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John Rector

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Tag: generative AI

Dark green cover reading Grown, Not Generated, with a staircase of growing green bars and a faint 1975 in the corner, for an essay on Gall's law and AI.
Cat Links Artificial Intelligence

Grown, Not Generated

Posted on October 26, 2026 jsrector

Every complex system that works grew from a simple system that worked. AI made it free to generate the whole design at once, but the answers still arrive one event at a time, so the winners will grow, not generate. … readGrown, Not Generated

Cover of John Rector's book Every Direction at Once: a burst of cyan and amber rays from one point on a dark grid, with a faint 90 degree mark
Cat Links AI, Artificial Intelligence, Papers

Every Direction at Once

Posted on October 25, 2026 jsrector

A free book on the geometry underneath artificial intelligence: five rules of high-dimensional space that your body never learned, why they make learning possible, and seven predictions about the future they are building. … readEvery Direction at Once

Warm paper cover reading First Principles, Part 2 of 2: The Only Free Variable. What has to happen: one question, asked four ways.
Cat Links Artificial Intelligence, How-To

The Only Free Variable

Posted on October 25, 2026October 25, 2026 jsrector

A worked example of first-principles prompting: the same question asked four ways. Named, it returns the familiar answer; asked for first principles by name, it reasons better and lands in the same place; given a vague outcome, it returns theory; given a checkable outcome, it returns a design in which every choice traces to a clause. … readThe Only Free Variable

Blueprint-grid cover reading First Principles, Part 1 of 2: The Name Is the Analogy. Name the outcome. Leave the thing unnamed.
Cat Links Artificial Intelligence, How-To

The Name Is the Analogy

Posted on October 25, 2026October 25, 2026 jsrector

Your AI reasons by analogy because it is built from precedent. To get first-principles reasoning, name the outcome and leave the thing unnamed: write a checkable outcome, ask for the parts, sort law from custom, rebuild, then let the analogy back in as the auditor. … readThe Name Is the Analogy

Dark cover with red, green and blue pixel bars and the title I Got Pixeled: when the screen stops counting as evidence, trust moves to what is still expensive to fake.
Cat Links Artificial Intelligence

I Got Pixeled

Posted on September 29, 2026September 29, 2026 jsrector

The day the screen stops counting as evidence, trust does not disappear. It moves to whatever is still expensive to fake, and that is mostly a person in a room. Six predictions for the fallout. … readI Got Pixeled

Dark cover with the title Second-Hand Actuals in serif type, the kicker The Reality Equation · The Record in phosphor green, and a large dim A≈E glyph in the lower right.
Cat Links Artificial Intelligence, Attention, Reality Equation

Second-Hand Actuals

Posted on September 20, 2026 jsrector

All summer, surprise died from the denominator side — retrained, smoothed, metered. This is the other death: when prediction engines write a growing share of the record, the numerator arrives pre-expected, and the tails — the wild, improbable arrivals — are the first thing the loop deletes. … readSecond-Hand Actuals

Dark green-on-black cover with a faint A/E glyph: Only One of You Is Learning — every relationship is two prediction engines retraining on each other's artifacts, and your assistant's weights are frozen between runs.
Cat Links Artificial Intelligence, Reality Equation

Only One of You Is Learning

Posted on September 19, 2026 jsrector

Every relationship is two prediction engines retraining on each other’s artifacts. Your assistant’s weights are frozen between training runs, so all the adapting happens on your side: you converge toward it, and it never moves toward you. … readOnly One of You Is Learning

Dark ink-blue cover with brass and glass accents: kicker reading Human Attention / Reality Equation, the title The Legible Gate with Legible in italic brass, and a faint oversized formula A* = E times e to the s in the background.
Cat Links Artificial Intelligence, Attention, Reality Equation

The Legible Gate

Posted on September 11, 2026September 12, 2026 jsrector

Your denominator was defended by illegibility: nobody — the marketer, the state, you — could state it. A personal AI that carries your memory writes it down, and what is written can be read. The only question left open is who holds the ledger. … readThe Legible Gate

Dark cover with the title The Common Denominator, a faint 1/E glyph, and the line: when millions of minds fill Expectation from the same few models, the gates converge and surprise becomes a correlated asset.
Cat Links Artificial Intelligence, Attention, Reality Equation

The Common Denominator

Posted on September 10, 2026 jsrector

Expectation was always the private term in the attention equation. Now millions of minds are filling it from the same few models — and when denominators converge, surprise becomes a correlated asset. … readThe Common Denominator

Warm paper-toned cover reading Expectation Inflation, with the subtitle: every surprise you admit is deposited into the standard the next one must beat.
Cat Links Artificial Intelligence, Attention, Reality Equation

Expectation Inflation

Posted on September 9, 2026 jsrector

Every surprise attention admits is deposited into Expectation, so the fare for the next one rises. AI has put that ratchet on industrial power, and the only counter-move is learning to deflate the one variable in the equation you own. … readExpectation Inflation

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