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Smart Glass Supervisor is an AI-powered supervision platform, designed for Android smart glasses, that uses Gemini 3.1 Flash's multimodal capabilities to provide real-time guidance for smart glass users and field employees. The application solves the challenge of onboarding, training, and quality control for distributed workforces by: 1. Real-time Video Processing - Captures live camera feeds from smart glasses and processes them through Gemini's multimodal inference 2. Intelligent Guidance System - Delivers teleprompter-style overlays and voice coaching for step-by-step procedures 3. Training Augmentation - AI-powered procedure coaching that adapts to user context 4. QC Verification - Automated quality control checkpoints with AI-powered scoring and photo evidence capture Built with a Cloud Run + Vercel architecture: Cloud Run handles backend API and Gemini CV processing, while Vercel serves the Next.js frontend. Uses Google Gemini 3.1 Flash, targeting the "AI-native Consumer Experiences" and "Consumer Agents" tracks.