Review economics
WEIFENG2333/VideoCaptioner
Read from the 43 most recently merged pull requests ·
Pull requests with attributed agent authorship took only 0.5× the reviews submitted of the rest.
≥28%
Attributed
a floor
11
Attributed PRs
32
Other PRs
43
Read
Attributed — the latest 5
#1102 fix(subtitle): single-quote ass/fontsdir paths in preview FFmpeg filter
0 reviews · 0h to merge
#1101 fix(asr): make handle_long_path idempotent for already-prefixed paths
0 reviews · 0h to merge
#1057 feat: Unified subtitle style system, CLI improvements, core bug fixes
0 reviews · 0h to merge
#1054 ci: Automate versioning with hatch-vcs, add quality gates
0 reviews · 0h to merge
#1043 feat: Add CLI, restructure project, pip packaging
0 reviews · 0h to merge
The rest — the latest 5
#1130 [codex] make Edge TTS the default dubbing provider
0 reviews · 0h to merge
#1129 [codex] Add desktop release packaging
0 reviews · 0h to merge
#1128 Migrate uv dev dependencies
0 reviews · 0h to merge
#1127 Run GitHub Actions with Node 24
0 reviews · 0h to merge
#1126 Install FFmpeg in publish workflow
0 reviews · 0h to merge
How this was measured
28% of merged commits carry agent attribution — a floor, not the share; tools that only complete code inline leave no commit trail, so the unattributed side includes AI-assisted work; 2 PRs came off an agent branch with no commit attribution, so the real share runs higher.
Detected: OpenAI Codex, Claude Code.
“Attributed” means a commit carried an agent’s signature — a co-author trailer, an agent commit identity, or an agent bot account. Tools that only complete code inline leave no such mark, so the other column is “rest”, not “human-written”. Full method and its limits
The badge reads this repo’s current report, so it follows the number.
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We re-read WEIFENG2333/VideoCaptioner weekly and email only when the number changes materially.
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