A Tale of Acceleration and Compound Engineering

A dev machine setup script practice I carried across jobs for years took me months to modernize with GitHub Copilot last summer. This year, Claude Code wrapped it in CI in ninety minutes and added a new distro in under an hour. The speedup isn't just better models—it's the compounding effect of practices like testing and CI that AI helps you put in place.