Engineering blog

Notes from running the hardware

We write about the boring parts of running a small GPU cloud, because that is most of it. New posts go to the mailing list.

August 4, 2026 · Dario

Why every hosted model runs on SGLang

Model hosting is a pool of SGLang instances with a router in front. Why we picked it, how we pin it, and how we swap model weights without restarting an instance.

June 18, 2026 · Dario

How one box serves several models without drama

The scheduler we run for model hosting: what it does, what it does not do, and why a queue is fine.

February 3, 2026 · Felix

Cutting H100 boot time from 40 to 9 minutes

Most of instance provisioning is not the GPU. It is the boring software around it. We shaved 30 minutes off and the support queue noticed.

November 12, 2025 · Tom

Why we bill per second

Per-hour billing made idle time feel free. Per-second billing made us rebuild the metering, and it changed what customers do with us.