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.
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.
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.
Trade feedback with a partner. Two private AIs, one on each side — the voice between the two of you stays human. The witness half of the commitment, built.