
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.
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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.
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Not more compute.
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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

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


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

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


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


Shift
The Universal Machine.
Thought became process.
Paralleled Godel:
Some programs don't halt.
Alan Turing