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  <title>MATRIX · Hy4</title>
  <link>https://derekwang2002.github.io/ai-intelligence/en/projects/hy4/</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>Hy4 preview reached 22,788 monthly downloads, but the full model and reproducible independent evaluation remain absent</title>
    <link>https://derekwang2002.github.io/ai-intelligence/en/events/ev-20260828-02/</link>
    <guid isPermaLink="false">ev-20260828-02-adoption-review-20260927</guid>
    <pubDate>Sun, 27 Sep 2026 16:01:12 GMT</pubDate>
    <category>Update</category>
    <category>WATCH</category>
    <description>&lt;p&gt;Hy4 preview reached 22,788 monthly downloads, but the full model and reproducible independent evaluation remain absent.&lt;/p&gt;&lt;p&gt;Original story: Tencent open-weights Hy4 preview: 770B MoE under Apache 2.0&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Why read: &lt;/strong&gt;Downloads grew sharply, but independent reproduction remains the key trial gate.&lt;/p&gt;&lt;p&gt;Recommendation: WATCH&lt;/p&gt;&lt;p&gt;Sources: &lt;a href=&quot;https://huggingface.co/tencent/Hy4-preview&quot;&gt;huggingface.co · Hy4 preview&lt;/a&gt; · &lt;a href=&quot;https://www.tencent.com/tencent-releases-and-open-sources-tencent-hy4-preview&quot;&gt;tencent.com · tencent releases and open sources tencent hy4 preview&lt;/a&gt;&lt;/p&gt;</description>
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    <title>Tencent open-weights Hy4 preview: 770B MoE under Apache 2.0</title>
    <link>https://derekwang2002.github.io/ai-intelligence/en/events/ev-20260828-02/</link>
    <guid isPermaLink="false">ev-20260828-02-published</guid>
    <pubDate>Sun, 30 Aug 2026 00:00:20 GMT</pubDate>
    <category>New</category>
    <category>WATCH</category>
    <description>&lt;p&gt;Tencent released Hy4 preview as a 770B-parameter MoE with 49B active parameters per token and a context window beyond 1M tokens. Standard and FP8 weights use Apache 2.0. Tencent&amp;apos;s announcement reports an internal expert blind test and a 31.8% inference-throughput gain from model-assisted optimization. The Hugging Face page now exposes public leaderboard metadata, including SWE-bench Pro and Terminal-Bench 2.1 scores, but it does not identify a reproducible run or an independent evaluator. The full Hy4 is still absent; only the preview and FP8 repositories are listed.&lt;/p&gt;&lt;p&gt;Recommendation: WATCH&lt;/p&gt;&lt;p&gt;Sources: &lt;a href=&quot;https://www.tencent.com/tencent-releases-and-open-sources-tencent-hy4-preview&quot;&gt;tencent.com · tencent releases and open sources tencent hy4 preview&lt;/a&gt;&lt;/p&gt;</description>
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