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Nvidia buys the memory it uses on its GPUs, same as all other ASICs.

To give some context, Intel started making DRAM, I think they were actually the company that came up with modern memory techniques. They exited the market and pursued a more lucrative moat with CPUs.

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Nvidia does not make RAM
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That doesn't excuse them from wrecking the market for ordinary person.
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NVIDIA produces memory?
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Fabless AFAIK. And that's the actual problem - drawing up CAD diagrams doesn't help if the factories are fully booked out.
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A state of the art GPU is much harder to design & produce at scale and than an internal ASIC.
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