Coding with AI tools

Stage 3 · Lesson 1 of 7

Small, checkable tasks

Prompting for code: small tasks, clear specs

The single biggest improvement to your results is asking for less at a time. Break work into steps enough that you can describe the change in a sentence or two and check it in a few minutes, then give the tool one step at a time. "Add user accounts" becomes the users table migration, then the sign-up endpoint with tests, then login, each reviewed and committed before the next.

Small steps fail small: when something breaks, you know which step caused it, and every is short enough to actually read. They also keep the clean and make it easy to throw away a bad attempt.

Common trapchaining ten steps into one prompt because it feels efficient, then facing a diff too large to review honestly.

A question to check yourself, an AI practice session and 1 cheat sheet entry come when you add the roadmap to your account. Add it

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