One platform, any Indian city, zero new code. Each column below is a full livepipeline run — real Sentinel-5P, NASA FIRMS, CPCB/OpenAQ stations and OpenStreetMap — over the same window. Nothing here is synthetic or hand-tuned per city; the same eight agents run against a different real bbox. Where a metric could not be computed for a city, it shows “—” rather than a guess.