Offline coach: instruct affirmation TONE (model writes its own), not a fixed phrase

Offline coach prompt: state goal/no-goal result explicitly, lead with it

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

Add coach client module

Fix: inline self-contained MediaPipe pose (drop futheros.adapters dependency)

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

Use fine-tuned ball detector (SAM3 auto-labeled, 7/8 goals) from build-small-hackathon/futheros-ball-rfdetr

FUT-HEROS match mode: SAM3 goal detection + RF-DETR ball tracking + goal events + per-strike coaching (ZeroGPU)