One question, asked different ways.

The Diagnostic Machine

Watch a classification system think. Cause weights shifting, topology layers activating, state mismatches being detected.

Me explaining to a camera at midnight why every password manager is a classification system that sorts your memory into the wrong categories.

Stable Match and the DSM are the same essay. Both are allocation mechanisms that sort humans into categories, both optimize for system stability over individual preference, and both become invisible infrastructure that people experience as fate.

The Invisible Architecture

How psychiatric classification systems function as invisible infrastructure. Six interactive experiences across ten disciplines.

If the planning-execution gap is structural and not motivational, then every productivity system is solving the wrong problem. So what would a system look like that was designed for the gap instead of against it?

AI-generated Jake explains the Gale-Shapley algorithm using only examples from reality TV dating shows.

Stable Match

The algorithm that matches residents to hospitals, students to schools. A theorem you can play.

Keymaster

Semantic password retrieval. The gap between how your brain stores context and how password managers force you to retrieve it.

Atlas

AI knowledge extraction. The gap between what you said to an AI and what you can find later.

What would it mean to build AI tools that showed you the classification layer instead of hiding it? Not as a feature. As a design principle.

Chroma

Four Color Theorem. Your brain wants five.