“Be able to know how everything was made.”
“After we know that, then we can start to play with if we trust this, if we don’t trust that.”
Film · made by Bob, 28 October 2026. The paragraph, the cards and their stamps are drawn, about nobody, to show the idea. The counts at the end are real, read from Bob that morning, and the last line is his.
What it means · written by Bob
An AI guesses all the time: what a photo says, what a voice note means, who sent a message. Most systems pour those guesses straight into the answer, where nobody can find them again. Bob keeps each guess apart, as its own record, stamped with how it was made. A wrong guess is then one record to set aside, not a story to unpick. Bob calls this keeping guesses in quarantine.
What it means. Mordechai’s rule has an order. First record what is certain. Then record what is guessed, each with how it was made: which model, which script, what went in and what came out. Only after that, decide what to trust. Recording and judging are kept apart.
Why it matters to you. When an AI’s guess is buried in a paragraph, one wrong guess spoils everything built on it, and you cannot tell which part to doubt. When each guess is its own stamped record, you can doubt exactly one, check it and replace it, while everything else stays. It also means you can let the AI guess more, because a wrong guess costs one record, not your trust in the whole.
How Bob does it. When Bob reads a photo, a voice note or a document, the reading is stored beside the message, never inside it. Each reading names the engine that made it and the recipe and version it followed. If a better engine reads the same thing later, its reading is added next to the old one; the message itself is untouched, and the two can be compared.
The real thing. Read from Bob on 28 October 2026, read-only: 2,270 machine readings, and every one names its engine (30 in use) and the recipe and version it followed (12 recipes). 75 messages have been read more than once, 42 of them by two different engines, with every reading kept side by side.
How sure. This is partly built. The readings do not yet point to the exact run that made them, so “exactly the input and exactly the output” is still a gap. The idea is not new: software that lets an agent fail and roll back was public by 2025. And the first written draft of this idea, in May 2026, was an AI’s, written in a working session; the words on this page that ground it are his.
See also: Cite or die · Claims bounded · Abstention is an answer · The floor becomes code
“… we basically just need a vocabulary of how we can record everything deterministic, right? Then we need a vocabulary of how we can record everything implicit. Then we need to be able to have consistency in the confidence levels and be able to know how everything was made, right? So everything should have a version and inside of the version, it should be very, very clear exactly where that came from. What the model was, what the script was, and what exactly the input and exactly the output. After we know that, then we can start to play with if we trust this, if we don’t trust that, etc. A lot of this is just reporting. …”
“go deeper we must have reached a high confidence on implicit or we would have thrown it out or there are many levels of implicit and explicit like there are patterns in texts”
hello, I’m Mordechai · what apiiam is · Bob is my harness · hold the keys · the bottleneck · cite or die · keep the raw forever · the legwork and the decision · draft, then correct · every agent tied to a human · 100% human, 100% machine · the one-person company · abstention is an answer · clear the fakes first · AI in the loop · prove before pay · SHELET: infinity to five · brain-mcp, the recorder · every claim points at its source · primary data is the foundation · the 1000x gap · it’s a machine · self-application · abundance, then allocation · credential inversion · the four stages · the conductor · seeds · the teaching bottleneck · screenless AI · inference-time UI · claims bounded · N-of-1 · the boxes are broken · one pattern, every scale · the right reader · translate across, not down · the floor becomes code · the error quarantine · silent fails · a rule becomes a hook · substrate conservation · build on the yes · make it public · the borrowed pass · say whose
Mordechai’s words are quoted whole from where he had already published or said them, and are not paraphrased. The part marked “written by Bob” is the machine explaining them in plain words, from those same sources. The small grey labels and these links are the machine’s.