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Automates the COPUS classroom observation protocol with Google Gemini: codes STEM lecture videos in 2-minute windows, checks agreement with human observers (Cohen's κ / Gwet's AC1), runs a video/audio/transcript ablation study, and generates faculty feedback reports. Streamlit app + CLI.