ai-engineeringdeveloper-productivityengineering-metricscode-quality Your AI Coding Dashboard Counts the Wrong Thing Acceptance rate tracks how developers feel, not whether code survives. A git-blame script can measure 30-day rework by cohort, AI versus human, from history you already have. michael tuszynski Oct 05, 2026 7 min read