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    <title>Robot Learning on KAD</title>
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    <description>Recent content in Robot Learning on KAD</description>
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      <title>ULTRA Lets Humanoid Robots Perform Whole-Body Tasks From Sparse Goals</title>
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      <pubDate>Sat, 26 Sep 2026 00:31:33 +0800</pubDate>
      
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&lt;p&gt;ULTRA Lets Humanoid Robots Perform Whole-Body Tasks From Sparse Goals&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;For humans, carrying a box from the floor to a target location is a routine task. For a humanoid robot, however, the same action requires tightly coordinated control of the entire body.&lt;/p&gt;</description>
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      <title>GPT-6 Astra Directing Robots? Why Embodied AI Needs More Than a Foundation Model</title>
      <link>https://www.kad8.com/ai/gpt-6-astra-directing-robots-why-embodied-ai-needs-more-than-a-foundation-model/</link>
      <pubDate>Tue, 22 Sep 2026 21:49:21 +0800</pubDate>
      
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&lt;p&gt;GPT-6 Astra Directing Robots? Why Embodied AI Needs More Than a Foundation Model&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;&lt;strong&gt;📋 Summary:&lt;/strong&gt; GPT-6 Astra&amp;rsquo;s reported performance in robotic control highlights how quickly foundation models are moving toward physical-world interaction. But strong benchmark results do not automatically translate into safe, reliable, long-term robot operation. Real-world embodied AI still requires execution recovery, structured memory, safety constraints, skill management, and continuous adaptation. RoboRSI takes this systems-level approach by placing a multi-agent self-evolution harness around foundation models.&lt;/p&gt;</description>
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      <title>OpenAI and the Race to Scale Embodied AI</title>
      <link>https://www.kad8.com/ai/openai-and-the-race-to-scale-embodied-ai/</link>
      <pubDate>Fri, 18 Sep 2026 23:18:36 +0800</pubDate>
      
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&lt;p&gt;OpenAI and the Race to Scale Embodied AI&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;A newly published simulation evaluation from researchers associated with Galaxy General has highlighted a potentially important direction for embodied AI: pairing a large general-purpose model such as GPT-6 Astra with an embodied policy such as π0.5.&lt;/p&gt;</description>
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      <title>HOMIE Gen2: Ropedia&#39;s Physical AI Experience Scaling Law</title>
      <link>https://www.kad8.com/ai/homie-gen2-ropedias-physical-ai-experience-scaling-law/</link>
      <pubDate>Tue, 01 Sep 2026 19:52:41 +0800</pubDate>
      
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&lt;p&gt;HOMIE Gen2: Ropedia&amp;rsquo;s Physical AI Experience Scaling Law&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;Robotics has yet to experience an equivalent of the GPT moment.&lt;/p&gt;</description>
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