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Name: Inference at Scale: Transcribing Millions of Insurance Calls with Whisper and Azure ML
--client chipy --show july_26 --room main 15578 --force
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Marks
Author(s):Jimmy Scray
LocationMain
Date jul Thu 09 Days Raw Files
StartJuly 9, 2026, 6:24 p.m. First Raw StartJuly 9, 2026, 6:19 p.m.
Duration00:45:00 Offset0:04:03
End July 9, 2026, 7:09 p.m. Last Raw End July 9, 2026, 8:19 p.m.
Chapters 00:00 0:26:14
Total cuts_time40 min.
raw-playlist raw-mp4-playlist encoded-files-playlist mp4 svg png
final audio

assets release.pdf inference_at_scale.json
logs
Admin: episode episode list cut list raw files day marks day marks day image_files
clear this to unlock
user/process that locked.
initially scheduled time from master, adjusted to match reality
length in hh:mm:ss
Video Title (shows in video search results)
email(s) of the presenter(s)
has someone authorised pubication
m=mono, 01=copy left to right, 10=right to left, 00=ignore.
filename.png
markdown
production notes
2026-07-09/18_19_56-000000.mkv 18:19:57 - 18:49:56 ( 00:29:59 ) S: 18:19:57 - E: 18:49:56 D: 00:29:59
vlc ~/Videos/veyepar/chipy/july_26/dv/main/2026-07-09/18_19_56-000000.mkv :start-time=00.0 --audio-desync=0
Raw File Cut List
July 9, 2026, 6:19 p.m. seconds: 0.0
Wall: 18:19:57
Duration 00:29:59
July 9, 2026, 6:49 p.m. seconds: 0.0
Wall: 18:19:57
Comments:
mp4
mp4.m3u 		dv.m3u : delete
audio viz
2026-07-09/18_19_56-000001.mkv 18:49:57 - 19:19:56 ( 00:29:59 ) S: 18:49:57 - E: 19:19:56 D: 00:29:59
vlc ~/Videos/veyepar/chipy/july_26/dv/main/2026-07-09/18_19_56-000001.mkv :start-time=00.0 --audio-desync=0
Raw File Cut List
July 9, 2026, 6:49 p.m. seconds: 0.0
Wall: 18:49:57
Duration 00:29:59
July 9, 2026, 7:19 p.m. seconds: 0.0
Wall: 18:49:57
Comments:
mp4
mp4.m3u 		dv.m3u : delete
audio viz
2026-07-09/18_19_56-000002.mkv 19:23:41 - 19:49:56 ( 00:26:14 ) S: 19:19:57 - E: 19:49:56 D: 00:29:59 (Start: 224.105333)
vlc ~/Videos/veyepar/chipy/july_26/dv/main/2026-07-09/18_19_56-000002.mkv :start-time=0224.105333 --audio-desync=0
Raw File Cut List
July 9, 2026, 7:19 p.m. seconds: 224.105333
Wall: 19:23:41
Duration 00:29:59
July 9, 2026, 7:49 p.m. seconds: 0.0
Wall: 19:19:57
Comments:
mp4
mp4.m3u 		dv.m3u : delete
audio viz
2026-07-09/18_19_56-000003.mkv 19:49:57 - 20:04:37 ( 00:14:40 ) S: 19:49:57 - E: 20:19:56 D: 00:29:59 (End: 880.88327)
vlc ~/Videos/veyepar/chipy/july_26/dv/main/2026-07-09/18_19_56-000003.mkv :start-time=00.0 --audio-desync=0
Raw File Cut List
July 9, 2026, 7:49 p.m. seconds: 0.0
Wall: 19:49:57
Duration 00:29:59
July 9, 2026, 8:19 p.m. seconds: 880.88327
Wall: 20:04:37
Comments:
mp4
mp4.m3u 		dv.m3u : delete
audio viz
root is .../show/dv/location/, example: 2013-03-13/13:13:30.dv
check and save to add this

2026-07-09/18_19_56-000000.mkv
audio viz
2026-07-09/18_19_56-000001.mkv
audio viz
2026-07-09/18_19_56-000002.mkv
audio viz
2026-07-09/18_19_56-000003.mkv
audio viz

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