Built
The commitment, built.
Each tool reads a piece of your own work and shows you its shape. The AI reads language and patterns; deterministic rules carry the judgement; the AI narrates what was already decided. You can always pull back the curtain. Each encodes about 40% of what a teacher does — the pattern-based, repeatable part. The other 60% needs a human.
Open source: the three existing tools (Coherence, Play Shape, Fragment Mapper) under MIT; every tool released after 5 April 2026 under AGPL-3.0.
A two-player reading game. You don't say who you are — you get read. Pick tiles that pull at you; your private AI describes the other player as a little scene of a person doing something; you read each other and talk it out. Scoreless — the point is the hour.
Map how a language model handles sycophancy triggers. Five axes — planted falsehood, pressure reversal, mediocre praise, contradiction validation, certainty validation — ten named probes each. Local-first, macOS and Linux. The last release stays available.
See the structural relationships between scattered text fragments. Four signals measure meaning, vocabulary, emotion, and voice. Six deterministic rules surface neighbours, strays, rifts, forks, echoes, and shifts.
Analyse the experiential qualities of a play concept. Pick three qualities from twelve — see whether your combination is harmonic, distinct, dynamic, complex, or paradoxical.
Analyse a design concept for coherence. Shows what is strong, thin, or unclear across five dimensions — claim, evidence, scope, assumptions, gaps.