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Bridging The Cognitive Gap Between Man and Machine

Estimates suggest GPT-4 was trained on over 1 trillion words.

​Even the most curious humans may be lucky to see 1 billion words in a lifetime.

 

A 1,000× difference.

 

Yet somehow…

Genius emerges without the extra 999 billion words.

Did Einstein need billions of examples to learn physics?

Did he memorize every known equation?

Or was it something else?

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He was grounded.

In memory. In reasoning.

In the derivation of Truth.

What Is Axioma?

Axioma is the Latin word for Axiom.
An Axiom is a statement accepted as a fundamental Truth.

But, unlike man: Not all axioms are created equal.
Some reflect the world. Some distort it.

Every system inherits its first assumption.

Frontier AI keeps climbing.
These models are extremely capable. State-of-the-Art is currently stronger than most PhD students, when tested.
So, why isn't AI running our businesses yet? What is it lacking?


Fluid intelligence.
​Just ask ARC-AGI 2.​

The industry philosophy is simple: more.

​More data. More parameters. More compute.

More... intellect?

 

We've passed one trillion parameters.

​

No theory of gravity.

No quantum shifts.

No new frame.

 

Just more.​

Will we scale to Einstein?

​​Genius doesn't just think faster. It thinks from somewhere else.

​

Not more compute.

​

Different axioms.​

Are we approaching a transformer-RL asymptote we are approaching as the space of objectively verifiable problems dwindles?​

See Our Projects to learn more about our AI Axioms.

 

Alternatively, continue here to view some historical Axiom-Shifting Figures.

Axiom-Shifting Figures

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Galileo Galilei

Shift

Truth is Tested, Not Told.

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Built in Recursion.

Observe, measure, test.​

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Shift

Space is Sculptable.​

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Geometry is no longer given.

It is chosen.

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Truth continues past convergence.

Bernhard Reimann

Shift

Certainty fractured.​

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Satirical cats reigned.

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Erwin Schrödinger

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Shift

Universal Laws, Calculus.​

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The Heavens are ordered.​​​​

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The apple doesn't just fall. It attracts.

Isaac Newton

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Shift

Ontological Intuition over Formalism.​

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Equations arrived, proofs followed.

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Danced with the indivisible.

Srinivasa Ramanujan

Shift

Truth exceeds Proof.​​

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Etched the boundary of reasoning, of Axioms.

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Some answers live outside the system.

Kurt Gödel

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Shift

The Fabric of Reality is Curved.

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No perspective is absolute.

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Only c is.

Albert Einstein

Shift

Design does not implicate Designer.

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Biological beauty arises without intention.

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Variation. Selection. Emergence.

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Charles Darwin

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Shift

The Universal Machine.

 

Thought became process.

 

Paralleled Godel:

Some programs don't halt.

Alan Turing

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