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

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

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

Refresh stale NYC v11 metrics to v22 across doc pipeline

Refresh all doc variants to Riyadh v12 metrics

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