Pel&Bee Lab

Pel&Bee Lab

Lab log

11,720 commits since February 2026 — every single week.

4,465 on the core pipeline (video analysis, music analysis, scoring, DAW) · 6,385 on the systems that feed and speed it up · 870 on creative AI (storyboard & AI video). Unrelated projects excluded.

Commits per week, all repositories11,720 commits since February — every single week.
  • Core pipeline
  • Supporting systems
  • Creative AI (storyboard & AI video)
  • Cumulative total
Show the numbers
Week ofCore pipelineSupporting systemsCreative AI (storyboard & AI video)TotalCumulative
2 Feb24002424
9 Feb174590233257
16 Feb260900350607
23 Feb31519405091,116
2 Mar30418904931,609
9 Mar9113102221,831
16 Mar1479902462,077
23 Mar18390572,134
30 Mar297201012,235
6 Apr415811632,398
13 Apr142483526773,075
20 Apr27149782543,329
27 Apr135105132533,582
4 May2089223023,884
11 May25910423654,249
18 May1747602504,499
25 May13937805175,016
1 Jun19627474775,493
8 Jun33731906566,149
15 Jun10117602776,426
22 Jun2016301836,609
29 Jun6641704837,092
6 Jul953361205517,643
13 Jul5125611917,834
20 Jul05224767,910
27 Jul0351371728,082
3 Aug021821038,185
10 Aug0121601728,357
17 Aug7060481788,535
24 Aug9947045739,108
31 Aug435023569,464
7 Sep2150692219,685
14 Sep144466561510,300
21 Sep236480371911,019
28 Sep44054049411,513
5 Oct (partial)2007020711,720

ISO weeks 2026, Monday start; the last week is partial. Counted across all repositories, deduplicated by commit; unrelated projects excluded.

Changes, newest first

  1. ScoreFlow

    The DAW keeps detailed waveforms while you navigate the timeline.

  2. ScoreFlow

    The Spotter starts from per-scene drafts while the scene book is still being verified: music regions land about 28 minutes sooner.

  3. ScoreFlow

    A Linux GPU worker joins; face analysis runs locally on the GPU.

  4. ScoreFlow

    Learning loop: after every delivery, the Scorer compares its picks with the composer's final mix and learns from the composer's edits.

  5. Music ID

    Searches the whole library when the source is unknown; one runbook is now the single source.

  6. ScoreFlow

    The Scorer plans the whole episode's tracks at once: repeats inside 10 minutes dropped from 8 to 0, and edit points land closer to the cut (0.64 s on average, from 1.02 s).

  7. Music ID

    Reads full episode mixes: which track, where, from which source second and how it was edited. Benchmarked on our own deliveries with real dialogue mixed in at 0, −10 and −20 dB: 99.1% without dialogue.

  8. Music ID

    36 commits in one day on identification quality.

  9. Music ID

    A reproducible quality foundation: every change is measured against the same bench.

  10. Music ID

    First private pilot: verifying edited tracks and their source-time intervals.

Origins

Where it started.

The project began in February 2026 with the video analysis engine.

  1. ScoreFlow

    New ScoreFlow DAW codebase.

  2. All engines

    Rebuilt as native engines: picture, scoring, music understanding and the DAW.

  3. ScoreFlow

    First automatic cue-sheet bundle.

  4. ScoreFlow

    First end-to-end run of the full pipeline: 161 library tracks, 21 cues placed.

  5. ScoreFlow

    Unified pipeline spec connecting ScoreFlow with video and audio analysis.

  6. Music analysis

    First commit of the music analysis engine.

  7. ScoreFlow

    First commit of ScoreFlow.

  8. Video analysis

    First commit of the video analysis engine: where the project began.