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Diffusion in prod: how are you handling spiky GPU load and cold starts?

Via r/LocalLlama
Sunday, May 31, 2026 ยท 11:23AM
Summary

We keep running into the same wall scaling diffusion workloads: pipelines that are fine at 100 requests fall apart at 10k. Cold starts quietly kill conversion, GPU costs compound with every model update, and multi-tenancy gets tricky fast. Curious how others are handling this in production: are you

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