手把手教你用'autoresearch'和'Bilevel Autoresearch'，让AI自动跑研究循环，不用你反复输入输出了。
Andrej Karpathy的'autoresearch'仓库和'Bilevel Autoresearch'论文展示了如何将AI代理转变为自主机器学习研究循环。传统使用AI的方式像2015年的搜索框，需要手动来回交互。而循环工程通过定义迭代实验框架，让AI自动完成假设、实验和结果分析。该方法可大幅提升研究效率，减少人工干预。
Guide to Loop Engineering: How ‘autoresearch’ and ‘Bilevel Autoresearch’ Turn AI Agents Into Autonomous Machine Learning ML Research Loops
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’s autoresearch repository and the Bilevel Autoresearch paper. The framing follows a write-up by @0xCodila. […] The post Guide to Loop Engineering: How ‘autoresearch’ and ‘Bilevel Autoresearch’ Turn AI Agents Into Autonomous Machine Learning ML Research Loops appeared first on MarkTechPost .