NVIDIA Won't Sell High-VRAM Consumer GPUs; Inference Accelerators May Dominate

mike64_t · x · 2026-08-08

The author argues NVIDIA will never sell products that cut into datacenter margins, like a 64GB GDDR7 RTX 5090 for $1k or DGX Spark. Inference accelerators, though sacrificing training capability, are being copied by AMD, leading to more expensive accelerators and GPU VRAM stuck at 16-32GB. The author warns this tradeoff shouldn't be a product, as it reduces GPU demand.

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