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  <title>MATRIX · llama.cpp</title>
  <link>https://derekwang2002.github.io/ai-intelligence/en/projects/llama-cpp/</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>llama.cpp 0.7.0 adds MoE caching and changes its server API</title>
    <link>https://derekwang2002.github.io/ai-intelligence/en/events/ev-20261015-04/</link>
    <guid isPermaLink="false">ev-20261015-04-published</guid>
    <pubDate>Fri, 16 Oct 2026 15:56:07 GMT</pubDate>
    <category>New</category>
    <category>TRIAL</category>
    <description>&lt;p&gt;llama.cpp 0.7.0 adds a GPU LRU cache for MoE experts kept in host memory, LiLiCorr speculative decoding and support for more model architectures. It also changes the non-Docker server port from 8080 to 9931, returns formatted chat as an array of parts, and advances the RPC protocol to v8. The reported 2.2x decode gain is a project measurement, not an independent benchmark.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Why read: &lt;/strong&gt;llama.cpp 0.7.0 may improve MoE throughput, while port, response-shape and RPC changes require upgrade regression.&lt;/p&gt;&lt;p&gt;Recommendation: TRIAL&lt;/p&gt;&lt;p&gt;Sources: &lt;a href=&quot;https://github.com/ggml-org/llama.cpp/releases/tag/v0.7.0&quot;&gt;llama.cpp v0.7.0&lt;/a&gt;&lt;/p&gt;</description>
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