The specific prompting techniques that produce working code. From a non-technical founder who ships real software with AI.
Most people prompt AI coding tools like a search engine: "how do I add auth to Next.js." That produces documentation summaries, not working code for your specific project.
Good coding prompts require specificity, context, and constraints.
1. **Context** — what already exists: "I have a posts table with columns id, content, user_id, status, scheduled_at"
2. **Goal** — what you want: "Add a retry button to failed posts that resets status to scheduled and sets scheduled_at 5 minutes from now"
3. **Constraints** — what to preserve: "Use the existing PATCH /api/posts/[id] route. Don't touch the published section."
4. **Edge cases** — what to handle: "Show a spinner in flight. Show a success toast on completion."
**"Use the same pattern as..."** — points to existing code so AI follows your conventions.
**"Don't touch X"** — protects working parts from well-intentioned destruction.
**"Simplest possible version"** — AI over-engineers by default. This forces minimal implementations.
**"Plan before writing code"** — for complex features, wrong architecture in the plan is free to fix. After 200 lines, it's not.
**"This is the exact error"** — paste the full error message, not your interpretation.
Full prompting guide: [Gilgamesh's Guide Vol. 4](https://socialmate.studio/guides/vibe-coding-with-ai). Free.
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