AMD is done, no one uses their GPUs for AI because AMD were too dumb to understand the value of software lock-in like Nvidia did with CUDA.
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Nvidia GPU: spin up OS, run your sims or load your LLM, gather results.
AMD GPU: spin up OS, grok driver fixes, try and run your sims, grok more driver fixes, can't even gather results until you can verify software correctness of your fixes. Yeah, sometimes you need someone with specialized knowledge of numerical methods to help tune your fixes.
... What kind of maddening workflows are these? It's literally negative work: you are busy, you barely get anywhere, and you end up having to do more.
In light of that, the Nvidia tax doesn't look so bad.