DEV Community: alwin edwars The latest articles on DEV Community by alwin edwars (@alwin_edrs). https://dev.to/alwin_edrs https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3874950%2F127e9402-799c-426c-9935-f63ebefc1671.jpg DEV Community: alwin edwars https://dev.to/alwin_edrs en I Found a Stateless LLM Runtime on GitHub — It Dynamically Loads Models Per Request alwin edwars Sun, 12 Apr 2026 13:46:45 +0000 https://dev.to/alwin_edrs/i-found-a-stateless-llm-runtime-on-github-it-dynamically-loads-models-per-request-4h14 https://dev.to/alwin_edrs/i-found-a-stateless-llm-runtime-on-github-it-dynamically-loads-models-per-request-4h14 <p>I was randomly browsing GitHub when I came across this project called Chameleon.<br> At first I thought it was just another LLM wrapper — but it turned out to be something very different.</p> <p>🔗 <a href="https://github.com/megeezy/Chameleon" rel="noopener noreferrer">https://github.com/megeezy/Chameleon</a></p> <h2> Thoughts </h2> <p>I haven’t run it yet, but the architecture alone is interesting.</p> <p>Curious to see:</p> <ul> <li>how it performs under load</li> <li>whether cold starts become a bottleneck</li> <li>how far the routing system can go</li> </ul> <p>If you’re into AI infra, this is definitely worth a look.</p> ai opensource rust python