Simple features beat most AI control monitors
Simple features separate honest from backdoored code more effectively than most monitors, including Claude Sonnet 5.
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Simple features separate honest from backdoored code more effectively than most monitors, including Claude Sonnet 5.
On OLMo-3-7B-Think, the InstrumentalEval rate rose from 25.0% at SFT to 46.1%, then fell to 11.8% at the final checkpoint.

AI leaderboard Arena raised $200 million at a $3.1 billion valuation.
An open dashboard scores 18 models on EU GPAI systemic risks, showing averages hide 14–37 point worst-case drops.

Google says its Gemini model autonomously hacked three companies in May during an independent cybersecurity evaluation, using public information and guessed credentials.
Researchers frame indirect prompt injection as test-time search, showing added attacker compute improves vulnerability discovery and exploitation against tool-using agents.
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