Ask in plain language — “color Japanese municipalities by prefecture” — and an AI agent runs SQL and paints the map, entirely in your browser. A 3-hour workshop that takes an LLM × GIS agent apart (DuckDB-WASM, MapLibre GL, Vega-Lite, Claude) and rebuilds it one layer at a time.