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    <title>Jiacheng Xu — Blog</title>
    <link>https://heyjiacheng.github.io/blog/</link>
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    <description>Technical notes and mathematical reflections on AI and robotics.</description>
    <language>en</language>
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      <title>Unitree G1 - Whole-body VLA</title>
      <link>https://heyjiacheng.github.io/blog/unitree-g1-teleoperation/</link>
      <guid>https://heyjiacheng.github.io/blog/unitree-g1-teleoperation/</guid>
      <pubDate>Thu, 25 Jun 2026 00:00:00 GMT</pubDate>
      <description>From VR teleoperation to an autonomous, language-conditioned VLA policy on the Unitree G1 humanoid: teleop, IK + RL vs. SONIC, data collection, and a deployed Psi0 policy.</description>
    </item>
    <item>
      <title>The Math Behind World Model Paradigms for Robot Learning</title>
      <link>https://heyjiacheng.github.io/blog/math-of-world-model-paradigms/</link>
      <guid>https://heyjiacheng.github.io/blog/math-of-world-model-paradigms/</guid>
      <pubDate>Fri, 19 Jun 2026 00:00:00 GMT</pubDate>
      <description>A mathematical analysis of IDM-style, Single-backbone-style, and MoT-style world-model paradigms in robot learning from the perspectives of probabilistic modeling, structured optimization, gradient conflict, and parameter coupling.</description>
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