https://topaiskills.com/tags/developer-experience/Recent content in Developer Experience on Top AI SkillsHugoenMon, 20 Jul 2026 00:00:00 +0000https://topaiskills.com/tutorials/guides/ai-agent-refactoring-experience/Mon, 20 Jul 2026 00:00:00 +0000https://topaiskills.com/tutorials/guides/ai-agent-refactoring-experience/<h2 id="most-ai-refactoring-advice-is-useless-without-context">Most AI Refactoring Advice Is Useless Without Context</h2> <p>I spent three weeks letting AI coding agents refactor a medium-sized React app — about 15K lines across 80 components. The results: some genuinely clever improvements, a few WTFs, and one incident that dropped our test coverage by 12%. Here is the raw breakdown.</p> <h2 id="the-setup-why-my-codebase-needed-a-strangers-opinion">The Setup: Why My Codebase Needed a Stranger&rsquo;s Opinion</h2> <p>My team&rsquo;s React app started life as a quick prototype. Two years and six developers later, it is a production app with 80+ components, a custom design system that nobody documented, and a test suite that started at 92% coverage but had been slowly bleeding. We knew the code needed love, but nobody had the time to audit every component.</p>