The Counterexample Curriculum | App to Stack
A personal AI stack becomes more teachable when it preserves the evidence that forced a revision, not only the polished result it eventually produced. … readThe Counterexample Curriculum | App to Stack
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A personal AI stack becomes more teachable when it preserves the evidence that forced a revision, not only the polished result it eventually produced. … readThe Counterexample Curriculum | App to Stack
A dead heat is treated as a result that failed to arrive, to be cured by a finer instrument or an extra round. The sport with the finest instruments in existence wrote the opposite into its rulebook: where two athletes cannot be separated for a place, the tie stands. The foundation I work from says why. A tie is a reading with content — the record of a symmetry that held under the description the contest named — and a tiebreak does not sharpen it. It answers a second question and records the answer in the first question’s column. … readWhat Is a Tie
One AI coworker can maintain a verified directory of scheduled work across OpenAI, Anthropic, and Google, using existing tools and storage without another subscription. … readGive Your AI a Task Coordinator
The Actual does not win attention by being loud. It wins when it passes through a private lens of expectation and lands somewhere the self did not prepare to see. … readThe Lens Attention Looks Through
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
Personal AI stacks can remain distinct without making collaboration chaotic. A shared schema gives people a common way to name sources, decisions, and handoffs while keeping the methods that produce them personal. … readThe Shared Schema | App to Stack
You were taught that undo reverses an action and puts you back before it. Every undo you have ever pressed did the opposite — it added, and the systems where the feature works are add-only underneath. The foundation I work from says the direction of time is not a container that events sit inside but a property of a pair: a record that only grows and an expectation that only updates forward. Undo is the ordinary object that pries the two apart. It restores configurations, it does not restore readings, and its reach is exactly the set of marks nobody has read yet. … readWhat Is Undo
You were taught that suspense is what an undecided outcome does to you — that you are held because the world has not settled the question yet. The foundation I work from says the state does not notice whether the record is made: it runs at full strength on a match already played and on a film you have seen five times. Suspense is not a relation with an outcome. It is a denominator held wide while marks arrive, which is why it reports nothing about the world, why anyone who controls the rate of arrival can manufacture it, and why the relief at the end is not the world resolving. … readWhat Is Suspense
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
AI may make the most likely world easy to actualize. The increasingly rare human contribution is choosing the improbable possibility worth giving energy. … readThe Most Likely World