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... made us realize we had it backwards. You can't provide effective suggestions without getting accurate measurements first. What makes a PR too large ? When is the context-switching too much ? You can t improve something you can t quantify. So, we created "Weave Hours." Think of them as expert engineer hours. We scan every PR and determine how long it should take an expert engineer (i.e., 5+ years at a top tech company, deeply familiar with the codebase ... ... their craft, it can give insights that actually improve it. Why It Matters Because of AI, we're witnessing the most significant productivity shift in software engineering history. That s what the hype says, at least. But our data quantifiably