Dark-mode isometric visualization of a prompt-driven AI development workflow. A human system composer interacts with a prompt module, which flows through an AI logic core, UI generation layer, and QA validation step — forming a closed hybrid development loop.

Use when: Developing a Minimum Viable Product (MVP) quickly with limited resources.

How it works:

  1. Use a hybrid development methodology combining AI-assisted coding with architecture-by-prompt and human orchestration.
  2. Delegate standard coding tasks to AI, focusing on reviewing, adjusting, testing, and directing the development process.
  3. Think of the team as system composers rather than traditional coders.

Tip: High-quality prompts are essential for successful output. Always refine and structure prompts for clarity and context.

Tool (optional): Vibe-coding can use AI APIs like OpenAI for integration and task automation.

Efficient Prompt-Driven Development

Use when: Creating UI components or implementing new features using AI.

How it works:

  1. Break complex features into atomic tasks.
  2. Separate UI, functional logic, and API/integration layers.
  3. Use Figma designs as prompt context for AI.
  4. Write prompts like briefing a junior developer—clear, contextual, and structured.

Tip: Maintain a persistent context for each module, including base settings and known constraints, to inform AI.

Tool (optional): Platforms like Figma integrated with AI for design-to-code conversion.

Mitigating Problems with AI-Generated Code