Review economics
virattt/ai-hedge-fund
Read from the 53 most recently merged pull requests ·
Pull requests with attributed agent authorship took only 0.5× the reviews submitted of the rest.
≥3%
Attributed
a floor
4
Attributed PRs
49
Other PRs
53
Read
Attributed — the latest 4
#584 feat(llm): add Moonshot Kimi as a model provider
1 reviews · 3h to merge
#556 Fix news sentiment handling when news is missing
0 reviews · 12.0d to merge
#536 fix: log API failures and handle missing data in Ben Graham agent
2 reviews · 15.1d to merge
#549 fix: make CompanyNews.author optional to handle missing API data
0 reviews · 1h to merge
The rest — the latest 5
#645 Add MIT LICENSE file (resolves #644)
1 reviews · 2h to merge
#638 fix: accept ticker CLI alias
1 reviews · 0h to merge
#615 test: skip live FD smoke tests without API key
0 reviews · 0h to merge
#602 fix: make JSON extraction robust for DeepSeek V4 output format
1 reviews · 12h to merge
#567 test: add unit tests for Cache class
1 reviews · 0h to merge
How this was measured
3% 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.
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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