Review economics
rohitg00/ai-engineering-from-scratch
Read from the 100 most recently merged pull requests ·
Pull requests with attributed agent authorship took only 0.6× the reviews submitted of the rest.
≥2%
Attributed
a floor
4
Attributed PRs
96
Other PRs
100
Read
Attributed — the latest 4
#394 fix(site): keep read-aloud going when the speech engine drops an utterance
2 reviews · 2h to merge
#369 feat(site): read articles aloud with the browser speech engine
3 reviews · 5.1d to merge
#340 docs(phase-00/01): add macOS/Apple Silicon branch to Step 6 GPU setup
1 reviews · 2.9d to merge
#317 docs(phase-00): add macOS/MPS branch to env-check prompt
0 reviews · 26.2d to merge
The rest — the latest 5
#390 fix(readme): restore count-pinned toolkit sentence for the counts-sync bot
0 reviews · 0h to merge
#387 fix(i18n): shard translation CI by phase + commit README translations + fix language picker
23 reviews · 10h to merge
#376 fix(phase-01/15): chi-squared p-value was 7.5x too large
1 reviews · 28h to merge
#380 feat(site): full curriculum figure coverage (503 lessons) + lang-picker CSS cachebust
0 reviews · 2h to merge
#381 fix(quiz): correct answer is always in the same position (slot B)
0 reviews · 0h to merge
How this was measured
2% 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; reads 100 of 183 merged PRs — the rest have not been analyzed yet.
Detected: 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.
Tell me when this moves
We re-read rohitg00/ai-engineering-from-scratch weekly and email only when the number changes materially.
Read your own repos
This one is public. For a private repo, run the same read locally through your own GitHub credentials — nothing is installed and nothing is sent to us.
npx @ambera/review-taxWant this continuously on rohitg00/ai-engineering-from-scratch — each pull request paired to the task it came from, and the work graded from its review loop rather than its diff size? Claim this repo in Forge
Browse every repo people have read · Read a different repository