From a Simple Thought to a Real Application in Minutes — The Vibe Coder Way
By Ankit Shukla
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
- Be clear with prompts — specific beats vague every time
- Fix mistakes instead of getting frustrated — AI isn’t perfect, but it learns from corrections
- Ask Cursor to review code — it can catch issues you might miss
- 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.