https://roboco.io/en/tags/ml-engineering/ Recent content in Ml-Engineering on ROBOCO Hugo en-us Sun, 29 Mar 2026 16:00:00 +0900 https://roboco.io/en/posts/serverless-autoresearch-vibe-coding/ Sun, 29 Mar 2026 16:00:00 +0900 https://roboco.io/en/posts/serverless-autoresearch-vibe-coding/ <blockquote> <p>The real value of vibe coding is not only in writing code fast. It is in designing a way of operating that lets you repeat expensive experiments more cheaply and more quickly.</p> </blockquote> <figure><img src="https://roboco.io/posts/images/Dohyun.png"><figcaption> <h4>Dohyun Jung - Principal Consultant, ROBOCO</h4> </figcaption> </figure> <p>Most people first associate vibe coding with web app prototyping or CRUD automation. But ROBOCO&rsquo;s <a href="https://github.com/roboco-io/serverless-autoresearch"><code>serverless-autoresearch</code></a> repository widens that frame considerably. Instead of the &ldquo;tie up a single H100 for several hours&rdquo; approach that Andrej Karpathy&rsquo;s <code>autoresearch</code> presupposes, this project builds a structure that runs parallel experiments in short, explosive bursts on AWS SageMaker Spot.<sup id="fnref:1"><a href="#fn:1" class="footnote-ref" role="doc-noteref">1</a></sup></p>