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Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

Fight Karhutla turns satellite hotspots and citizen reports into evidence-backed forest and land fire incidents for Indonesia. NASA FIRMS hotspots are clustered into incidents; code collects numbered evidence (weather, nearby roads, water, settlements and offices, Sentinel-2 before and after images with the burn scar computed from dNBR); residents report by web form or WhatsApp with photos, voice notes, and a pin. Muse Spark 1.3 reads all of it and drafts a bilingual brief (English and Indonesian) whose every claim cites stored evidence. An evidence gate in code checks every claim and number and lowers the status when the evidence does not carry it, and a human verifier makes every decision. The incident view also gives a suppression outlook for ground crews (likely spread and approach side, access, nearest water, fire station, dryness), and an approved drone survey downloads as mission files for a real drone.