Searched for proof AI makes better developers — found the opposite

A developer set out to find hard evidence that AI coding tools improve developer skill, but ended up finding signs of the contrary. The post argues that relying on AI may quietly erode the ability to think through problems independently.

There is a widespread belief that AI coding assistants like GitHub Copilot or ChatGPT make developers faster and better at their craft. The author of this post tested that belief by examining evidence and personal experience — and came away unconvinced. Instead, they found that when AI handles routine thinking tasks, developers get fewer chances to wrestle with problems on their own, which is exactly how skills are built and deepened.

The post draws an important distinction: producing code quickly is not the same as becoming a more capable developer. Productivity metrics can look good while underlying understanding quietly weakens. This is a relevant caution for anyone building workflows heavily around AI code generation, especially when the goal is long-term skill growth rather than short-term output.

Key points

  • No clear evidence was found that AI tools raise developer skill over time
  • Offloading thinking to AI may reduce the problem-solving practice needed to grow
  • Speed of code generation is a different metric from depth of understanding
  • How you use AI tools matters more than whether you use them

Quick term guide

AI coding tools
Programs like Claude, Cursor, or ChatGPT that write code for you when you describe what you want in plain language.
AI coding tool
Software that uses AI to help write, edit, or explain code.
GitHub Copilot
A popular tool that helps programmers write code using artificial intelligence.
developers
Developers are people who build software, apps, or websites.
persona
A specific personality or role that an AI agent is set to play.
workflows
The specific order of steps taken to finish a piece of work.
workflow
A repeatable set of steps for getting a task done.
AI tools
Software that can help create text, code, images, or other work.
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