Code Room
Vibe codingEasy
Question
An AI assistant generated this React/Next.js component to call your analytics API. It compiles and the dashboard loads. What should you immediately flag, and why is this worse than a normal hardcoded-secret mistake?
export default function Dashboard() { const API_KEY = "sk_live_4eC39HqLyjWDarjtT1zdp7dc"; useEffect(() => { fetch(`https://api.metrics.io/v1/data?key=${API_KEY}`) .then(r => r.json()).then(setData); }, []);}What a strong answer looks like
Treat the AI’s output as a draft to verify, not an answer to trust. Name the specific flaw and the input that triggers it, say how you’d catch it — tests, edge cases, reading critically — and how you’d re-prompt or decompose to get it right.
Learn the concepts
Vibe coding: describe the solution in plain language (or narrate it) and the coach grades your approach. Generating runnable code from your description is coming next.
Run or narrate your approach, then ask the coach.