# LabPilot

- **Event:** [Google I/O Hackathon](https://cerebralvalley.ai/e/google-io-hackathon)
- **When:** Sat, May 23 at 9:00 AM – 10:00 PM (PDT)
- **Where:** Shack15, San Francisco, CA
- **Team:** [Carl Okpala](https://cerebralvalley.ai/u/Carldtytan), [Jiyun Kim](https://cerebralvalley.ai/u/jiyun), [Godson Ajodo](https://cerebralvalley.ai/u/Ajoson)
- **GitHub:** https://github.com/Ajodo-Godson/Lab_Pilot
- **Demo video:** https://drive.google.com/drive/folders/1bsALqTXxQDTJe-uAerfoydPeAc_L3rAC?usp=sharing
- **Gallery:** https://cerebralvalley.ai/e/google-io-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/google-io-hackathon/hackathon/gallery/98

Getting a wireless device certified for sale (FCC, CE, ISED, MIC, ANATEL) currently takes 3+ weeks and around $50K per device, almost all of it spent on manual regulatory research, test planning, and report drafting. LabPilot collapses that into a 2-minute automated pipeline.
You hold the device up to a webcam. Gemini Vision identifies it, extracts model/form factor/radios, and synthesizes a bill of materials. From that single photo, 13 Gemini agents take over: an intake agent normalizes the BOM into a structured device profile, 5 jurisdiction analysts (FCC, EU, CE/RED, ISED, MIC, ANATEL) run in parallel to map applicable regulations, a test-plan author drafts the configuration matrix, a physics-based SAR digital twin streams a volumetric scan into a live 3D viewport while a SAR monitor flags anomalies in real time, 5 report-section writers run in parallel to draft each section of the compliance document, and a final assembler renders the cited PDF with embedded charts.
The entire flow — vision → BOM → analysis → simulation → cited PDF — is live, end-to-end, with no manual typing.
Nothing like this exists in the certification space today. Current tools are either single-LLM chatbots that emit checklists, or six-figure lab software with no AI layer. LabPilot combines multimodal vision, multi-agent orchestration, real-time physics simulation, and autonomous report generation into one pipeline that could realistically serve every hardware startup shipping a wireless product.

---

Markdown version of https://cerebralvalley.ai/e/google-io-hackathon/hackathon/gallery/98. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt