Open Tools & Demos

Each tool encodes 40% of what a teacher does — the portion that's pattern-based and repeatable. The other 60% requires a human. One tool every three months. Open source under MIT licence — clone the repo, bring your own API key, run locally. Hosted demos: verify your email to try now — 10 free analyses, no account setup.

anticipation tension relief shape: dynamic synergies: 1 tensions: 1 Selection → Embeddings → Haiku
February 2026

Play Shape Diagnostic

Analyse experiential qualities of play concepts. Select three qualities from twelve — see whether your combination is harmonic, distinct, dynamic, complex, or paradoxical.

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CLAIM EVIDENCE SCOPE ASSUMPTIONS GAPS Solid Worth examining Needs attention DeBERTa → Rules → Haiku
February 2026

Coherence Diagnostic

Analyse design concepts for coherence. Shows what's strong, thin, or unclear across five dimensions. DeBERTa qualifies, deterministic rules judge, Haiku narrates.

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