# GridProbe

- **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:** [Hilal Saglam](https://cerebralvalley.ai/u/1hilal7)
- **GitHub:** https://github.com/1Hilal7/gridprobe
- **Demo video:** https://youtu.be/4t91r9PFhZU
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3521

GridProbe is an evidence-seeking AI diagnostic agent for physical infrastructure. Instead of sending telemetry to an LLM and asking for a guess, GridProbe actively decides what evidence it needs next, calls deterministic analysis and retrieval tools, records every observation in a traceable Evidence Ledger, and only produces a structured diagnosis when the evidence is sufficient.

The current prototype focuses on electrical panels and can investigate overload, phase imbalance, connection-related heating, and insufficient-evidence cases. It combines Meta Muse Spark 1.3 reasoning with deterministic Python tools, structured evidence tracking, explicit abstention, and a multimodal architecture using SAM 3.1 and Muse visual observation.

When the evidence cannot establish a cause, GridProbe returns NEEDS_MORE_EVIDENCE instead of inventing a diagnosis. The system is designed as decision-support software for qualified maintenance teams and as a hardware-ready foundation for future industrial telemetry integrations.

## More from Meta Global AI Developer Hackathon

- [Hypatia](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3518)
- [Solophil](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3519)
- [ParkLens](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3520)
- [TFN Proof of Growth](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3522)
- [SoloEstate AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3523)
- [ChartAudit](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3524)

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