Fix blank page: strip 4MB of pre-baked initial Plot values; lazy compute on first interaction

Remove Paper stats tab; explain F_n/M_n in Factor poster; show mode-label preview in factor dropdown

Replace static constellations with interactive 3D Atlas (drag to rotate, color by food group or cuisine, basket diamonds mint, neighbours amber)

Rebuild passport as native HTML cards (light theme, no more alien dark-teal block)

Fix empty paper-stats heatmap (matplotlib 2-panel); tighten passport gridspec; fan out sibling alignment labels

9 new features: substitution finder, sensory search, ingredient passport, mode wiki, cultural context, sibling alignment, recipe constellation, paper-stats heatmap, recipe coherence

Add Gallery tab: factor poster, cuisine compass, vector arithmetic art, phylogeny, cosine map, SLERP trajectory

Force light mode, fix iOS dark-mode hijack, stack 3 comparison tables on mobile, shrink spectrum bar on narrow screens

Simplify UI: 10 tabs -> 4 (Explore/Transform/Map/From text). Spectrum bar. Killer demo pre-rendered. Substring search defaults.

Replace gr.api() (not in installed Gradio) with hidden-button api_name registrations

Add 6 features: mode-click->UMAP, food-group filter, why-explainers, recipe builder, public API, saved queries (BrowserState)

Readability: black labels and table headers; #288B79 accent for buttons/sliders only

Kaikaku brand: dark teal + mint. UMAP single-trace (fix empty). Matplotlib heatmap (fix empty). All three sibling cards always visible.

Fix empty heatmap (placeholder when <2 items); render UMAP+heatmap at load; add Soft theme, 3D UMAP toggle, fridge->basket routing, sibling help text

Add UMAP visualisation, fridge parser, basket cosine heatmap (8 tabs total)

Add basket pairings, multi-direction SLERP, and Mikolov arithmetic tabs