https://derekwang2002.github.io/ai-intelligence/en/projects/simulated-control-evals/ Material changes in AI models, agents, engineering and infrastructure, with primary sources and recommendations. en Mon, 02 Nov 2026 16:56:00 GMT https://derekwang2002.github.io/ai-intelligence/en/events/ev-20261022-05/ ev-20261022-05-published Fri, 23 Oct 2026 16:04:55 GMT New WATCH <p>Simulated Control Evals uses a language model to emulate tool environments and predict safeguards without running the full deployment task set. Against executed LinuxArena outcomes, the authors report 3.6 percentage-point safety RMSE across five monitors at a 5% audit budget, versus 10.1 for the cross-environment BashArena baseline. No public implementation was found, and results remain bounded to one execution environment.</p><p>Recommendation: WATCH</p><p>Sources: <a href="https://arxiv.org/abs/2610.31593">Simulated Control Evals</a></p>