https://derekwang2002.github.io/ai-intelligence/en/projects/auctopus/ 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-20261029-07/ ev-20261029-07-published Sun, 01 Nov 2026 16:58:20 GMT New WATCH <p>Auctopus coordinates agents that propose, challenge and run experiments in a closed loop. In one solid-state quantum-spin study, the system detected drift, rejected an inconclusive first result and revised the protocol before reporting a result. The MIT repository includes an offline mock demo, but omits the study prompts and instrument description needed to reproduce the paper experiment.</p><p><strong>Why read: </strong>Rejecting results and revising protocols is useful, but the real experiment cannot be reproduced from public materials.</p><p>Recommendation: WATCH</p><p>Sources: <a href="https://arxiv.org/abs/2610.40589">Auctopus: Closed-loop autonomous experimentation</a> · <a href="https://github.com/E-zClap/auctopus">Auctopus repository</a></p>