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iiinigence

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

iiinigence — Demo video

Every wildfire hazard, measured from a phone video. EmberScan turns a two-minute walkaround into a measured, rule-by-rule wildfire defensible-space assessment and fix plan for HOA communities, commercial properties and homes in California's fire-hazard zones. The problem: most homes lost in wildfires are lit by embers landing on what sits right next to the walls (dry leaves, mulch, wood piles, shrubs). California now draws hard lines at 5, 30 and 100 ft, and insurers are dropping communities in high-hazard zones. But is that shrub 4.7 ft from the wall, or 5.5? Nobody on an HOA board or in a property office can tell by eye, measure feet from a photo, or read the rules that define each zone. How it works: lay a printed marker on the ground and film a walkaround. SAM 3.1 tracks 12 hazard concepts across the whole video, and also finds people and license plates, which a fail-closed privacy guard blurs before anything is stored. The marker gives the ground plane, so each hazard gets a distance range from the wall and a zone. A deterministic rules engine checks California's 39-rule pack with citations; a range that straddles a zone line, or ground the video didn't cover, is "check on site", never a guess. A Muse Spark Open agent on Baseten then builds a prioritized fix plan (cost, effort, and whether it's the owner's or the HOA's job) through tool calls, checked by a code verifier, with the full trace in the report. Muse Image previews each top fix on the real building, labelled as AI and checked by Muse Spark. Each fix becomes a tracked task, and only a rescan can verify it. When a building is added, a Muse Spark research agent looks up its fire hazard zone, the law that applies and recent fires nearby, with citations. Everything was built during the hackathon (Oct 26 - Nov 4) by Jude Lee at iiinigence (https://iiinigence.com); the dated git history and CHANGELOG.md are the record. Live app: https://emberscan.vercel.app (open the Report to see a finished scan; New scan runs a live one, capped per day). EmberScan flags likely hazards and suggests fixes. It is not an inspection and does not certify any property as safe or compliant.

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