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From a Simple Thought to a Real Application in Minutes — The Vibe Coder Way

By Ankit Shukla

F
From a Simple Thought to a Real Application in Minutes — The Vibe Coder Way

Bedtime stories have always been a cherished tradition, helping children wind down and drift off to sleep. But what happens when a child wants fresh, unique stories every night — without any repetition?

This simple request from a relative’s child inspired creating an AI-powered bedtime story web application.

The Technology Stack

  • Gemini AI — for natural language processing and story generation
  • Cursor IDE — AI-powered coding assistant providing real-time code suggestions
  • React — component-based architecture for the frontend
  • Tailwind CSS — rapid prototyping and styling

The combination was powerful. Cursor helped write roughly 80% of the code, making development dramatically faster.

Development Process

Phase 1: Defining Goals and Initial Prompts

Started with clear, specific prompts like “Create a function for calling the Gemini API for story generation.” The clearer the prompt, the better the output.

Phase 2: Iterative Refinement

Added error handling, retry mechanisms, and edge case management through iterative conversation with Cursor IDE.

Phase 3: Testing and Finalization

Tested the application thoroughly, ensuring stories were unique, age-appropriate, and engaging.

Tips for Effective AI Pair Programming

  1. Be clear with prompts — specific beats vague every time
  2. Fix mistakes instead of getting frustrated — AI isn’t perfect, but it learns from corrections
  3. Ask Cursor to review code — it can catch issues you might miss
  4. Know when to work without AI — overall UX design and story curation required human judgment

Conclusion

The result? A working application that generates unique, engaging bedtime stories on demand. What started as a simple thought became a real product in minutes, not months. That’s the power of vibe coding with AI.

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