# json

- **Event:** [RAISE Summit Hackathon](https://cerebralvalley.ai/e/raise-summit-hackathon)
- **When:** Jul 4 at 9:00 AM – Jul 5 at 7:00 PM (GMT+2)
- **Where:** Paris, France
- **Team:** [Adam HNAIEN](https://cerebralvalley.ai/u/vgk), [Dani Oh](https://cerebralvalley.ai/u/dani5032), [Hyoungyong Oh](https://cerebralvalley.ai/u/spear), [Lakhdar Berache](https://cerebralvalley.ai/u/lakh), [Simeon Martin Kupriyenko](https://cerebralvalley.ai/u/simeonkupri)
- **GitHub:** https://github.com/aminssutt/Arc
- **Demo video:** https://youtu.be/ohvx1NQniWc
- **Gallery:** https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/18

Arc is a cloud based multi-agent system for telecom network operations. When a site fault fires (a power fault at a base station), a deterministic watchdog triggers an orchestrator that runs specialized agents: they locate the fault, diagnose ranked probable causes from the carrier's own technical documents with confidence-gated re-retrieval, and dispatch the incident to the one right field technician by skill and location. The technician gets a push on iOS, tests physically, and validates or refuses with a real measurement, and the agent confirms or pivots and re-diagnoses live. Arc then generates a cited action report with the procedure, cost avoided, and the replacement part matched to stock. Every decision is grounded in documents and every claim links to its source. All reasoning runs on Vultr Serverless Inference with VultronRetriever. Not retrieve-then-answer: it plans, retrieves multiple times, calls real tools, closes a physical human loop, and produces an outcome a NOC team can actually use.

## More from RAISE Summit Hackathon

- [Marshal](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/15)
- [Bug Catchers](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/16)
- [Tanush Shah](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/17)
- [ljon](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/19)
- [RDS](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/20)
- [AURA Clinical Agent](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/21)

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Markdown version of https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/18. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt