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    <title>Meta Empires</title>
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    <description>Notes from inside the Meta Empires portfolio on autonomous operations, AI voice agents, and evaluation.</description>
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    <lastBuildDate>Wed, 12 Aug 2026 00:00:00 GMT</lastBuildDate>
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      <title>AI Voice Agent vs IVR: What Actually Changes on the Call</title>
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      <pubDate>Wed, 12 Aug 2026 00:00:00 GMT</pubDate>
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      <description>An IVR routes a caller through a fixed tree. An AI voice agent holds a conversation, reasons mid-call, and completes the task. Here is where the two diverge in production.</description>
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      <title>The Missed Call Is the Most Expensive Line Item Nobody Measures</title>
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      <pubDate>Fri, 03 Jul 2026 00:00:00 GMT</pubDate>
      <category>Research</category>
      <description>Missed calls do not appear in any report, because a call that was never answered leaves no record. That is exactly why the loss compounds quietly.</description>
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      <title>Evaluating AI Agents on Production Traffic, Not Benchmarks</title>
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      <pubDate>Thu, 21 May 2026 00:00:00 GMT</pubDate>
      <category>Engineering</category>
      <description>Offline benchmarks tell you a model is capable. They do not tell you a system is working. How we score agents continuously against the operation they replaced.</description>
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      <title>Why We Built Meta Empires as a Holding Company, Not a Startup</title>
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      <pubDate>Wed, 18 Mar 2026 00:00:00 GMT</pubDate>
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      <description>A startup builds one product and defends it for a decade. We wanted a structure where the fourth company is faster to build than the first. That required a different shape.</description>
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