The Quiet Win: Why Refactoring Is the Agent Use Case That Actually Works

A developer's endorsement of AI-assisted refactoring points to the pattern separating the tools that stick from the ones that break: the human stays in the loop.

Amid the day's cautionary tales, a note of grounded optimism from the trenches. @adamthewilliam called refactoring code with an AI agent "probably the most enjoyable and effective use case of AI right now" — and the specificity of the claim is what makes it credible. Not "AI writes my app," not "AI replaces my team." Refactoring, specifically.

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