# Samir Baral

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Samir Baral](https://cerebralvalley.ai/u/baralsamir941)
- **GitHub:** https://github.com/Sameer769dev/CrisisGrid
- **Demo video:** https://www.youtube.com/watch?v=Kfhzb1cAAnY
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/650

When natural disasters strike, emergency operations centers lose 45 critical minutes manually cross-referencing aerial drone footage, chaotic radio chatter, and static maps. Worse, off-the-shelf vision models routinely hallucinate evacuation routes straight through 12 feet of raging floodwater.

CrisisGrid is an autonomous multimodal disaster triage, infrastructure assessment, and emergency dispatch agent built on 5 Meta frontier models with a non-negotiable Verifiable-Agent Principle: Neural models propose; pure deterministic Python mathematics disposes.

CrisisGrid executes 9x parallel async sam-3.1 spatial segmentation calls to separate passable infrastructure from critical flood and debris hazards in 5.2 seconds. Simultaneously, muse-voice-transcribe-1.0 transcribes emergency responder storm maydays with over 99% accuracy. muse-spark-1.3 fuses the radio transcript with segmented aerial telemetry to evaluate urgency and propose candidate evacuation corridors. Crucially, every proposed corridor is mathematically audited by a deterministic Liang-Barsky geometry engine; any route intersecting floodwater past our 10% tolerance is instantly rejected with proof, forcing an autonomous self-correction loop onto dry elevated asphalt. 

Only mathematically verified coordinates reach muse-wonder-1.0 for high-effort tactical multi-unit dispatch (drones, swiftwater boats, medical staging). muse-image-1.0 renders an official tactical briefing card grounded strictly in verified state, and dispatchers can export standardized FEMA ICS-204 Incident Action Plans or stream live global seismic telemetry from the USGS feed.

## More from Meta Global AI Developer Hackathon

- [Karthik Ranganathan](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/647)
- [FireFinder](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/648)
- [MyZolve Connector](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/649)
- [ScoutIQ](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/651)
- [Innovators](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/652)
- [Lotus](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/653)

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