Field notes
Field notes
Five pieces of material from building and running one of these, rather than argument about one. What the corrections actually turn out to be, why a guess cannot be repaired, what changes over time, and the two cases worth reading closely.
The standard these are held to
The rest of this site argues. Anyone who thought hard enough could have written it, and that is fine, because an argument is judged on whether it is right.
These pages are different and are held to a different test. If a page here could have been written by someone who never built anything, it has failed at the only thing it was for. Where a page states a finding, it says what record the finding came from.
What is not published. No counts, no proportions, no dates, no contents from the underlying record. Aggregate shape only: orderings, directions, relative weights and the kinds of thing that occur. Every page states its own source and its own withholding, so you can see the boundary rather than take a claim on trust.
The notes
What founders actually correct
Taxonomy, from a working record
Eight kinds of correction, and the distribution is nothing like what anyone expects. The categories that sound like judgment are close to empty. Standards, voice and process carry almost the whole weight.
Why capture beats inference
The mechanism, and why it is not recoverable
One guessed entry does not make a record slightly worse. It makes the whole record unauditable, because nothing marks which entries came from the person, and everything built on top of it inherits the fault.
What operating an imprint changes
Nineteen months of running one
The first thing it handed back was not better work, it was a claim about the operator. Then the existing offers grew rather than only the new one, which is the difference between this and a productivity story.
Klarna was a sequence failure
A reading of a public reversal
The model did not fail. The order did. The people carrying the judgment were reduced before the system had captured what they knew, in the one function where trust in the product gets tested.
From 2006 to 2026
The diagram, and what reversed
The 2006 advice was to remove yourself, and it was right, because a business could only scale what it could standardise. What changed is not the goal. It is which of the two things a business runs on can now be carried without you in the room.
Two different clocks, and they are kept separate
The practice has been running since the end of 2024, which is about nineteen months. The correction ledger that two of these notes draw on is much younger, running since June 2026. Where a note reports from the ledger it says so, and it does not borrow the longer clock.
This is stated because the first version of these pages got it backwards. It reported the ledger's two months as though that were the operating window, having taken the age of the first record it found as the age of the thing. The record is not the practice. Corrected rather than quietly fixed, because a tier whose only claim is first-hand reporting has no business hiding a correction to its own dates.
What is not here yet
The hard case, which is belief revision at scale: what happens when a foundational position changes and everything resting on it has to be located and revisited rather than left in place still being applied. That is an open problem, it is why Atlas exists, and nothing here should be read as a claim that it is solved. Nor is there anything yet about a second person's rulings entering the same system, which is harder than one person's.
The rest of the estate
The category is defined at what Imprinted AI is. The vocabulary is at the glossary. Where this sits against the alternatives, including where an alternative is the right tool, is at the comparisons. The direct questions are at questions.
Keep going
These five are what the argument looks like once someone has actually run it for a while. The argument itself came first, and it is longer.
The full case is The A.I. Business Manifesto. About 23,000 words, free to read on the page, no gate in front of it. If you would rather have the short version, the same page will send you the three fixes and the PDF.
Read The A.I. Business Manifesto
Free either way. Reading it costs nothing and asks nothing.
Last updated: 28 July 2026