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    <title>Resources: guides and articles | Tokko Lab</title>
    <link>https://tokkolab.ai/resources/</link>
    <description>Guides and articles from Tokko Lab on AI agents, how a team puts them into production, and the work that sits around that.</description>
    <language>en</language>
    <item>
      <title>Score an AI agent on its own work</title>
      <link>https://tokkolab.ai/resources/ai-evals/</link>
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      <pubDate>Mon, 26 Oct 2026 12:00:00 GMT</pubDate>
      <description>Take the cases from the process a person already runs, grade the state the system leaves behind, and run the same set again before every change.</description>
    </item>
    <item>
      <title>Guardrails before an AI agent runs</title>
      <link>https://tokkolab.ai/resources/ai-guardrails/</link>
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      <pubDate>Mon, 26 Oct 2026 12:00:00 GMT</pubDate>
      <description>Write three limits before an agent can change a record: what it may read, what it may change, and what it must refuse. Then enforce them outside the model.</description>
    </item>
    <item>
      <title>Where a person stays on the path</title>
      <link>https://tokkolab.ai/resources/human-in-the-loop-ai/</link>
      <guid isPermaLink="true">https://tokkolab.ai/resources/human-in-the-loop-ai/</guid>
      <pubDate>Mon, 26 Oct 2026 12:00:00 GMT</pubDate>
      <description>A person takes the run in two situations: the retries are used up, or the next action cannot be undone. The approval only counts if the person can say no.</description>
    </item>
    <item>
      <title>How to build an AI agent that holds</title>
      <link>https://tokkolab.ai/resources/how-to-build-an-ai-agent/</link>
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      <pubDate>Fri, 23 Oct 2026 12:00:00 GMT</pubDate>
      <description>Measure one process first, keep a fixed path wherever you can draw one, and let the model choose the next step only where that path cannot be written down.</description>
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