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Software-as-a-Medical-Device research prototype for AI-assisted intracytoplasmic sperm injection (ICSI). Two-stage YOLOv8 pipeline (multi-class detection plus polygon segmentation) to support sperm selection, immobilization, and injection. Django web app with live and recorded video annotation.