A years-old GPU frustration, a conference discovery, and a 2AM PoC that actually worked




The Problem I've Been Carrying for Years


If you work with AI or video at scale and you're not at one of the big hyperscalers, you've probably hit this wall before: you have GPUs, and you're wasting them.

Not because your workloads don't need GPU —...