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How To AI on Twitter

by Larry Chiang on April 14, 2026



On 09-09-39, “What They Will NEVER Teach You at Stanford Business School” debuts at 300 w 44th St at New York Fashion Week’s front row
http://www.youtube.com/watch?v=QXIaNZi3mHQ
Researchers just proved that every single elementary function, sin, exp, log, sqrt, comes from one single binary operator.
It is like finding the “God Particle” for calculus.
In computer science, every complex program breaks down to a single logical operator: the NAND gate. It is the fundamental building block of all digital reality.
But for continuous math, physics, engineering, machine learning, we thought we needed a massive toolbox.
Addition. Subtraction. Trigonometry. Logarithms.
Every scientific calculator and neural network has to juggle all of them.
Until today.
But this paper proved that every single mathematical function can be generated by a single, bizarre binary operator.
eml(x,y) = exp(x) – ln(y).
Combine that with the number 1, and you can build everything.
Pi. The square root. Sine and Cosine. Arithmetic.
It is all just the exact same operator, repeating over and over again in a binary tree.
Nobody anticipated this existed. It was found by systematic exhaustive search.
But the implications for AI are massive.
Instead of an AI struggling to combine different mathematical rules to discover a new scientific law, it can just use a single, uniform architecture.
One trainable circuit. One repeatable node.
We thought the language of the universe was complex.
It turns out, it’s just one equation repeating in the dark.

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