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ontology in models (SSOT) → generated tokens: - models.py: OntologyTerm + ColorFamily; ROLE/LIFECYCLE/AGREE terms (color+glyph+ label) and an authored 12-family SAMPLE-WORLD model (hue-anchored). Variation = OKLCH lightness ladder + ±8° hue-fan → 8 shades/family = 96 sample slots. Sample axis (conceptual) kept separate from the measured-register axis (ROLE_FAMILIES). - tools/gen_tokens.py: OKLCH→sRGB (no deps) → tokens.css (armada/ui) + tokens.json (triangle fetches at runtime, overrides :root). Validated vs DesignTokens. New tide.py 'tokens' step. Never hue alone (glyph+label per term). triangle UX (low cognitive load, clear hierarchy): - header calm at rest: one title line, one quiet coverage line, and the agreement bar is now the interactive sea-state instrument (overview + legend + level filter in one) — replaces the duplicated chips+stack+pills. - faceted full-text search: free terms + scopes (sample:/gig:/phrase:/take:/style:/ name:), covers the pattern registry, with 'matched-in' hints so results never feel mysterious; '/' focuses, clear button, teaching empty state. - sound chips colored by sample family (shared lexical classifier from tokens), glyph-paired; agreement painted from the ontology (unparsed no longer red). - tests: 51 green (OKLCH math, shade ladder greyscale-distinctness, ontology integrity, unparsed≠conflict, DRY tokens contract, classifier examples).
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