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    <title>Tool System on ByF (BaiFan) · Daily Deep Think</title>
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      <title>Tools Are Capability: AI Agent Tool System Design Philosophy</title>
      <link>https://blog.baifan.site/en/claude-code-tool-system-design/</link>
      <pubDate>Tue, 12 May 2026 09:00:00 +0800</pubDate>
      <author>blog@baifan.site (ByF (BaiFan))</author>
      <guid>https://blog.baifan.site/en/claude-code-tool-system-design/</guid>
      <description>&lt;!-- more --&gt;&#xA;&lt;p&gt;Last time we talked about the Think-Act-Observe loop — the skeleton of an AI coding assistant. A skeleton can&amp;rsquo;t work on its own; it needs muscle. In Claude Code, that muscle is &lt;strong&gt;tools&lt;/strong&gt;.&lt;/p&gt;&#xA;&lt;p&gt;Without tools, the loop loses the Act between Think and Observe and degenerates into plain Q&amp;amp;A. With tools, the model can touch the real world: read your code, change your configs, run your tests.&lt;/p&gt;</description>
      
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