Entrepreneur
The objective at the center of modern AI is surprisal with a minus sign: training is the systematic eating of surprise. Installed between a person and the world, that reflex makes the zero-surprise life an inheritance from the mathematics — unless the stack is told whose surprise is the error. … readThe Machine That Eats Surprise
Surprise is conserved in the ledger but not in the life: any change, delivered in installments small enough, updates you without ever being felt. The mature attention economy has moved below that line. … readSurprise Has a Noise Floor
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
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
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
Every idea used to pay its way into a mind through the gate of surprise. Machines have opened a second door — one that writes directly into Expectation, so ideas arrive feeling obvious, unattributed, and already believed. … readInfluence Without Attention
The teaser, the trailer, the guidance call, the spoiler — none of them create surprise and none of them destroy it. Because surprise is a log, it telescopes: the total was fixed the moment your expectation started moving toward what actually arrived. Hype only sets the payment schedule — and disappointment is how the loan is repaid. … readThe Conservation of Surprise
Absorption turns mastery into selective ignorance: the predictable recedes from conscious awareness so attention remains free for surprise, judgment, and invention. … readThe Art of Knowing Is Knowing What to Ignore
A book you loved twenty years ago pays again because the text held still while your expectation of it weathered. Forgetting is not the leak in the attention economy — it is the depreciation schedule that keeps the world payable — and the archives that never forget are quietly spending the dividend for you. … readThe Forgetting Dividend
Grammarly built a $700 million business on one capability, then generative AI made that capability too easy to remain a destination. Its rename to Superhuman is the cleanest case study yet of the shift from apps to stacks. … readGrammarly Was the App | App to Stack