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LLMs are experimental, alpha-level technologies. Nvidia showed investors how fast their cards could compute this information. Now investors can just tell the LLM what they want, and it will spit out something that probably looks similar to what they want. But Nvidia is going to sell as many cards as possible before the bubble bursts.
so... GPU were for crypto before, now it's for LLM, weird world we live in
Any time you need a CPU that can do a shit load of basic math, a GPU will win every time.
You can design algorithms specifically to mess up parallelism by branching a lot. For example, if you want your password hashes to be GPU-resistant.
And all other great reasons to use excessive branching