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John Rector

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Category: Artificial Intelligence

Dark cover graphic reading Intellification in large serif type, with the kicker The Second Transition and the line: Electrification never paid off because of the motor. It paid off because of the floor plan you could only draw once you had one.
Cat Links Artificial Intelligence

Intellification

Posted on August 21, 2026August 21, 2026 jsrector

Electrification did not pay off when factories bought electric motors. It paid off decades later, when they stopped bolting motors onto the old line shafts and redesigned the building. Software is at exactly that moment now. … readIntellification

Dark cover reading My Story With AI, with 2,747,630 artifacts, 26 businesses and 96,000 calls answered, over a faint 2023 numeral
Cat Links Artificial Intelligence

My Story With AI: Four Years, 2.7 Million Artifacts, One Person

Posted on August 19, 2026 jsrector

Since February 2023 I have run a growing team of AI agents across my work and my life. This is the short version of what happened, and where the whole record lives. … readMy Story With AI: Four Years, 2.7 Million Artifacts, One Person

Dark cover with the title The Surprise Gym in cream and pink serif type, a neon-lettered kicker reading Attention, Absorption, Surprise, and a giant faded 1818 in the corner.
Cat Links Artificial Intelligence, Attention, Human Attention, Reality Equation

The Surprise Gym

Posted on August 19, 2026August 19, 2026 jsrector

The treadmill was invented in 1818 as a punishment; we now pay monthly to climb it. When machines removed exertion from work, exertion came back as a product — and as the stack absorbs prediction error from daily life, surprise is next in line for a gym. … readThe Surprise Gym

Dark cover with neon accents reading 'Learning Is Metabolized Surprise' over a faint grid and a large ghosted delta glyph, the symbol for prediction error
Cat Links Artificial Intelligence, Attention, Human Attention, Reality Equation

Learning Is Metabolized Surprise

Posted on August 18, 2026August 19, 2026 jsrector

Your brain learns from exactly one thing — prediction error — and the stack’s whole mandate is to remove prediction error from your life. Every error it absorbs on your behalf becomes training data for the machine that absorbed it. The learning doesn’t stop; it relocates. … readLearning Is Metabolized Surprise

Warm paper-toned cover with the title Proof of Person, the word Person in italic ember orange, and a faint oversized WHO? glyph in the corner
Cat Links Artificial Intelligence, Attention, Human Attention, Reality Equation

Proof of Person

Posted on August 17, 2026August 19, 2026 jsrector

A message that sounds exactly like care can now be produced without any. When every sentence may be stack-drafted, polish stops proving effort, surprise stops carrying news of the person — and trust between people goes looking for collateral that cannot be delegated. … readProof of Person

Dark editorial cover reading 1,355 Days in serif type over a faint grid, with a large ghosted 2030 bleeding off the lower right corner.
Cat Links Artificial Intelligence

1,355 Days: What a Thirteen-Year-Old Will Never Do

Posted on August 16, 2026August 19, 2026 jsrector

ChatGPT shipped 1,355 days ago. Run the same span forward and it lands on May 2, 2030, when a kid who is thirteen today turns seventeen — likely without ever taking a driving test, waiting on a diagnosis, or being offered an entry-level job. … read1,355 Days: What a Thirteen-Year-Old Will Never Do

Dark cover with neon accents reading 'Trust Is Retired Attention' — what attention becomes when prediction stops failing, by John Rector, August 2026
Cat Links Artificial Intelligence, Attention, Human Attention, Reality Equation

Trust Is Retired Attention

Posted on August 16, 2026August 19, 2026 jsrector

Trust is what attention becomes when prediction stops failing — and the attention economy’s endgame was never to hold your gaze but to be allowed to disappear. There are two ways a system stops surprising you: it stopped failing, or its failures stopped surfacing. … readTrust Is Retired Attention

Cover for The Predictive Entity, part 7 of the series Intelligence Is Predictive Compression by John Rector: What humans are, what machines are, and what a maximally predictive thing would be.
Cat Links Artificial Intelligence, Papers

The Predictive Entity

Posted on August 16, 2026August 19, 2026 jsrector

If intelligence is predictive compression, then superintelligence is not an entity that knows everything — it is one whose surprise stays near zero over horizons where ours does not. And the state where surprise vanishes entirely is provably out of reach. … readThe Predictive Entity

Cover for Closed Form and Distributed Form, part 6 of the series Intelligence Is Predictive Compression by John Rector: Newton gives us the compression on one line. A model smears it across a hundred billion numbers.
Cat Links Artificial Intelligence, Papers

Closed Form and Distributed Form

Posted on August 16, 2026August 19, 2026 jsrector

Newton’s law fits on a postage stamp. A frontier model fits on nothing. Both are compressions, both are mathematical, and the difference between them is the most consequential fact about the present moment in this subject. … readClosed Form and Distributed Form

Cover for The Physicist's Chalk, part 5 of the series Intelligence Is Predictive Compression by John Rector: Intelligence is not memory, and a hallucination is not its absence.
Cat Links Artificial Intelligence, Papers

The Physicist’s Chalk

Posted on August 16, 2026August 19, 2026 jsrector

A great physicist writes R² where R³ belongs and nobody concludes anything about his intelligence. A language model writes a flawless brief around a citation that does not exist. These are the same failure, and it is not a failure of intelligence. … readThe Physicist’s Chalk

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