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  <title>MATRIX · Beetle</title>
  <link>https://derekwang2002.github.io/ai-intelligence/en/projects/beetle/</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>Beetle publishes a multilingual suite for testing learning curricula</title>
    <link>https://derekwang2002.github.io/ai-intelligence/en/events/ev-20261024-03/</link>
    <guid isPermaLink="false">ev-20261024-03-published</guid>
    <pubDate>Sun, 25 Oct 2026 15:57:07 GMT</pubDate>
    <category>New</category>
    <category>TRIAL</category>
    <description>&lt;p&gt;Beetle publishes 330 small models across 21 languages, thousands of checkpoints, training data and curriculum-learning code. It compares five curricula at three token budgets and reports that staged curricula better match human second-language reading times.&lt;/p&gt;&lt;p&gt;Recommendation: TRIAL&lt;/p&gt;&lt;p&gt;Sources: &lt;a href=&quot;https://aclanthology.org/2026.emnlp-main.2276/&quot;&gt;Beetle EMNLP paper&lt;/a&gt;&lt;/p&gt;</description>
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