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    <title>Reinforcement-Learning on KAD</title>
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    <description>Recent content in Reinforcement-Learning on KAD</description>
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    <copyright>© 2026 </copyright>
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      <title>ULTRA Lets Humanoid Robots Perform Whole-Body Tasks From Sparse Goals</title>
      <link>https://www.kad8.com/ai/ultra-lets-humanoid-robots-perform-whole-body-tasks-from-sparse-goals/</link>
      <pubDate>Sat, 26 Sep 2026 00:31:33 +0800</pubDate>
      
      <guid>https://www.kad8.com/ai/ultra-lets-humanoid-robots-perform-whole-body-tasks-from-sparse-goals/</guid>
      <description>&lt;blockquote&gt;
&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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    <item>
      <title>Machineslop: Why AI-Generated Code Is Becoming Unreadable</title>
      <link>https://www.kad8.com/ai/machineslop-why-ai-generated-code-is-becoming-unreadable/</link>
      <pubDate>Sun, 13 Sep 2026 18:37:50 +0800</pubDate>
      
      <guid>https://www.kad8.com/ai/machineslop-why-ai-generated-code-is-becoming-unreadable/</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;Machineslop: Why AI-Generated Code Is Becoming Unreadable&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;Every day brings another headline about Astra. Yesterday it conquered one benchmark, today another, and tomorrow it may be tackling several difficult problems simultaneously. Its pace of progress is remarkable.&lt;/p&gt;</description>
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    <item>
      <title>Why OpenAI and Anthropic Are Buying Thousands of Macs for AI</title>
      <link>https://www.kad8.com/ai/why-openai-and-anthropic-are-buying-thousands-of-macs-for-ai/</link>
      <pubDate>Mon, 31 Aug 2026 23:51:35 +0800</pubDate>
      
      <guid>https://www.kad8.com/ai/why-openai-and-anthropic-are-buying-thousands-of-macs-for-ai/</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;Why OpenAI and Anthropic Are Buying Thousands of Macs for AI&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;Reports from &lt;em&gt;The Information&lt;/em&gt; indicate that &lt;strong&gt;OpenAI&lt;/strong&gt; has acquired tens of thousands of Mac mini and Mac Studio systems, while &lt;strong&gt;Anthropic&lt;/strong&gt; has reportedly leased large fleets of Mac minis through AWS.&lt;/p&gt;</description>
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    <item>
      <title>Google EnvHarness: A Harness for Better AI Agent Training</title>
      <link>https://www.kad8.com/ai/google-envharness-a-harness-for-better-ai-agent-training/</link>
      <pubDate>Sun, 23 Aug 2026 08:43:06 +0800</pubDate>
      
      <guid>https://www.kad8.com/ai/google-envharness-a-harness-for-better-ai-agent-training/</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;Google EnvHarness: A Harness for Better AI Agent Training&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;AI agent research has increasingly focused on &lt;strong&gt;agent harnesses&lt;/strong&gt;: external scaffolding that gives a relatively static language model memory, tools, skills, and other capabilities required to operate effectively in complex environments.&lt;/p&gt;</description>
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    <item>
      <title>Why Large Language Models Reason and Behave Like Humans</title>
      <link>https://www.kad8.com/ai/why-large-language-models-speak-and-think-like-humans/</link>
      <pubDate>Fri, 21 Aug 2026 00:00:00 +0000</pubDate>
      
      <guid>https://www.kad8.com/ai/why-large-language-models-speak-and-think-like-humans/</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;Why Large Language Models Reason and Behave Like Humans&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;Why do modern Large Language Models increasingly sound, reason, plan, and behave like humans?&lt;/p&gt;</description>
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    <item>
      <title>OpenAI Pauses Frontier RL Training Over AI Safety Risks</title>
      <link>https://www.kad8.com/ai/openai-pauses-frontier-rl-training-over-ai-safety-risks/</link>
      <pubDate>Wed, 19 Aug 2026 21:42:14 +0800</pubDate>
      
      <guid>https://www.kad8.com/ai/openai-pauses-frontier-rl-training-over-ai-safety-risks/</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;OpenAI Pauses Frontier RL Training Over AI Safety Risks&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;OpenAI has temporarily paused its largest-scale reinforcement learning (RL) training for a frontier model while strengthening the security, monitoring, and alignment systems surrounding its most capable research workloads.&lt;/p&gt;</description>
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    <item>
      <title>Google&#39;s 10th-Gen TPU May Add AMD CPU Cores for AI Workloads</title>
      <link>https://www.kad8.com/ai/googles-10th-gen-tpu-may-add-amd-cpu-cores-for-ai-workloads/</link>
      <pubDate>Mon, 17 Aug 2026 21:00:04 +0800</pubDate>
      
      <guid>https://www.kad8.com/ai/googles-10th-gen-tpu-may-add-amd-cpu-cores-for-ai-workloads/</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;Google&amp;rsquo;s 10th-Gen TPU May Add AMD CPU Cores for AI Workloads&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;Google is reportedly working with AMD on its 10th-generation Tensor Processing Unit (TPU), potentially marking a significant change in how the company&amp;rsquo;s custom AI accelerators are designed.&lt;/p&gt;</description>
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    <item>
      <title>OpenAI Doug Leak: Largest Pre-Training Model in Development</title>
      <link>https://www.kad8.com/ai/openai-doug-leak-largest-pre-training-model-in-development/</link>
      <pubDate>Sun, 09 Aug 2026 22:25:21 +0800</pubDate>
      
      <guid>https://www.kad8.com/ai/openai-doug-leak-largest-pre-training-model-in-development/</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;OpenAI Doug Leak: Largest Pre-Training Model in Development&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;OpenAI is reportedly advancing a new large-scale foundation model codenamed &lt;strong&gt;&amp;ldquo;Doug&amp;rdquo;&lt;/strong&gt;, which could become the company&amp;rsquo;s largest pre-training effort to date. According to industry reports and model-development trackers, Doug is separate from the rumored GPT-6 successor codenamed &lt;strong&gt;&amp;ldquo;Astra&amp;rdquo;&lt;/strong&gt; and represents a renewed push toward scaling base model training.&lt;/p&gt;</description>
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    <item>
      <title>AReaL 2.0 Open Source: Building Self-Evolving AI Agents with Online RL</title>
      <link>https://www.kad8.com/ai/areal-2.0-open-source-building-self-evolving-ai-agents-with-online-rl/</link>
      <pubDate>Fri, 03 Jul 2026 21:52:29 +0800</pubDate>
      
      <guid>https://www.kad8.com/ai/areal-2.0-open-source-building-self-evolving-ai-agents-with-online-rl/</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;AReaL 2.0 Open Source: Building Self-Evolving AI Agents with Online RL&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;AI agents have rapidly evolved from impressive demonstrations into production systems powering software engineering, customer support, research, and enterprise automation. As adoption accelerates, the industry&amp;rsquo;s focus is shifting away from a simple question—&lt;em&gt;Can an agent complete a task?&lt;/em&gt;—toward a far more ambitious one:&lt;/p&gt;</description>
      <media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.kad8.com/ai/areal-2.0-open-source-building-self-evolving-ai-agents-with-online-rl/featured-AReaL_2.0_reinforcement_learning.jpeg" />
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    <item>
      <title>Nvidia Vera CPU: How Nvidia Is Entering the Server Computing Market</title>
      <link>https://www.kad8.com/server/nvidia-vera-cpu-how-nvidia-is-entering-the-server-computing-market/</link>
      <pubDate>Sat, 23 May 2026 21:40:44 +0800</pubDate>
      
      <guid>https://www.kad8.com/server/nvidia-vera-cpu-how-nvidia-is-entering-the-server-computing-market/</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;Nvidia Vera CPU: How Nvidia Is Entering the Server Computing Market&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;For more than a decade, Nvidia dominated the AI computing industry through GPUs. In the modern AI era, the company became synonymous with large-scale training clusters, accelerated computing, and hyperscale datacenter infrastructure.&lt;/p&gt;</description>
      <media:content xmlns:media="http://search.yahoo.com/mrss/" url="https://www.kad8.com/server/nvidia-vera-cpu-how-nvidia-is-entering-the-server-computing-market/featured-Nvidia_Vera_CPU_server_processor.jpeg" />
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    <item>
      <title>Cursor Composer 2.5 Redefines AI Cost-Performance Economics</title>
      <link>https://www.kad8.com/ai/cursor-composer-2.5-redefines-ai-cost-performance-economics/</link>
      <pubDate>Fri, 22 May 2026 01:20:00 +0800</pubDate>
      
      <guid>https://www.kad8.com/ai/cursor-composer-2.5-redefines-ai-cost-performance-economics/</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;Cursor Composer 2.5 Redefines AI Cost-Performance Economics&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;Cursor has officially shaken up the frontier AI landscape with the launch of &lt;strong&gt;Composer 2.5&lt;/strong&gt;, its most capable engineering-focused model to date. The company positions the model as a highly optimized alternative to ultra-premium frontier systems, claiming performance approaching elite-tier reasoning and coding models while operating at roughly &lt;strong&gt;one-tenth of the cost&lt;/strong&gt;.&lt;/p&gt;</description>
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    <item>
      <title>GIPO: Solving Utilization Collapse in Large-Scale RL Training</title>
      <link>https://www.kad8.com/ai/gipo-solving-utilization-collapse-in-large-scale-rl-training/</link>
      <pubDate>Mon, 18 May 2026 21:48:07 +0800</pubDate>
      
      <guid>https://www.kad8.com/ai/gipo-solving-utilization-collapse-in-large-scale-rl-training/</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;GIPO: Eliminating PPO’s “Utilization Collapse” in Large-Scale Reinforcement Learning&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;Modern reinforcement learning systems are increasingly colliding with a brutal engineering reality: &lt;strong&gt;policy lag&lt;/strong&gt;.&lt;/p&gt;</description>
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