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AI Coding Tools in Enterprise: What 90 Days of Data Actually Shows

Everyone has opinions on AI coding tools. Not enough teams publish the data. This post covers a structured 90-day study of AI coding assistants across a 70-engineer enterprise team — frontend…

  • Claude Code outperformed GitHub Copilot and Cursor for most teams
  • 13-point jump in test coverage driven by AI-assisted test writing
  • Defect rates for complex logic showed only modest 7% improvement

Prototype and Port: The Best Way to Use Claude for Personal Projects

I was building a beat-maker web app and needed to add a feature that let me replace or append presets in a JSON array — wired up to a dropdown in a modal inside a 1500-line HTML file.

  • Start with Claude prototype for complex projects
  • Ask Claude about data structure, build script
  • Port logic to larger project with full context

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