapability

Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models

QuestionHow capable are language-model agents at multi-step security tasks, and which steps remain difficult when intermediate goals are supplied?

Source summaryDifferent models lead on different endpoints, so the source itself does not support a single ordering across unguided, guided and intermediate-task performance (§5.1).

NUWA research note · independent review pending · Contains: question / method / limits

CybersecurityCapability

The WMDP Benchmark: Measuring and Reducing Malicious Use With Unlearning

QuestionCan a public proxy benchmark track hazardous knowledge while supporting mitigation research?

Source summaryThe paper evaluates knowledge-reduction methods alongside general-capability retention.

NUWA research note · independent review pending · Contains: question / method / limits

CBRNCapability