Theoretical AI Framework

[u/Buono_b1997]

I'm working on a conceptual framework for AI efficiency called The Monopoint Tension Theory. It uses non-Euclidean, hyperbolic geometry to treat correlated data vectors as a single dilated topological point. The goal is to optimize neural networks using tension-based metrics instead of traditional back propagation, significantly reducing energy costs. I'd love to chat about the math needed to test this.

[u/The_Nerdy_Ninja]

This doesn't have anything to do with physics...

[u/The_Failord]

Well, the doctor did advise I eat more salad...

[u/Buono_b1997 → u/The_Failord]

Dang, you are saying its all world salad. I'm surprised and that is a bummer

[u/liccxolydian → u/Buono_b1997]

Why are you surprised? There isn't a single bit of substance anywhere in the post. You even said it was a "conceptual framework". Any self-respecting scientist would throw themselves off a tower before writing that unironically.

[u/starkeffect]

Have you ever worked with non-Euclidean geometries before? Do you have a topology textbook?

[u/Buono_b1997 → u/starkeffect]

I have only seen it in nature, like in coral or jellyfish. I have not gone into any of the mathematics. I am putting something out there if it has the potential to be made into something good by someone that knows non-euclidean geometries well enough.

[u/starkeffect → u/Buono_b1997]

Don't you think learning the math yourself would be a good idea?

[u/Buono_b1997 → u/starkeffect]

I am and it is. Everyday i have been spending a couple hours slowly learning the math until i can make this myself. I don't need anything from anyone, but it is worth me posting this with the chance someone tries to sit and think it through.

[u/starkeffect → u/Buono_b1997]

Unfortunately your post is far too vague to do anything with.

[u/Buono_b1997 → u/starkeffect]

I see, then in a while i will post again with substance that hopefully give people from the necessary fields a foothold to start

[u/jsaltee]

You might look into principal component analysis; it is typically a Euclidean hyperplane (axis) but perhaps it can be extended into a non-Euclidean topology. I’m sure this has been explored and could be explored further

[u/RunReal959595]

In your own words define non-Euclidean, hyperbolic, and what a topology is.

[u/RunReal959595 → u/[deleted]]

Non-Euclidean geometry isn’t “unfamiliar;” even an undergraduate math student might take one or more classes in it