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DrewADesign • today at 2:04 PM • 1 reply • view on HN

My gut says the economics, e.g hardware/data center/resource constraints, are going make the economics of small specialized models more attractive. Without any evidence whatsoever, I also think that the big frontier companies will have to de-emphasize chatbots as huge models in favor of chatbots as huge products with a much much more granular mixture of experts approach, but with much smaller models. I’ve been saying for a while now that AI products have to hit the gas on prioritizing product design to reliably solve real people’s problems in predictable-enough ways, because the current approach is only really appealing to enthusiasts, developers, or optimistic managers, and with the kind of money they’re throwing around, that’s not going to work.


Replies

saalweachter • today at 6:08 PM

My gut is that you could distill 98% of what's currently being done inside LLMs into a classical knowledge base/inference engine and only use the language models for natural language processing and an oracle for brainstorming and cut most of the computational cost and hallucinations out.