# INFORMATIX

- **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:** [goh Tanguy](https://cerebralvalley.ai/u/techinnov)
- **GitHub:** https://github.com/Lebosstech/cityresolve
- **Demo video:** https://youtu.be/KBbkV-Piliw
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3246

CityResolve — Citizen reports that keep every problem, not just the first one.

IMPACT: Citizens report urban problems, but cities often triage only the first problem mentioned and dispatch teams on guessed severity. CityResolve protects real-world impact: every problem in a report is kept, similar reports are grouped into incidents, and unknown severity and exposure are held for human verification instead of invented. Municipal teams get a prioritized plan under real constraints: skills, availability, budget.

TOOLING: Built with the Meta Model API (api.meta.ai). Meta vision analyzes photos from pixels only. Meta text models power extraction and the classic-vs-Meta comparison. No simulated results: every Meta call is a real API call.

DEPTH: Multi-problem splitting, incident grouping, constraint-aware planning, plan revision when new information arrives, and classic-vs-Meta comparison — all in one working product with a public repository and a live demo.

DEMO: Live demo: https://cityresolve-8i41.onrender.com — Public GitHub repository: https://github.com/Lebosstech/cityresolve — Demo video: https://youtu.be/KBbkV-Piliw.

Honest limitations: sandbox demo with fictitious data; scientific evaluation protocol NOT frozen, so no superiority claim; no real-world impact measured yet; vision tested on a synthetic schema and one real aerial flood photo; audio transcription and video understanding are shown as coming soon, not claimed.

## More from Meta Global AI Developer Hackathon

- [TrajectoryGPT](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3243)
- [Mohamed Zahran](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3244)
- [Innodev](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3245)
- [Biometric Hair Arch (φ 1.618)](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3247)
- [SightGlass](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3248)
- [Friengineers](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3249)

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