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kbesplv

Re:Show HN: Warmctl – Fast cold starts for vLLM inference on Tuesday November 10, 2026 @05:36PM (#50447287)
Hi HN!

I’m building this GPU checkpoint & restore tool to optimize vLLM cold start time for GPU neoclouds

It’s dead simple at UX:

- Run warmctl build once in your CI/CD

- warmctl push the warm image to any OCI registry

- warmctl up on every new replica on GPU hosts

That’s it, so you can serve even Deepseek 4.1 or GLM 5.3 < 60 seconds

Re:Ask HN: How do you review code nowadays? on Thursday October 15, 2026 @05:36PM (#50110672)
We don’t review harder, we make changes smaller. Small blast radius, instant rollback, tested on real envs
Training is 10-100x more compute than inference. The current rush is all training. When it tips over to mostly inference, a lot of that hardware is just going to sit there.
looks amazing