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    <title>Tools on Bits, Trades &amp; Systems</title>
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      <title>Building with AI Coding Tools: What Actually Changes and What Doesn&#39;t</title>
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      <description>A year into using AI coding assistants seriously: what they&amp;#39;ve changed about how I work, where they still fall short, and the habits that make the difference between AI as a demo and AI as a productivity multiplier.</description>
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