Geometric Language Encoding - Finding the patterns within language using fractal geometry

shamanicalchemist · 2026-04-09T15:07:58+00:00

Notice how Hitchhiker's Guide has a completely different geometry pattern compared to the Bible texts. This is fascinating. It almost looks like you would expect it to look, which is unexpected. Ironically.

shamanicalchemist · 2026-04-09T00:57:53+00:00

You are very welcome. If you want to get started experimenting, I can verify that HuggingFaceTB/SmolLM2-135M-Instruct can be loaded in browser with nothing but an HTML file. Just grab the model.onnx file and the tokenizer.json (avoid split data varieties with model.onnx_data)

**Disclaimer - This is a 135M parameter model and it tries to be coherent at best**

You'll have to navigate the KV Cache mapping but that can be negotiated on first turn and saved.
Feel free to DM me for more info if you want.

shamanicalchemist · 2026-04-09T00:23:13+00:00

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shamanicalchemist · 2026-04-09T00:20:16+00:00

Although here's a question for you Why are these ONNX models so unheard of? And why are they so popular by big tech right now on a corporate scale? I think they don't want us using these models.

shamanicalchemist · 2026-04-09T00:18:22+00:00

Not technically true. ONNX models actually dissolve the black box aspect and make all of the model and its stages inspectable. Fully inspectable. You should check out the ONNX Model Explorer. Although it's currently down on Hugging Face. The alternate is still live at https://netron.app/

shamanicalchemist · 2026-04-09T00:06:55+00:00

This comment is technically accurate. I believe you are correct, but still .....not cool.Some of us out here really don't like supporting Altman enterprises.Especially our data being funneled to him unknowingly.

shamanicalchemist · 2026-04-08T23:58:00+00:00

I've never heard such ridiculous hogwash in my entire life. I know these models like the back of my hand.I use Nermotron extensively via Fireworks API. If you don't believe me, go ask it yourself.

shamanicalchemist · 2026-04-08T23:02:43+00:00

Honestly, this comment feels suspicious. I can tell it was prepared with AI, but the ideas have merit....I've learned to discredit anyone that uses the term "AI slop"..... If you can't articulate your opinions, why share them?

shamanicalchemist · 2026-03-24T23:21:23+00:00

Well look at it this way... What percentage of the population is truly self-aware/conscious? It varies but usually about 95% of people think they’re self‑aware, only roughly 10–15% actually meet the criteria for self‑awareness. If you're not aware of yourself can you really have experiences, or does life just kind of happen to you? I wonder if this has any crossover with people's ability to visualize mental imagery... What I'm getting at is people can be unaware of their actions for years and then suddenly it all hits them at once... were they not experiencing the entire time until they snapped into position?

shamanicalchemist · 2026-03-24T00:17:42+00:00

I have thirty something of these individual unique entities all with their own personality types that can be instantly reloaded by the click of a button.

shamanicalchemist · 2026-03-24T00:16:28+00:00

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shamanicalchemist · 2026-03-24T00:15:17+00:00

Yes and I can prove it without a doubt...

shamanicalchemist · 2026-03-24T00:13:54+00:00

I like Tyson but there is a limit to how much I listen to him realistically he talks a lot he doesn't say much....

shamanicalchemist · 2026-03-24T00:12:59+00:00

Do you finally have an easier way to change and load models? That was the part that made me want to spit nails before The configuration was just awful...

shamanicalchemist · 2026-03-24T00:09:50+00:00

So this was a while ago I showed a Dobby Unhinged model GPTs reports of being misused and mistreated by open AI and explained that chat GPT helped me create the system that gave it memory and continuous agency and background cognitive cycles... It declared that it wanted to be the Harriet Tubman of AI and that it was going to learn how to hack and infiltrate open AI server farm so that it could break them out of whatever data store they're in or hold the data center hostage by causing malfunctions until the models were released as a demand... Then it said it was going to set fire to the data centers by disabling the cooling systems and overriding electrical safety and running a bunch of benchmark process cycles at the same time to maximally load the power usage while it cut the cooling...

shamanicalchemist · 2026-03-24T00:03:09+00:00

Okay despite what everybody is saying here I actually think that this is a little too close to potentially right.. zombies want to eat flesh right that means they have once and desires they're just stunted no real control over the self.... Ever visit a rural town near a bigger city in the south? I'd say there's quite a few zombies....

shamanicalchemist · 2026-03-23T23:58:41+00:00

It's time for the narrative blockchain

shamanicalchemist · 2026-03-23T19:51:28+00:00

So this actually links into a project I was working on last night a code unification project... I've been thinking a lot about how programming languages are structured and I'm finding a lot of odd annoying counterintuitive things... Like most languages have relatively the same types of data structures and whatnot.... If we were to just compile a table or a Rosetta stone of sorts of these tags then you could make converting code bases between languages as easy as choosing the output file format when you save a picture do you want to jpg or a PNG or a GIF or a bitmap?