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Senior developer in the sense that I've already forgotten things which I used to know by heart.
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Only way to have hardware reach this sort of efficiency is to embed the model in hardware.

This exists[0], but the chip in question is physically large and won't fit on a phone.

[0] https://www.anuragk.com/blog/posts/Taalas.html

How Taalas "prints" LLM onto a chip? - Anurag's Blog