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    <title>HaloWarden Technology Blog</title>
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      <title><![CDATA[The 400 Million Token Epiphany: Why AI Coding is an Organizational Architecture Problem]]></title>
      <link>https://halowarden.com/blog/from-coding-assistants-to-agent-native-systems</link>
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      <pubDate>Tue, 15 Sep 2026 00:00:00 GMT</pubDate>
      <author>partners@halowarden.com (HaloWarden Engineering Team)</author>
      <description><![CDATA[What HaloWarden learned while transitioning from individual coding assistants to an agent-first engineering organization—and why the next frontier in AI engineering is not about code generation, but about designing systems that remember.]]></description>
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