magic-crop-localmaxxing

local pipeline
normalize→transcribe→ scene_detect→judge→ backstop→split→ semantic→play_group→ dense_seed→subject_presence→ bbox→crop→native 9:16
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Runs the local pipeline against the configured vLLM / whisper / tracker endpoints. Uploads are queued and processed in order; your runs are scoped to this session. Edited knobs apply to this run only; the run records its config.
● Pipeline progress
▤ Run overview
▦ Cropped 9:16 output
◫ Crop inspector
crop window SAM3 raw Florence LA ball trajectory motion cut clip boundary GT ball
⌖ Source & timeline
Cut detection — CV candidates judged by the 9B
hard_cut soft_transition false_positive final cut dissolve backstop add
Single-shot clips — motion tier · keyframes
⛓ Cross-cut plays
◎ Subject context (whole-video)
◉ Active speaker (follow the talker)
◳ Per-shot analysis
⏱ Stage latency
⚖ Cut-judge inspector
before/after frames the judge classified on