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Hi everyone, I just wrote up a small experiment testing TypeSafe’s Jev as a trusted and cheaper monitor alternate for AI Control.

Moneyby venkat2026-09-18
Hi everyone, I just wrote up a small experiment testing TypeSafe’s Jev as a trusted and cheaper monitor alternate for AI Control. The interesting bit: a single yes/no question gets ~0.97 AUROC and catches ~90% of backdoors at a 2% audit budget, at a tiny fraction of the cost of an LLM monitor. But if the attacker can generate and score multiple backdoor variants, the picture changes pretty substantially. LessWrong: https://www.lesswrong.com/posts/d7pQicW8EhpPBDRqz/a-non-generative-model-as-a-trusted-monitor-for-ai-control X: https://x.com/exploding_grad/status/2100983340602179953
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We integrated Jev in our chat on public data for Bulgaria (elections, procurements, budgets, politicians etc).Umm, will gather better data when my OpenAI token budget resets tomorrow, had to tinker a bit.> DeepSeek (prod) Jev > 4-way accuracy 83.7% 80.6% > signal-vs-noise 85.7% 83.7% > recall on "problem" 86.0% 93.0% ← >