what's this about? back in 2023 towards the end of the year i was working on indranet, i stumbled on some fascinating mathematics coding system where small numbers had a 1:1 relation to much bigger numbers. elliptic curves are basically a deep exploit of this property of numbers, built on group theory, which is essentially a theory of numbers that as a group, behave like other numbers, without bidirectional commutability.
i know embeddings and tokens are encodings of semantics, and that most likely there is number groups that are especially well suited to representing these abstract semantic symbols.
gonna follow because i'm very very interested in the cutting edge of computational mathematics. what we can do with numbers, is still barely mapped out.
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also, i really like the idea of deterministic LLMs. i think the realistic scope for variance of composition is not as wide as commonly output by LLMs and is part of the reason why they hallucinate so much when their contexts are filled up.