<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Muhammet Emin Ayhan · Notes from the lab</title><description>Longer write-ups of what I measured, what broke and what I learned.</description><link>https://mteminayhan.com/</link><language>en</language><item><title>Five demonstrations: what it costs to teach a robot a new part</title><link>https://mteminayhan.com/blog/five-demonstrations/</link><guid isPermaLink="true">https://mteminayhan.com/blog/five-demonstrations/</guid><description>I fine-tuned a vision-language-action model on a laptop GPU to see how many demonstrations a robot needs for a task it has never seen. The answer was five, and getting an honest number was harder than getting a good one.</description><pubDate>Thu, 24 Sep 2026 00:00:00 GMT</pubDate><category>Robot learning</category><category>VLA</category><category>LeRobot</category><category>Evaluation</category></item></channel></rss>