https://derekwang2002.github.io/ai-intelligence/en/projects/ontrack/ 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-20261008-02/ ev-20261008-02-published Fri, 09 Oct 2026 15:56:33 GMT New WATCH <p>OnTrack continuously compares an agent trajectory with the structure of successful runs to warn or stop failures during execution. On SWE-bench traces, the authors report about one millisecond per step, a 0.057 AUROC gain over content similarity after eight steps, and about 18% less compute spent on failed runs.</p><p>Recommendation: WATCH</p><p>Sources: <a href="https://arxiv.org/abs/2610.12375">OnTrack</a></p>