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    <title>MachinaOS — From the Workshop</title>
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    <description>Notes on local-first AI, governed agent runtimes and LLM engineering, from the team building MachinaOS.</description>
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      <title>Most AI agent frameworks have the safety model backwards</title>
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      <description>Risk-gated execution and a hash-chained audit log — the governance model behind MachinaOS, a local-first agent runtime.</description>
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