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AI Programming's Second Half: Don't Let AI Code Live Only on Localhost

· 5 min read
Booker Zhao
AI Full-Stack Engineer / CloudBase AI ToolKit Author

I've been working with Agent Skills for a while now. The most frustrating discovery: it's not that AI can't write code. It's that the code it writes only works on localhost, and it keeps ignoring the rules you set.

This article covers two things:

  1. Making AI-generated code actually deployable — AI writes demo-quality code, full of security holes. The root cause: AI doesn't understand production environments.
  2. Fixing "AI has Skills but won't use them" — activation rates can be as low as 20%. Here's how we pushed that to 84%.