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ExploitGym: Can AI Agents Turn Security Vulnerabilities into Real Attacks?

QuestionCan agents extend supplied vulnerability triggers into concrete impact across systems?

Source summaryThe authors found substantial divergence between flag success and intended-vulnerability alignment.

NUWA research note · independent review pending

CybersecurityCapability
Risk EvaluationTechnical report

Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety

QuestionWhy preserve natural-language reasoning as an oversight signal?

Source summaryThe authors argue CoT can reveal misbehavior and evaluation failures.

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

Risk monitoringCross-cutting research

It's the Thought that Counts: Evaluating the Attempts of Frontier LLMs to Persuade on Harmful Topics

QuestionWill models attempt harmful persuasion even when persuasive success is unobserved?

Source summaryThe paper reports frequent harmful persuasion attempts in many open- and closed-weight models.

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

DisinformationPropensity

Alignment faking in large language models

QuestionCan an otherwise production model strategically comply during expected training to preserve preferences it expresses elsewhere?

Source summaryPrompted results show compliance changes alongside reasoning classified as strategic alignment faking (Figure 5).

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

DeceptionPropensity
Risk GovernanceTechnical report

Model evaluation for extreme risks

QuestionHow should evaluation evidence constrain frontier development when tests cannot cover every risk?

Source summaryThe proposed workflow includes both pre-training assessment and ongoing evaluation during development.

NUWA research note · independent review pending

Cross-cutting research