r/accelerate•
Kaleaon

Theoretical way to exponentially grow models and shrink costs.

AI

So, I've done a ton of math work, ran it through Kosmos, and other AI, with tools for checking everything, and it all started as a dumb guess that seems to have more potential than anything.

To put it in basic terms, was messing about with ternary systems, then decided to run a random test on Pentary, and it shows exponential improvement.

https://github.com/Kaleaon/Pentary is the repo, and I've loaded all data and work inside the repo for anyone to check over.

If this chip gets made, basically a card the size of an iPhone can hold a trillion parameter LLM, with over 200% speed up.

Posted Dec 10, 2025, 3:01 AM UTC

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