engineering

The tools used for AI-assisted development may be new, but the principles that make them effective are not.

AI can produce good code while following a confident but wrong line of reasoning. A better engineering workflow supplies the judgment it lacks.

AI pushed software engineering into a different form, where product thinking and respect for process matter more than ever.

A practical workflow where Claude implements a change and Codex reviews the pull request automatically in GitHub Actions.