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LabPilot

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.

Code Demo Cerebral Valley

Core trick

Gemini vision reads a webcam frame into a device bill of materials, and parallel agents draft a regulation-cited test plan and compliance PDF.

Tags

robotics/hardwarevision

Description

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.
Ajodo-Godson/Lab_Pilot★ 00 forksPythonCreated May 23, 2026 · last push May 23, 2026

README excerpt

# LabPilot

**Autonomous wireless certification testing, powered by 13 Gemini agents.**

> Wireless device FCC/CE/ISED certification takes **3 weeks** and **$50K** per device today. LabPilot collapses that to **minutes** -- enabling RF engineers to iterate on hardware designs at the speed of software.

[**Watch the 1-minute demo**](https://drive.google.com/drive/folders/1bsALqTXxQDTJe-uAerfoydPeAc_L3rAC?usp=sharing) 

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## What it does

Point a camera at any wireless device. LabPilot does the rest:

1. **Identifies** the device from a single webcam frame -- make, model, form factor, radios -- using Gemini multimodal vision.
2. **Analyzes** regulatory requirements across 5 jurisdictions (FCC, EU RED, ISED Canada, Japan MIC, ANATEL Brazil) in parallel.
3. **Drafts** a complete test plan with citations.
4. **Simulates** a volumetric SAR scan using a physics-based digital twin in real-time 3D, with grid and phantom geometry adapted to the detected device class.
5. **Detects** anomalies live via a WebSocket SAR monitor agent.
6. **Generates** a multi-page certification report (PDF, with charts and per-jurisdiction pass/fail).

All in under 2 minutes. No dropdowns, no manual configuration -- the device classifies itself.

> **Vision -> Text pipeline:** The webcam identification result is converted into a structured BOM (device name, chips, frequencies, power, form factor), which then feeds the 13-agent text pipeline. **One photo bootstraps the entire compliance workflow.**

## W

Team