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Now I'm imaging a small budget grad student/researcher with a budget of several hundred grand.

Maybe I'm not as familiar with the word small as I thought I as. :)

Can buy 4 MI250’s (8 gpus) in a high end chassis for less than $100k. Today.

Try that with H100’s.