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        <title>Auto-Completion on Producthunt daily</title>
        <link>https://producthunt.programnotes.cn/en/tags/auto-completion/</link>
        <description>Recent content in Auto-Completion on Producthunt daily</description>
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        <lastBuildDate>Tue, 08 Jul 2025 15:32:21 +0800</lastBuildDate><atom:link href="https://producthunt.programnotes.cn/en/tags/auto-completion/index.xml" rel="self" type="application/rss+xml" /><item>
        <title>refact</title>
        <link>https://producthunt.programnotes.cn/en/p/refact/</link>
        <pubDate>Tue, 08 Jul 2025 15:32:21 +0800</pubDate>
        
        <guid>https://producthunt.programnotes.cn/en/p/refact/</guid>
        <description>&lt;img src="https://images.unsplash.com/photo-1681316152147-e8dffd56404c?ixid=M3w0NjAwMjJ8MHwxfHJhbmRvbXx8fHx8fHx8fDE3NTE5NTk4ODV8&amp;ixlib=rb-4.1.0" alt="Featured image of post refact" /&gt;&lt;h1 id=&#34;smallcloudairefact&#34;&gt;&lt;a class=&#34;link&#34; href=&#34;https://github.com/smallcloudai/refact&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;smallcloudai/refact&lt;/a&gt;
&lt;/h1&gt;&lt;p&gt;&lt;a name=&#34;readme-top&#34;&gt;&lt;/a&gt;&lt;/p&gt;
&lt;div align=&#34;center&#34;&gt;
  &lt;picture&gt;
    &lt;source media=&#34;(prefers-color-scheme: dark)&#34; srcset=&#34;https://docs.refact.ai/_astro/logo-dark.CCzD55EA.svg&#34;&gt;
    &lt;source media=&#34;(prefers-color-scheme: light)&#34; srcset=&#34;https://docs.refact.ai/_astro/logo-light.CblxRz3x.svg&#34;&gt;
    &lt;!-- Fallback if neither preference is set --&gt;
    &lt;img alt=&#34;Refact.ai logo&#34; src=&#34;https://docs.refact.ai/_astro/logo-dark.CCzD55EA.svg&#34; width=&#34;200&#34;&gt;
  &lt;/picture&gt;
  &lt;h1 align=&#34;center&#34;&gt;Refact - Open Sourced AI Software Development Agent&lt;/h1&gt;
&lt;/div&gt;
&lt;div align=&#34;center&#34;&gt;
  &lt;a href=&#34;https://github.com/smallcloudai/refact/stargazers&#34;&gt;&lt;img src=&#34;https://img.shields.io/github/stars/smallcloudai/refact?style=for-the-badge&amp;color=blue&#34; alt=&#34;Stargazers&#34;&gt;&lt;/a&gt;
  &lt;a href=&#34;https://discord.gg/Kts7CYg99R&#34;&gt;&lt;img src=&#34;https://img.shields.io/badge/Discord-Join%20Us-purple?logo=discord&amp;logoColor=white&amp;style=for-the-badge&#34; alt=&#34;Join our Discord community&#34;&gt;&lt;/a&gt;
  &lt;a href=&#34;https://docs.refact.ai&#34;&gt;&lt;img src=&#34;https://img.shields.io/badge/documentation-blue?logo=googledocs&amp;logoColor=FFE165&amp;style=for-the-badge&#34; alt=&#34;Check out the documentation&#34;&gt;&lt;/a&gt;
&lt;/div&gt;
&lt;p&gt;Refact.ai is the #1 open-source AI Agent in SWE-bench verified that handles engineering tasks end-to-end. It deeply understands your codebases and integrates with your tools, databases, and browsers to automate complex, multi-step tasks.&lt;/p&gt;
&lt;h2 id=&#34;-seamless-integration-with-your-workflow&#34;&gt;🚀 Seamless Integration with Your Workflow
&lt;/h2&gt;&lt;p&gt;Refact Agent works effortlessly with the tools and databases you already use:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;📁 Version Control:&lt;/strong&gt; GitHub, GitLab&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;🗄️ Databases:&lt;/strong&gt; PostgreSQL, MySQL&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;🛠️ Debugging:&lt;/strong&gt; Pdb&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;🐳 Containerization:&lt;/strong&gt; Docker&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id=&#34;-why-choose-refact-agent&#34;&gt;⚡ Why Choose Refact Agent?
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;✅ &lt;strong&gt;Deploy On-Premise:&lt;/strong&gt; For maximum security, choose our self-hosted AI Agent version and run it on your own infrastructure.&lt;/li&gt;
&lt;li&gt;🧠 &lt;strong&gt;Access State-of-the-Art Models:&lt;/strong&gt; Use Claude 4, GPT-4o, or GPT-4o mini with AI Agent or for chat queries.&lt;/li&gt;
&lt;li&gt;🔑 &lt;strong&gt;Bring Your Own Key (BYOK):&lt;/strong&gt; Connect your API key and use any LLM: Gemini, Grok, OpenAI, Deepseek, and others.&lt;/li&gt;
&lt;li&gt;💬 &lt;strong&gt;Integrated IDE Chat:&lt;/strong&gt; Integrate with GitHub, PostgreSQL, Docker, and more. Refact.ai Agent accesses your resources and handles related operations autonomously, mimicking your workflow.&lt;/li&gt;
&lt;li&gt;⚡ &lt;strong&gt;Free, Unlimited, Context-Aware Auto-Completion:&lt;/strong&gt; Code faster with smart AI suggestions.&lt;/li&gt;
&lt;li&gt;🛠️ &lt;strong&gt;Supports 25+ Programming Languages:&lt;/strong&gt; Python, JavaScript, Java, Rust, TypeScript, PHP, C++, C#, Go, and many more!&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id=&#34;--hear-from-our-community&#34;&gt;🎉  Hear from our Community
&lt;/h3&gt;&lt;p&gt;Our Ambassadors shared remarkable stories of how they transform weeks of coding into minutes with Refact.ai Agent!&lt;/p&gt;
&lt;p&gt;1️. How Refact.ai built 99.9% of an IoT cloud app &lt;a class=&#34;link&#34; href=&#34;https://www.linkedin.com/posts/refactai_refactai-agent-activity-7308103386451578881-FO23/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Read&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;2️. How AI-coded prototypes help UX teams deliver real value &lt;a class=&#34;link&#34; href=&#34;https://medium.com/@siarheimardovich/how-ai-coded-prototypes-help-ux-teams-deliver-real-value-b51eb2ea5167&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Read&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;3️. 80 hours of building from scratch — instead done in 30 minutes &lt;a class=&#34;link&#34; href=&#34;https://www.linkedin.com/posts/refactai_refactai-users-stories-activity-7310996174864289793-692-/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Read more&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;4️. 3 weeks of waiting for a functional GUI? Built in just 14 minutes &lt;a class=&#34;link&#34; href=&#34;https://www.linkedin.com/posts/refactai_refactai-users-stories-activity-7310996174864289793-692-/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Read more&lt;/a&gt;&lt;/p&gt;
&lt;ol start=&#34;5&#34;&gt;
&lt;li&gt;Built an automated SEO Content Generator in 60 minutes with Refact.ai &lt;a class=&#34;link&#34; href=&#34;https://refact.ai/blog/2025/automated-seo-content-generator-in-60-minutes/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Read more&lt;/a&gt;&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;📜 &lt;a class=&#34;link&#34; href=&#34;https://docs.refact.ai/supported-models/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;View Full List of Supported Models&lt;/a&gt;&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;📢  &lt;strong&gt;Using AI for work? Let’s bring it to your company!&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;&lt;a class=&#34;link&#34; href=&#34;https://refact.ai/contact/?utm_source=github&amp;amp;utm_medium=readme&amp;amp;utm_campaign=enterprise&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Fill out this form&lt;/a&gt; — Our AI Agent will be tailored to your company’s data, learning from feedback, and helping organize knowledge for &lt;strong&gt;better collaboration&lt;/strong&gt; with your team.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h2 id=&#34;-table-of-contents&#34;&gt;📚 Table of Contents
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;🚀 &lt;a class=&#34;link&#34; href=&#34;#-core-features-and-functionality&#34; &gt;Core Features and Functionality&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;🤖 &lt;a class=&#34;link&#34; href=&#34;#-which-tasks-can-refact-help-you-with&#34; &gt;Which Tasks Can Refact Help You With?&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;⚙️ &lt;a class=&#34;link&#34; href=&#34;#%EF%B8%8F-quickstart&#34; &gt;QuickStart&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;🐳 &lt;a class=&#34;link&#34; href=&#34;#-running-refact-self-hosted-in-a-docker-container&#34; &gt;Running Refact Self-Hosted in a Docker Container&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;🔌 &lt;a class=&#34;link&#34; href=&#34;#-getting-started-with-plugins&#34; &gt;Getting Started with Plugins&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;📖 &lt;a class=&#34;link&#34; href=&#34;#-documentation&#34; &gt;Documentation&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;🥇 &lt;a class=&#34;link&#34; href=&#34;#-contribution&#34; &gt;Contribution&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;🎉 &lt;a class=&#34;link&#34; href=&#34;#-join-the-community&#34; &gt;Join the Community&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;-core-features-and-functionality&#34;&gt;🚀 Core Features and Functionality
&lt;/h2&gt;&lt;p&gt;✅ &lt;strong&gt;Unlimited accurate auto-completion&lt;/strong&gt; with context awareness – Powered by Qwen2.5-Coder-1.5B, utilizing Retrieval-Augmented Generation (RAG).&lt;/p&gt;
&lt;p&gt;&lt;img src=&#34;https://lh7-rt.googleusercontent.com/docsz/AD_4nXfClhl11Ul0YQjDTZJvrfhsj3bqK_VIz6bFfbTRc62dsMOz4LK4u72i9-gLTQDIgm0yChmFe57hvUxSoI2fQ5DSntna7_Ch0qbGx5zcB-othfwKnoYkbt3M3YgGFlrqFszuDEBhUw?key=zllGjEBckkx13bRZ6JIqX6qr&#34;
	
	
	
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		alt=&#34;auto-completion&#34;
	
	
&gt;&lt;/p&gt;
&lt;p&gt;✅ &lt;strong&gt;Integrated in-IDE Chat&lt;/strong&gt; – AI deeply understands your code and provides relevant, intelligent answers.&lt;/p&gt;
&lt;p&gt;✅ &lt;strong&gt;Integrated with Tools&lt;/strong&gt; – Works with GitHub, GitLab, PostgreSQL, MySQL, Pdb, Docker, and shell commands.&lt;/p&gt;
&lt;p&gt;&lt;img src=&#34;https://lh7-rt.googleusercontent.com/docsz/AD_4nXc4DWYXF73AgPWAaFFGLTqEprWwA0im8R_A1QMo4QW4pTnSi1MCoP9L8udMZb5FPyN-CdgefaxJFGpX2ndn5nkjGBF2b_hZBNHogM7IM6SPvUIvUd9iE1lYIq7q-TB2qKzSGLk00A?key=zllGjEBckkx13bRZ6JIqX6qr&#34;
	
	
	
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		alt=&#34;integrations&#34;
	
	
&gt;&lt;/p&gt;
&lt;p&gt;✅ &lt;strong&gt;State-of-the-Art Models&lt;/strong&gt; – Use Claude 4, GPT-4o, or GPT-4o mini with AI Agent or for chat queries.&lt;/p&gt;
&lt;p&gt;✅ &lt;strong&gt;Bring Your Own Key (BYOK)&lt;/strong&gt; – Use your own API keys for external LLMs.&lt;/p&gt;
&lt;p&gt;&lt;img src=&#34;https://lh7-rt.googleusercontent.com/docsz/AD_4nXe1UDsuaER6WMxAnKEwz15T3OPslkpSo2vNGMGaNoEiZOJvAptY8yEvND_rI23q_5Sof1DceexyrW5x6oUwcpVr5KQvWUByrN_TnLGVY2HG_0sg8uWnRb14jKAes2MBDPM37EQO?key=zllGjEBckkx13bRZ6JIqX6qr&#34;
	
	
	
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		alt=&#34;BYOK&#34;
	
	
&gt;&lt;/p&gt;
&lt;h2 id=&#34;-which-tasks-can-refact-help-you-with&#34;&gt;🤖 Which Tasks Can Refact Help You With?
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;🏗 &lt;strong&gt;Generate code&lt;/strong&gt; from natural language prompts (even with typos).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;🔄 &lt;strong&gt;Refactor code&lt;/strong&gt; for better quality and readability.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;📖 &lt;strong&gt;Explain code&lt;/strong&gt; to quickly understand unfamiliar code.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;🐞 &lt;strong&gt;Debug code&lt;/strong&gt; to detect and fix errors faster.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;🧪 &lt;strong&gt;Generate unit tests&lt;/strong&gt; for reliable code.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;📌 &lt;strong&gt;Code Review&lt;/strong&gt; with AI-assisted suggestions.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;📜 &lt;strong&gt;Create Documentation&lt;/strong&gt; to keep knowledge up to date.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;🏷 &lt;strong&gt;Generate Docstrings&lt;/strong&gt; for structured documentation.&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;-quickstart&#34;&gt;⚙️ QuickStart
&lt;/h2&gt;&lt;p&gt;You can install the Refact repository without Docker:&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;/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;pip install .
&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;p&gt;For GPU with CUDA capability &amp;gt;= 8.0 and flash-attention v2 support:&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;/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;&lt;span class=&#34;nv&#34;&gt;FLASH_ATTENTION_FORCE_BUILD&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;TRUE &lt;span class=&#34;nv&#34;&gt;MAX_JOBS&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;m&#34;&gt;4&lt;/span&gt; &lt;span class=&#34;nv&#34;&gt;INSTALL_OPTIONAL&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;TRUE pip install .
&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;-running-refact-self-hosted-in-a-docker-container&#34;&gt;🐳 Running Refact Self-Hosted in a Docker Container
&lt;/h2&gt;&lt;p&gt;The easiest way to run the self-hosted server is using a pre-built Docker image.&lt;br&gt;
See &lt;code&gt;CONTRIBUTING.md&lt;/code&gt; for installation without a Docker container.&lt;/p&gt;
&lt;h3 id=&#34;-getting-started-with-plugins&#34;&gt;🔌 Getting Started with Plugins
&lt;/h3&gt;&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;Download Refact&lt;/strong&gt; for VS Code or JetBrains.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Set up a custom inference URL:&lt;/strong&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;/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-fallback&#34; data-lang=&#34;fallback&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;http://127.0.0.1:8008
&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;/li&gt;
&lt;li&gt;&lt;strong&gt;Configure the plugin settings:&lt;/strong&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;JetBrains:&lt;/strong&gt; Settings &amp;gt; Tools &amp;gt; Refact.ai &amp;gt; Advanced &amp;gt; Inference URL&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;VSCode:&lt;/strong&gt; Extensions &amp;gt; Refact.ai Assistant &amp;gt; Settings &amp;gt; Address URL&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ol&gt;
&lt;h2 id=&#34;-documentation&#34;&gt;📖 Documentation
&lt;/h2&gt;&lt;p&gt;For detailed guidance and best practices, check out our &lt;a class=&#34;link&#34; href=&#34;https://docs.refact.ai/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;documentation.&lt;/a&gt;&lt;/p&gt;
&lt;h2 id=&#34;-contribution&#34;&gt;🥇 Contribution
&lt;/h2&gt;&lt;p&gt;Want to contribute to our project? We&amp;rsquo;re always open to new ideas and features!&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Check out GitHub Issues&lt;/strong&gt; – See what we&amp;rsquo;re working on or suggest your own ideas.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Read our Contributing Guide&lt;/strong&gt; – Check out &lt;code&gt;Contributing.md&lt;/code&gt; to get started.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Your contributions help shape the future of Refact Agent! 🚀&lt;/p&gt;
&lt;h3 id=&#34;-star-history&#34;&gt;⭐ Star History
&lt;/h3&gt;&lt;p&gt;&lt;img src=&#34;https://github.com/user-attachments/assets/48440c6e-b0cd-4421-880e-44924bd21693&#34;
	
	
	
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		alt=&#34;image (4)&#34;
	
	
&gt;&lt;/p&gt;
&lt;h3 id=&#34;-join-the-community&#34;&gt;🎉 Join the Community
&lt;/h3&gt;&lt;p&gt;We&amp;rsquo;re all about open-source and empowering developers with AI tools. Our vision is to build the future of programming. Join us and be part of the journey!&lt;/p&gt;
&lt;p&gt;📢 &lt;strong&gt;&lt;a class=&#34;link&#34; href=&#34;https://refact.ai/community/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Join our Discord server&lt;/a&gt;&lt;/strong&gt; – A community-run space for discussion, questions, and feedback.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Made with ❤️ by developers who automate the boring, so you can focus on building the future.&lt;/strong&gt;&lt;/p&gt;
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