From AI Chaos to Working System: What It Really Takes
Completing an AI-generated project using multiple models—and learning the hard way what AI can’t do. The Starting Point I was handed two things: At first, it sounded straightforward. Then I realized something important. The existing codebase wasn’t written by a developer—it was generated using AI. My task wasn’t just to “finish a project.”It was to […]





