Using Google’s Gemini multimodal API with strict JSON schema enforcement, it generates a precise, timestamped observation log. The interface syncs an HTML5 video player with an interactive event timeline click any AI-detected moment to instantly jump to that frame. Built for rapid hackathon deployment, it delivers a lightweight, mobile-friendly lab grading assistant with secure, server-side API key handling.

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