<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Zeeshan Ashraf</title><description>Staff AI Engineer at ServiceTitan, previously AWS. Ten years building machine learning systems in production. I write about language model internals, implemented from scratch.</description><link>https://mzshan.github.io/</link></channel></rss>