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      <title>AI adoption after the licences: what leadership teams actually have to change</title>
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      <description>AI adoption stalls when nothing changes after the licences are bought. Here is what leaders must change so engineering teams practise on their real work.</description>
      <dc:creator>Stephan Swart</dc:creator>
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      <title>Why AI training works better with the whole team</title>
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      <description>This guide to AI training for engineering managers explains why I train developers, testers, analysts, designers and product people together on one shared spec.</description>
      <dc:creator>Stephan Swart</dc:creator>
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      <title>Can a non-developer use Claude Code?</title>
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      <description>Claude Code for non-technical people starts with real work. See the tasks marketers, PMO, QA and admin staff brought to my training and where they got stuck.</description>
      <dc:creator>Stephan Swart</dc:creator>
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      <title>Context matters: why more instructions can make AI output worse</title>
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      <description>More instructions can make AI output worse. These CLAUDE.md best practices keep the file small, decide where knowledge lives and prove Claude is reading it.</description>
      <dc:creator>Stephan Swart</dc:creator>
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      <title>How to check AI output before you trust it</title>
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      <description>This is how to verify AI output without rereading every line. Keep review apart from verification, ask what proves the work, and automate the checks you repeat.</description>
      <dc:creator>Stephan Swart</dc:creator>
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      <title>Turn repeated work into a reusable skill</title>
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      <description>Claude skills for business turn repeated jobs into written procedures. Find the work you repeat, build from your own transcripts and judge any skill you borrow.</description>
      <dc:creator>Stephan Swart</dc:creator>
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      <title>What can you safely let an AI agent run without you?</title>
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      <description>AI agents for business owners can save time on the right jobs. Learn three tests a job must pass and what to know before an agent reads your email and files.</description>
      <dc:creator>Stephan Swart</dc:creator>
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      <title>How to measure AI adoption in a software team</title>
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      <description>Token counts and commit totals prove nothing about learning. This is how to measure AI adoption in software teams with situation questions and a baseline.</description>
      <dc:creator>Stephan Swart</dc:creator>
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      <title>Coaching AI adoption from how your team actually uses it</title>
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      <description>Surveys show what people believe they do. Claude Code usage analytics show what they actually do. I capture sessions with consent and coach the real gaps.</description>
      <dc:creator>Stephan Swart</dc:creator>
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