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Posts tagged: Hardware

What actually holds up in production — retrieval, cost, deployment, and the tradeoffs nobody puts in the sales deck. Written from client work and our own builds.

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Two 128GB boxes, one bandwidth problem

NVIDIA's DGX Spark and AMD's Ryzen AI Max+ 395 both put 128GB of unified memory on a desk. Their memory bandwidth is nearly identical — so the real gaps are native FP4, prefill, how many people you can serve at once, and what happens when you stack more than one.

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