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How to improve the usability and functionality of AI-generated applications?

2025-08-20 215

Three-stage optimization method to improve the quality of AI applications

Based on the features of GitHub Spark, the following process is recommended to enhance the application utility value:

  • Foundation generation phase: Immediately after entering the core functional description, the preview interface verifies: 1) the basic interaction flow 2) the data storage mechanism 3) the responsive layout adaptability.
  • Functional enhancement phase: Enhance the application by adding AI commands (example prompts: add chatbot to answer usage questions/add automatic weekly report generation)
  • Code fine-tuning phase: Utilizing the built-in code editor: 1) Adjusting CSS styling details 2) Supplementing input validation logic 3) Integrating 3rd party APIs (via Spark SDK)

Key Tip: Multi-device testing for key features (especially mobile PWA performance), complex features are recommended to be broken down into sub-features to be generated separately before combining. Refer to GitHub Actions for automated test configurations that can further improve stability.

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