Best Prompts for an AI Coding Playground

Prompt patterns that work as a coding assistant

Treat the playground like a careful pair programmer. State the language, constraints, and success criteria up front. Ask for diffs or full files explicitly. When debugging, paste the stack trace before the code so the model anchors on the failure mode.

Ready-to-use starters

• Code review: ask for severity-ranked issues and concrete patches.
• Refactor: require behavior-preserving changes with a short rationale per edit.
• Explain: request data-flow narration for mid-level engineers, not toy summaries.
• Tests: specify framework and demand edge-case coverage.
• UI screenshot → code: upload the image and require accessible React + Tailwind output.

Using the built-in template library

The playground ships prompt templates for review, refactor, long-document summary, and multimodal UI recreation. Start from a template or a one-click demo, then customize — that keeps sessions reproducible and is part of the value beyond a bare API call.