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  <title>MATRIX · MemPilot</title>
  <link>https://derekwang2002.github.io/ai-intelligence/en/projects/mempilot/</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>MemPilot learns when and how an agent should curate multimodal memory</title>
    <link>https://derekwang2002.github.io/ai-intelligence/en/events/ev-20261005-03/</link>
    <guid isPermaLink="false">ev-20261005-03-published</guid>
    <pubDate>Tue, 06 Oct 2026 16:01:24 GMT</pubDate>
    <category>New</category>
    <category>TRIAL</category>
    <description>&lt;p&gt;MemPilot trains a policy to choose between prebuilt memory and query-specific curation of raw multimodal history. The policy controls evidence volume, instructions, model choice and visual access while optimizing quality, cost and latency. The authors report favorable trade-off frontiers on five multimodal memory benchmarks and publish code.&lt;/p&gt;&lt;p&gt;Recommendation: TRIAL&lt;/p&gt;&lt;p&gt;Sources: &lt;a href=&quot;https://arxiv.org/abs/2610.06830&quot;&gt;MemPilot&lt;/a&gt; · &lt;a href=&quot;https://github.com/ViktorAxelsen/MemPilot&quot;&gt;ViktorAxelsen/MemPilot&lt;/a&gt;&lt;/p&gt;</description>
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