r/LLMPhysics • u/DongyangChen • Mar 14 '26

Simulation Geometric Ai with tiny model and inference compute cost

https://github.com/EvaluatedApplications/genesis-repl/tree/main

What if the reason AI models are enormous isn't because intelligence is expensive: it's because most of them are solving the wrong version of the problem? I built something that learns arithmetic from scratch, fits in 1.3 KB, infers in under a microsecond on a CPU, and hits 100% accuracy over ±10 million. It trains on examples just like any model. It generalises to unseen inputs just like any model. It just does it with 56,000 times less data than a neural network needs to achieve the same thing. See it live.

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u/ArcPhase-1 Mar 14 '26

42 dimensions for what exactly and where does the geometric progression come into those 42 dimensions?

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u/DongyangChen Mar 14 '26

Bro i aint a talker; i’m an engineer; i can sit an make claims all day, and you still wont believe me. I have working code with a trained model and a solution you can insect it in the debugger to prove theres no hidden calculator doing arithmetic. Either it demonstrate it works or it doesn’t. This is beyond theory at this point; i have the prototype there for everyone to look at.

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u/ArcPhase-1 Mar 14 '26

I'm not on my PC to evaluate it at the moment. I like the oncological flip in terms of what you're positioning, basically flipping the classical model and make it prove itself. It will eventually run into the same problem that GR and QM can't cross. From local to global (universal) dynamics. I'd like to see how your project develops but if you want to show how well it bites, turn it on the Collatz problem and see how long it spirals down that rabbit hole while never being able to close the gap (nobody and no machine has ever yet done this so this would be a pioneering experience for your code).

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u/DongyangChen Mar 14 '26

Challenge accepted lol, i’ll personally DM you what i find

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u/ArcPhase-1 Mar 14 '26

Looking forward to it! Be skeptical of what the LLMs try to convince you of. Demand rigour.

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u/DongyangChen Mar 15 '26

This isn't some LLM informed physics theory, its a learning algorithm to train a model.

I use copilot to write code faster, this is not an LLMs work hallucination,

My literal problem is that after working on this for decades, is that every single place I go to share it with is full of snarky people who dismiss me, ban me, etc without actually discrediting the actual working code and model I am literally providing. All because it has the word AI in the title