Build detector once at import (fix per-call model rebuild) + faststart mp4

render: stream raw frames into ffmpeg (fast) instead of per-frame JPEGs

Async coach (results-first) + GPU offline coach + robust render

Custom gr.Server stadium frontend + online/offline AI coach

Replace match-mode with finalized shot-analysis app (slim pipeline, P# labels, 12 live examples)