The Prompt Patterns Cheat Sheet for Student Builders
The difference between students who ship and students who flail isn’t typing speed — it’s prompt discipline. These are the eight patterns we drill in every Atlantic Coders course, distilled onto one printable page. They work in Claude Code, Cursor, or any AI coding tool, because they’re really just good engineering communication: context, small steps, constraints, and verification. Tape it next to your screen until they’re habits.
1 · Set the scene first
The AI can't see your project unless you tell it. Start sessions with what you're building, what it's built with, and where you are.
2 · One job per prompt
“Build my whole app” produces a mess you can't check. Ask for one small thing, verify it works, then ask for the next.
3 · Ask for the plan before the code
Making the AI explain its approach first catches bad ideas while they're still cheap — and teaches you how it thinks.
4 · Show, don't describe
An example of the input and the output you want beats three sentences of description.
5 · Constrain it
Tell it what NOT to touch. Unconstrained AI 'helpfully' rewrites things that already worked.
6 · The debug formula
“It's broken” gets guesses. Exact error + what you expected + what happened instead gets fixes.
7 · Explain it back
The pattern that makes you a real builder. If you can't explain a line, you don't own it yet.
8 · Attack your own app
Before you ship, make the AI play the villain. It will find the weird inputs you never tried.
The golden rule
Never ship a line you can’t explain. The AI is your intern, not your ghostwriter — you’re the one whose name is on the app.