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Applied AI·November 5, 2026·1 min read

I vibe-coded a Windows app with ChatGPT. Getting it to work was another story

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AI can now get you from zero to “something that runs” fast—but integration, edge cases, and debugging are still where the hours go. Teams should treat LLMs as accelerators for scaffolding and exploration, then design review and test harnesses as the real productivity lever.