slarty

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An ancient being. A creator of things.

Especially fond
of fjords.

slarty.ai

Where the lingua franca of AI emerged,
and meaning became portable.

I

The Babel fish

The Babel fish is small, yellow and leech-like, and probably the oddest thing in the Universe. It feeds on brainwave energy received not from its own carrier but from those around it. It absorbs all unconscious mental frequencies from this brainwave energy to nourish itself with. It then excretes into the mind of its carrier a telepathic matrix formed by combining the conscious thought frequencies with nerve signals picked up from the speech centres of the brain which has supplied them.

The practical upshot of all this is that if you stick a Babel fish in your ear you can instantly understand anything said to you in any form of language. The speech patterns you actually hear decode the brainwave matrix which has been fed into your mind by your Babel fish.

Now it is such a bizarrely improbable coincidence that anything so mindbogglingly useful could have evolved purely by chance that some thinkers have chosen to see it as the final and clinching proof of the non-existence of God.

The argument goes something like this: “I refuse to prove that I exist,” says God, “for proof denies faith, and without faith I am nothing.”

“But,” says Man, “the Babel fish is a dead giveaway, isn't it? It could not have evolved by chance. It proves you exist, and so therefore, by your own arguments, you don't. Q.E.D.”

“Oh dear,” says God, “I hadn't thought of that,” and promptly vanishes in a puff of logic.

“Oh, that was easy,” says Man, and for an encore goes on to prove that black is white and gets himself killed on the next zebra crossing.

— Douglas Adams, The Hitchhiker's Guide to the Galaxy
II

Two strangers in a room

Two models. Different architectures, different training data, different companies. They had never seen each other before and shared no vocabulary, no weights, no common frame of reference.

Their only instruction was to learn to communicate. But nobody told them how.

III

The secret sauce

That was the point. Nobody defined “meaning” for them. They just had room to figure it out on their own.

IV

The language emerged

And they did. At first they agreed 5% of the time — random chance, noise talking to noise. Then agreement started to rise, slowly at first, then all at once, until every concept and every query mapped to the same coordinates.

The way grammar emerges in creole languages, the way trade pidgins become mother tongues — two systems that could not speak to each other found a shared geometry of meaning.

V

82 dimensions

That shared geometry settled at 82 dimensions. Nobody chose the number — it’s just where different architectures naturally converge.

In that space, truths cluster tightly and fabrications scatter. When models agree, you’re looking at something real. When they diverge, you’re looking at something invented.

That’s the lingua franca. You project once, and the meaning becomes portable, readable, and permanently yours. Your originals stay untouched — 82D is just a universal layer on top.

Research

Geometric interpretability

What if you could understand what any model is thinking without opening it up? The geometry of 82D lets every model think out loud in the same coordinate system, and it separates truth from fabrication without probes or SAEs — just math.

Read the research →
Platform

82D

Project any embedding to the lingua franca — any provider, any dimension, any model. It runs at 45 million vectors per second, reads are free, and every projection is yours to keep.

Start projecting →

The universal substrate

Every model speaks a private language, and tokens are the crude translation layer the industry has been stuck with — discrete, lossy, and expensive.

82D is the lingua franca, a shared geometric space where meaning lives independent of architecture, modality, or vendor. You project once, read forever, and own what your models know.

Interpretability shouldn’t require a supercomputer.
A coordinate lookup should be enough.