Correct API latency claims: 200-400ms is local, live Space is ~0.7-1.2s

Document plots temporal-shift diagnosis in limitations, future work, and defense Q&A

Add holdout prediction dump to Riyadh pipeline; fix README script pointer

Demo dry-run fixes: match narration to live model behaviour

Replace unverifiable Tier Accuracy KPI with training-scale card

Update dashboard KPI cards and batch label to v22/v12 values

Refresh v11-era borough/tier tables to v22 canonical; regenerate scatter data

Fix README API examples — use hf.space app URL, not the Space page URL

Fix last stale v11 metric in demo script meta-learner answer

Refresh stale NYC v11 metrics to v22 across doc pipeline

Fix Riyadh metro/type-lag features dead at inference — wrong district key

Add startup integrity guard — /health reports degraded state

Ignore overture_poi_buckets.npz — fetched at runtime from hub

Fix NYC Space crash + zero-POI degradation; add pin updater

Update charts.html per-type MedAPE and OOF value to Stack v12

Refresh all doc variants to Riyadh v12 metrics

Fix Riyadh v12 regression: restore district stats + refresh stale v11 metrics

Redesign app UI: remove landing page, premium header + sidebar

Add @page {margin:0;size:A4} for full-bleed PDF output

Add external sources table + disclaimer to Arabic report

THAMAN dual-city AVM — Stack v22 (NYC) + v12 (Riyadh)