
New AI accelerators launch every month.
But GPUs aren’t going anywhere.
The future isn’t replacement. It’s coexistence.
If your hardware can’t run PyTorch + Triton + vLLM with day-0 model support, it won’t win production inference.
Part 2: The Path to Making AI Hardware Diversity Practical
kernelize.ai/blog/the-path-…
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