One "win" with AI is that the technological hardware is pushing into new territories of performance. The need for speed in that industry is like to yield advances that will help everyone.
Nvidia is in the news today for buying out a company called Groq (NOT Grok-- the Musk AI). Groq has been working on their OWN chipsets to run AI. They went into a very different direction with that and produced a processor with ONE CORE--- the exact opposite of what AI farms do with rows of GPUs with thousands of cores:

More details for everyone to nerd out.....
groq.com
Nvidia is in the news today for buying out a company called Groq (NOT Grok-- the Musk AI). Groq has been working on their OWN chipsets to run AI. They went into a very different direction with that and produced a processor with ONE CORE--- the exact opposite of what AI farms do with rows of GPUs with thousands of cores:

More details for everyone to nerd out.....
Inside the LPU: Deconstructing Groq’s Speed
Discover how Groq's Language Processing Units (LPUs) achieve breakthrough AI inference speeds with 4 key architectural innovations: SRAM-centric design for instant weight access, statically scheduled networks for predictable performance, tensor parallelism for faster single-user latency, and...
