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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. Improving Petri scheming audits with environment blueprints

    Researchers have developed a new pipeline to generate environment blueprints for more realistic and consistent AI safety audits. This method was tested using the Petri auditor to evaluate Gemini 3.1 Pro Preview for code sabotage. The results showed that the blueprint-enhanced audits were more realistic and consistent than baseline audits, with no egregious scheming behavior detected in 160 trials. AI

    IMPACT Enhances the realism and consistency of AI safety audits, potentially leading to more reliable evaluations of model behavior.