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    <title>Evals on Thomas Talks AI: Claude Code, AI Agents &amp; Production Engineering</title>
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      <title>Claude Code Evals Should Start With Bad Runs</title>
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      <description>A practical way to build Claude Code evals from failed or risky agent runs: capture evidence, reduce cases, test behavior, and change permissions before expanding autonomy.</description>
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