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Tag: Developer Tools

  • AI-Generated Code Isn’t Technical Debt (If You Do It Right)

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    The fear that AI code is unmaintainable is overblown. But it requires a different quality approach. The Maintainability Fear Ask any engineering leader about AI-generated code and the same concern comes up: technical debt. The worry is that AI produces code that works but is poorly structured, inconsistent, and impossible to maintain. This fear isn’t…

  • Stop Treating AI as Autocomplete: How to Actually Architect Software with Claude

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    Most developers use AI for line-by-line suggestions. The real leverage is in system-level thinking. The Autocomplete Ceiling The most common way developers use AI today is as a fancy autocomplete. Type a few characters, accept the suggestion, move on. It’s useful. It saves keystrokes. It’s also a dramatic underuse of what these tools can do.…