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        <title>Edge Devices on Producthunt daily</title>
        <link>https://producthunt.programnotes.cn/en/tags/edge-devices/</link>
        <description>Recent content in Edge Devices on Producthunt daily</description>
        <generator>Hugo -- gohugo.io</generator>
        <language>en</language>
        <lastBuildDate>Tue, 07 Apr 2026 16:20:06 +0800</lastBuildDate><atom:link href="https://producthunt.programnotes.cn/en/tags/edge-devices/index.xml" rel="self" type="application/rss+xml" /><item>
        <title>LiteRT-LM</title>
        <link>https://producthunt.programnotes.cn/en/p/litert-lm/</link>
        <pubDate>Tue, 07 Apr 2026 16:20:06 +0800</pubDate>
        
        <guid>https://producthunt.programnotes.cn/en/p/litert-lm/</guid>
        <description>&lt;img src="https://images.unsplash.com/photo-1705170392971-83e0a18f0fa3?ixid=M3w0NjAwMjJ8MHwxfHJhbmRvbXx8fHx8fHx8fDE3NzU1NDk5Mzl8&amp;ixlib=rb-4.1.0" alt="Featured image of post LiteRT-LM" /&gt;&lt;h1 id=&#34;google-ai-edgelitert-lm&#34;&gt;&lt;a class=&#34;link&#34; href=&#34;https://github.com/google-ai-edge/LiteRT-LM&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;google-ai-edge/LiteRT-LM&lt;/a&gt;
&lt;/h1&gt;&lt;h1 id=&#34;litert-lm&#34;&gt;LiteRT-LM
&lt;/h1&gt;&lt;p&gt;LiteRT-LM is Google&amp;rsquo;s production-ready, high-performance, open-source inference
framework for deploying Large Language Models on edge devices.&lt;/p&gt;
&lt;p&gt;🔗 &lt;a class=&#34;link&#34; href=&#34;https://ai.google.dev/edge/litert-lm&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Product Website&lt;/a&gt;&lt;/p&gt;
&lt;h2 id=&#34;-whats-new-gemma-4-support-with-litert-lm&#34;&gt;🔥 What&amp;rsquo;s New: Gemma 4 support with LiteRT-LM
&lt;/h2&gt;&lt;p&gt;Deploy &lt;a class=&#34;link&#34; href=&#34;https://blog.google/innovation-and-ai/technology/developers-tools/gemma-4/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Gemma 4&lt;/a&gt;
across a broad range of hardware with stellar performance
(&lt;a class=&#34;link&#34; href=&#34;https://developers.googleblog.com/bring-state-of-the-art-agentic-skills-to-the-edge-with-gemma-4/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;blog&lt;/a&gt;).&lt;/p&gt;
&lt;p&gt;👉 Try on Linux, macOS, Windows (WSL) or Raspberry Pi with the
&lt;a class=&#34;link&#34; href=&#34;https://ai.google.dev/edge/litert-lm/cli&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;LiteRT-LM CLI&lt;/a&gt;:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;litert-lm run  &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;   --from-huggingface-repo&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;litert-community/gemma-4-E2B-it-litert-lm &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;   gemma-4-E2B-it.litertlm &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;   --prompt&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;What is the capital of France?&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h2 id=&#34;-key-features&#34;&gt;🌟 Key Features
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;📱 &lt;strong&gt;Cross-Platform Support&lt;/strong&gt;: Android, iOS, Web, Desktop, and IoT (e.g.
Raspberry Pi).&lt;/li&gt;
&lt;li&gt;🚀 &lt;strong&gt;Hardware Acceleration&lt;/strong&gt;: Peak performance via GPU and NPU accelerators.&lt;/li&gt;
&lt;li&gt;👁️ &lt;strong&gt;Multi-Modality&lt;/strong&gt;: Support for vision and audio inputs.&lt;/li&gt;
&lt;li&gt;🔧 &lt;strong&gt;Tool Use&lt;/strong&gt;: Function calling support for agentic workflows.&lt;/li&gt;
&lt;li&gt;📚 &lt;strong&gt;Broad Model Support&lt;/strong&gt;: Gemma, Llama, Phi-4, Qwen, and more.&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id=&#34;-production-ready-for-googles-products&#34;&gt;🚀 Production-Ready for Google&amp;rsquo;s Products
&lt;/h2&gt;&lt;p&gt;LiteRT-LM powers on-device GenAI experiences in &lt;strong&gt;Chrome&lt;/strong&gt;, &lt;strong&gt;Chromebook Plus&lt;/strong&gt;,
&lt;strong&gt;Pixel Watch&lt;/strong&gt;, and more.&lt;/p&gt;
&lt;p&gt;You can also try the
&lt;a class=&#34;link&#34; href=&#34;https://github.com/google-ai-edge/gallery&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Google AI Edge Gallery&lt;/a&gt; app to run
models immediately on your device.&lt;/p&gt;
&lt;table&gt;
  &lt;thead&gt;
      &lt;tr&gt;
          &lt;th style=&#34;text-align: center&#34;&gt;&lt;strong&gt;Install the app today from Google Play&lt;/strong&gt;&lt;/th&gt;
          &lt;th style=&#34;text-align: center&#34;&gt;&lt;strong&gt;Install the app today from App Store&lt;/strong&gt;&lt;/th&gt;
      &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;&lt;a href=&#39;https://play.google.com/store/apps/details?id=com.google.ai.edge.gallery&#39;&gt;&lt;img alt=&#39;Get it on Google Play&#39; height=&#34;120&#34; src=&#39;https://play.google.com/intl/en_us/badges/static/images/badges/en_badge_web_generic.png&#39;/&gt;&lt;/a&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: center&#34;&gt;&lt;a href=&#34;https://apps.apple.com/us/app/google-ai-edge-gallery/id6749645337?itscg=30200&amp;itsct=apps_box_badge&amp;mttnsubad=6749645337&#34; style=&#34;display: inline-block;&#34;&gt; &lt;img src=&#34;https://toolbox.marketingtools.apple.com/api/v2/badges/download-on-the-app-store/black/en-us?releaseDate=1771977600&#34; alt=&#34;Download on the App Store&#34; style=&#34;width: 246px; height: 90px; vertical-align: middle; object-fit: contain;&#34; /&gt;&lt;/a&gt;&lt;/td&gt;
      &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id=&#34;-blogs--announcements&#34;&gt;📰 Blogs &amp;amp; Announcements
&lt;/h3&gt;&lt;table&gt;
  &lt;thead&gt;
      &lt;tr&gt;
          &lt;th style=&#34;text-align: left&#34;&gt;Link&lt;/th&gt;
          &lt;th style=&#34;text-align: left&#34;&gt;Description&lt;/th&gt;
      &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;a class=&#34;link&#34; href=&#34;https://developers.googleblog.com/bring-state-of-the-art-agentic-skills-to-the-edge-with-gemma-4/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Bring state-of-the-art agentic skills to the edge with Gemma 4&lt;/a&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;Deploy Gemma 4 in-app and across a broader range of devices with stellar performance and broad reach using LiteRT-LM.&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;a class=&#34;link&#34; href=&#34;https://developers.googleblog.com/on-device-genai-in-chrome-chromebook-plus-and-pixel-watch-with-litert-lm/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;On-device GenAI in Chrome, Chromebook Plus and Pixel Watch&lt;/a&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;Deploy language models on wearables and browser-based platforms using LiteRT-LM at scale.&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;a class=&#34;link&#34; href=&#34;https://developers.googleblog.com/on-device-function-calling-in-google-ai-edge-gallery/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;On-device Function Calling in Google AI Edge Gallery&lt;/a&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;Explore how to fine-tune FunctionGemma and enable function calling capabilities powered by LiteRT-LM Tool Use APIs.&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;a class=&#34;link&#34; href=&#34;https://developers.googleblog.com/google-ai-edge-small-language-models-multimodality-rag-function-calling/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Google AI Edge small language models, multimodality, and function calling&lt;/a&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;Latest insights on RAG, multimodality, and function calling for edge language models.&lt;/td&gt;
      &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;hr&gt;
&lt;h2 id=&#34;-quick-start&#34;&gt;🏃 Quick Start
&lt;/h2&gt;&lt;h3 id=&#34;-key-links&#34;&gt;🔗 Key Links
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;👉 &lt;a class=&#34;link&#34; href=&#34;https://ai.google.dev/edge/litert-lm/overview&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Technical Overview&lt;/a&gt; including performance benchmarks, model support, and more.&lt;/li&gt;
&lt;li&gt;👉 &lt;a class=&#34;link&#34; href=&#34;https://ai.google.dev/edge/litert-lm/cli&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;LiteRT-LM CLI Guide&lt;/a&gt; including installation, getting started, and advanced usage.&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id=&#34;-quick-try-no-code&#34;&gt;⚡ Quick Try (No Code)
&lt;/h3&gt;&lt;p&gt;Try LiteRT-LM immediately from your terminal without writing a single line of code using &lt;a class=&#34;link&#34; href=&#34;https://docs.astral.sh/uv/getting-started/installation/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&lt;code&gt;uv&lt;/code&gt;&lt;/a&gt;:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;uv tool install litert-lm
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;litert-lm run &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  --from-huggingface-repo&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;google/gemma-3n-E2B-it-litert-lm &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  gemma-3n-E2B-it-int4 &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  --prompt&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;What is the capital of France?&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h3 id=&#34;-supported-language-apis&#34;&gt;📚 Supported Language APIs
&lt;/h3&gt;&lt;p&gt;Ready to get started? Explore our language-specific guides and setup instructions.&lt;/p&gt;
&lt;table&gt;
  &lt;thead&gt;
      &lt;tr&gt;
          &lt;th style=&#34;text-align: left&#34;&gt;Language&lt;/th&gt;
          &lt;th style=&#34;text-align: left&#34;&gt;Status&lt;/th&gt;
          &lt;th style=&#34;text-align: left&#34;&gt;Best For&amp;hellip;&lt;/th&gt;
          &lt;th style=&#34;text-align: left&#34;&gt;Documentation&lt;/th&gt;
      &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;strong&gt;Kotlin&lt;/strong&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;✅ Stable&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;Android apps &amp;amp; JVM&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;a class=&#34;link&#34; href=&#34;https://ai.google.dev/edge/litert-lm/android&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Android (Kotlin) Guide&lt;/a&gt;&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;strong&gt;Python&lt;/strong&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;✅ Stable&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;Prototyping &amp;amp; Scripting&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;a class=&#34;link&#34; href=&#34;https://ai.google.dev/edge/litert-lm/python&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Python Guide&lt;/a&gt;&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;strong&gt;C++&lt;/strong&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;✅ Stable&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;High-performance native&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;a class=&#34;link&#34; href=&#34;https://ai.google.dev/edge/litert-lm/cpp&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;C++ Guide&lt;/a&gt;&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;&lt;strong&gt;Swift&lt;/strong&gt;&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;🚀 In Dev&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;Native iOS &amp;amp; macOS&lt;/td&gt;
          &lt;td style=&#34;text-align: left&#34;&gt;(Coming Soon)&lt;/td&gt;
      &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;h4 id=&#34;-build-from-source&#34;&gt;🏗️ Build From Source
&lt;/h4&gt;&lt;p&gt;This &lt;a class=&#34;link&#34; href=&#34;./docs/getting-started/build-and-run.md&#34; &gt;guide&lt;/a&gt; shows how you can
compile LiteRT-LM from source. If you want to build the program from source,
you should checkout the stable &lt;a class=&#34;link&#34; href=&#34;https://github.com/google-ai-edge/LiteRT-LM/releases/latest&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&lt;img src=&#34;https://img.shields.io/github/v/release/google-ai-edge/LiteRT-LM&#34;
	
	
	
	loading=&#34;lazy&#34;
	
		alt=&#34;Latest
Release&#34;
	
	
&gt;&lt;/a&gt; tag.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;-releases&#34;&gt;📦 Releases
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;v0.10.1&lt;/strong&gt;: Deploy &lt;a class=&#34;link&#34; href=&#34;https://blog.google/innovation-and-ai/technology/developers-tools/gemma-4/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Gemma 4&lt;/a&gt; with stellar performance (&lt;a class=&#34;link&#34; href=&#34;https://developers.googleblog.com/bring-state-of-the-art-agentic-skills-to-the-edge-with-gemma-4/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;blog&lt;/a&gt;) and introduce &lt;a class=&#34;link&#34; href=&#34;https://ai.google.dev/edge/litert-lm/cli&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;LiteRT-LM CLI&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;v0.9.0&lt;/strong&gt;: Improvements to function calling capabilities, better app performance stability.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;v0.8.0&lt;/strong&gt;: Desktop GPU support and Multi-Modality.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;v0.7.0&lt;/strong&gt;: NPU acceleration for Gemma models.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;For a full list of releases, see &lt;a class=&#34;link&#34; href=&#34;https://github.com/google-ai-edge/LiteRT-LM/releases&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;GitHub Releases&lt;/a&gt;.&lt;/p&gt;
&lt;hr&gt;
</description>
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