UNI Universal Natural Intelligence

Universal Natural Intelligence

A working laboratory for a different kind of intelligence — models you can read, mathematics you can touch, and instruments built to stop any of it claiming more than it has measured. You are standing in it.

This frame is the real room — the classroom of the flagellar-motor laboratory, served by this site as an exact copy of docs/classroom.html from its public repository, byte-verified against the pinned source commit on every build. The boards and benches inside are clickable. Open it full screen.

The whiteboardEvery matrix drawn, every step of the mathematics shown as it happens — the colony’s generative model on one board, and its organism view beside it.Run a lab7 laboratories served from this site — Bayes machines, free-energy forges, POMDP machines — each byte-verified against its public source commit. No install, no account, CPU only.Take the course39sessions, each written four ways — for a ten-year-old, in plain English, as the equation, as the derivation — parsed from the curriculum’s own source.Walk the hallwayOne door per project: what it is, what state it is honestly in, and the commit every number was read from.What is wrongThe falsification wall: every contradicted claim and negative result, front of house. A project that only narrates its wins is advertising.ContributeEverything here lands by pull request — including the operator’s own work. Code, lenses, labs, failed reproductions: all welcome.

What is honest to say about this page: the rooms and labs run entirely in your browser; the living engines behind them run on the laboratory’s own machines, and nothing here pretends otherwise — each room states what is static about itself. The estate’s full measured record — every count generated from the repository it describes — is at the overview, and the registers live in the row above marked the record.