Review economics
alibaba/spring-ai-alibaba
Read from the 100 most recently merged pull requests ·
Pull requests with attributed agent authorship took only 0.8× the reviews submitted of the rest.
≥4%
Attributed
a floor
7
Attributed PRs
93
Other PRs
100
Read
Attributed — the latest 5
#4872 test(graph): add unit tests for InterruptionMetadata builder logic
1 reviews · 23h to merge
#4871 fix(core): upgrade fastjson 1.2.83 to 2.0.58 to address CVEs
2 reviews · 1h to merge
#4865 docs(graph): clarify checkpoint resume semantics of invoke(Map, config)
1 reviews · 19h to merge
#4860 fix(graph): preserve primitive arrays in message metadata on deserialization
1 reviews · 15h to merge
#4826 fix(agent): normalize null-content tool-calling AssistantMessage (#4561)
3 reviews · 5.7d to merge
The rest — the latest 5
#4877 fix(admin): make sidebar menu scrollable
1 reviews · 12h to merge
#4744 fix(agent): detect shell completion marker on output without trailing newline
5 reviews · 38.4d to merge
#4536 fix(admin): update chat memory reference links
1 reviews · 107.0d to merge
#4854 chore: Avoid wildcard import
1 reviews · 23h to merge
#4855 feat(graph): Make `deepseek` and `zhipuai` assistant optional
1 reviews · 22h to merge
How this was measured
4% 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; 6 PRs came off an agent branch with no commit attribution, so the real share runs higher; reads 100 of 1575 merged PRs — the rest have not been analyzed yet.
Detected: Claude Code, OpenAI Codex.
“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
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