Guide to Loop Engineering: How ‘autoresearch’ and ‘Bilevel Autoresearch’ Turn AI Agents Into Autonomous Machine Learning ML Research Loops

Summary

<p>Most people still use AI like a 2015 search box. You type, you read, you type again. A newer pattern replaces that manual back-and-forth with a loop. This guide explains loop engineering using two verified artifacts. The sources are Andrej Karpathy&#8217;s autoresearch repository and the Bilevel Autoresearch paper. The framing follows a write-up by @0xCodila. [&#8230;]</p> <p>The post <a href="https://www.marktechpost.com/2026/07/12/guide-to-loop-engineering/">Guide to Loop Engineering: How &#8216;autoresearch&#8217; and &#8216;Bilevel Autoresearch&#8217; Turn AI Agents Into Autonomous Machine Learning ML Research Loops</a> appeared first on <a href="https://www.marktechpost.com">MarkTechPost</a>.</p>