AI Technical Debt Is Real. Here Is What We Measured.
AI-generated code introduces 1.7x more defects per PR. Here is what we measured on AI technical debt: compounding costs, detection tools, and when to stop.
Journal · Developer productivity
4 articles in Developer productivity.
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Cyclomatic Complexity: What the Score Actually Tells You
What cyclomatic complexity actually measures, why the flat threshold of 10 misleads teams, and which tools (SonarQube, CodeScene, Understand, Code Climate) get you the real number.
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Action Items After Meetings: What Actually Works Now
Four AI meeting tools tested on action items accuracy, measured against a plain markdown file and three tracking habits that actually stick.
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Code Refactoring Techniques That Actually Ship Clean
Six code refactoring techniques ranked by blast radius, with the test-first rule that makes all of them safe to run on a Monday morning.
