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  <title>MATRIX · Dory1.0-4B</title>
  <link>https://derekwang2002.github.io/ai-intelligence/en/projects/dory/</link>
  <description>Material changes in AI models, agents, engineering and infrastructure, with primary sources and recommendations.</description>
  <language>en</language>
  <lastBuildDate>Mon, 02 Nov 2026 16:56:00 GMT</lastBuildDate>
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    <title>NVIDIA releases Dory1.0-4B with selectable recurrent depth</title>
    <link>https://derekwang2002.github.io/ai-intelligence/en/events/ev-20261016-02/</link>
    <guid isPermaLink="false">ev-20261016-02-published</guid>
    <pubDate>Sat, 17 Oct 2026 15:59:50 GMT</pubDate>
    <category>New</category>
    <category>TRIAL</category>
    <description>&lt;p&gt;NVIDIA released open weights for the 4B-parameter Dory1.0-4B. One checkpoint can run its shared recurrent block one, two or four times, trading more compute for task accuracy. BF16, MXFP8, NVFP4 and Q5_K_M GGUF variants are downloadable with 256K context. Upstream vLLM support remains a pull request, and llama.cpp requires a pinned NVIDIA fork.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Why read: &lt;/strong&gt;One open checkpoint exposes adjustable compute depth worth testing, while stable runtime support is not ready.&lt;/p&gt;&lt;p&gt;Recommendation: TRIAL&lt;/p&gt;&lt;p&gt;Sources: &lt;a href=&quot;https://huggingface.co/nvidia/NVIDIA-Nemotron-Labs-Dory1.0-4B-BF16&quot;&gt;NVIDIA Dory1.0-4B BF16 model card&lt;/a&gt; · &lt;a href=&quot;https://huggingface.co/nvidia/NVIDIA-Nemotron-Labs-Dory1.0-4B-GGUF&quot;&gt;NVIDIA Dory1.0-4B GGUF model card&lt;/a&gt;&lt;/p&gt;</description>
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