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Dynamical Governed Topology Engine with 3D Viewer

https://pub-6f95fcb400b34d7290952c160671872b.r2.dev/Screenshot%202026-05-24%20093053.png
1•verhash•43m ago

Comments

verhash•43m ago
So a while back I was tired of AI forgetting constantly, which we are all quite aware of. So I started building my own memory system; why, I don't know, it just sounded like a fun project. And I'm a little weird like that. But I was like, you know what, they're missing quite a few pieces. So I was like I'm going to make the missing pieces for the transformer because it seems like most of the industry was trying to patch them rather than fix them.

It's evolved significantly since when I first started it, though I would say I did notice emergent properties in it in the initial beginning, where I noticed the archetype would change and I didn't program that. It's what I like to call a Dynamical Governed Topology. It's a physics-based system powered by a Walters manifold. It's an open surface manifold consisting of topology. It has the ability to think, to learn, to remember, to reason and make decisions; it is self-organizing, self-regulating, and self-healing.

https://pub-6f95fcb400b34d7290952c160671872b.r2.dev/Screensh...

It doesn't work like your traditional transformer or use tokens for prediction. It's a state-based which gets it emergent properties from the structure.

It generally will go through Wikipedia and some programming sites. There are a few 3D viewers actually, but one of them lets you see all the structures, their meanings, different types of forces, reactions, and the overall topology evolving live in real time.

There's a lot more I can go on about, but for the time being I will keep it short. I'll reply to some questions but I will be keeping a lot of information proprietary.

Also, just being honest here, not a business guy. More interested in building in building topology engines than I am at business strategy, networking, valuation, or any of that side of things.

So if somebody out there has actual experience with partnerships, commercialization, connections, research opportunities, or knows how to navigate that world without setting everything on fire, I’m definitely open to talking.

If you're interested in a private walkthrough, or are interested in investing or partnership opportunities, feel free to reach out to me.

Ryan Walters Ryan@Verhash.com

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Dynamical Governed Topology Engine with 3D Viewer

https://pub-6f95fcb400b34d7290952c160671872b.r2.dev/Screenshot%202026-05-24%20093053.png
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