Coding with AI takes (and enables) more discipline.

I need more tests, more checks and constraints. This takes more scaffolding, which is now fast to create.

More “how will I know this works?” and less “how will I implement this?”

I need to learn how to influence the AI, and channel frustration into guidance.

More high-level thinking about what the... See more

When production code is important, then it is a minority: most project code is scaffolding. Tests, deployments, linting, verification, utilities for local development, handy admin interfaces–scaffolding is code that helps us safely and efficiently change production code.