{"id":6521,"date":"2025-10-30T03:00:00","date_gmt":"2025-10-30T03:00:00","guid":{"rendered":"https:\/\/www.myshirtai.com\/archives\/6521"},"modified":"2025-10-30T03:00:00","modified_gmt":"2025-10-30T03:00:00","slug":"cursor-2-0-%e7%82%b8%e5%9c%ba%e4%ba%86%ef%bc%81%e8%87%aa%e7%a0%94%e6%a8%a1%e5%9e%8b-composer-%e7%99%bb%e5%9c%ba%ef%bc%8c%e4%bb%a3%e7%a0%81%e7%94%9f%e6%88%90%e5%bf%ab%e5%88%b0%e7%a6%bb%e8%b0%b1","status":"publish","type":"post","link":"https:\/\/www.myshirtai.com\/en\/archives\/6521","title":{"rendered":"Cursor 2.0 blew up! Self-developed model Composer debuts, code generation is ridiculously fast!"},"content":{"rendered":"<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\"Finally, it's no longer a shell of GPT.\"<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>Just today, the AI programming community was treated to a big announcement - the<strong>Cursor officially releases version 2.0, and for the first time carries its own big model: Composer.<\/strong>The<\/p>\n\n\n\n<p>This means that Cursor, which used to be \"cloaked in VS Code and relied on Claude\/GPT for support\", is now the most important tool in the world.<strong>Officially evolving into a true AI native development platform<\/strong>The<\/p>\n\n\n\n<p>What's even more amazing is that Composer's code generation is as fast as <strong>250 tokens\/second<\/strong>Faster than GPT-5, Claude Sonnet 4.5. <strong>2 times<\/strong>The model is faster than similar open-source models <strong>4 times<\/strong>!<br>And it's not \"fast but stupid\", it's<strong>Fast and smart.<\/strong>-Trained for real development scenarios, able to write your own code, test and fix your own bugs.<\/p>\n\n\n\n<p>Today, we're going to experience it in depth:<strong>What's so great about Composer? How can the average developer use it?<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/cursor2\u89c6\u98911.mp4\"><\/video><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-composer-\u662f\u4ec0\u4e48-\u4e0d\u53ea\u662f\u5feb-\u66f4\u662f-\u4f1a\u5e72\u6d3b\">\ud83d\ude80 What is Composer? It's not just about being fast, it's about being \"good at what you do.\"<\/h2>\n\n\n\n<p>Composer is the Cursor team's in-house development of the <strong>The Mixed Expert (MoE) Programming Megamodel<\/strong>There is only one core objective:<strong>Efficient completion of tasks in a real development environment<\/strong>The<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u5173\u952e\u7279\u6027\">Key Features:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>speed bump<\/strong>The program can be used to perform complex multi-step encoding tasks in less than 30 seconds, at 250 tokens\/second;<\/li>\n\n\n\n<li><strong>Enhanced learning drive<\/strong>Instead of relying on static data to \"memorize\" the questions, you can \"practice\" in the real code base;<\/li>\n\n\n\n<li><strong>Tool Native Integration<\/strong>: The ability to invoke a full set of development tools such as semantic search, terminal commands, file editing, unit testing and more;<\/li>\n\n\n\n<li><strong>Long Context Support<\/strong>: Handle large projects with ease and understand the structure and logic of the entire code base;<\/li>\n\n\n\n<li><strong>self-healing ability<\/strong>: Automatically runs linter, fixes formatting errors, and patches test cases.<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>It's not about \"generating a piece of code\", it's about \"delivering a function that runs\".<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/cursor2\u89c6\u98912.mp4\"><\/video><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5b9e\u6d4b\u6848\u4f8b-composer-\u5230\u5e95\u80fd\u5e2e\u4f60\u505a\u4ec0\u4e48\">\ud83e\uddea Real-world examples: what can Composer really do for you?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u6848\u4f8b-1-\u81ea\u52a8\u6d4b\u8bd5-\u8fed\u4ee3-\u76f4\u5230\u4ee3\u7801\u8dd1\u901a\">\u2705 Case 1: Automated Testing + Iteration Until the Code Works<\/h3>\n\n\n\n<p><strong>take<\/strong>: You've asked Composer to implement a new feature, but the first time it generates code it has bugs.<\/p>\n\n\n\n<p><strong>traditional model<\/strong>: It's over when it's done, you'll have to debug it yourself.<br><strong>Composer<\/strong>::<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Automatically run unit tests;<\/li>\n\n\n\n<li>Analyze the error log when you find a failure;<\/li>\n\n\n\n<li>Automatically modify the code and retest it;<\/li>\n\n\n\n<li><strong>Until the function is fully passed<\/strong>The<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>In testing, it closes the loop of \"write code \u2192 test \u2192 fix \u2192 retest\" in seconds.<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-36.png\" alt=\"\" class=\"wp-image-2521\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u6848\u4f8b-2-\u8bed\u97f3\u751f\u6210\u4ee3\u7801-\u5f20\u5634\u5c31\u80fd\u5199\u7a0b\u5e8f\">\u2705 Case 2: Voice Generated Code - Open your mouth and write a program!<\/h3>\n\n\n\n<p><strong>directives<\/strong>(voice input):<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\"Create a React component that displays the user's avatar and last three updates with the Tailwind style.\"<\/p>\n<\/blockquote>\n\n\n\n<p><strong>in the end<\/strong>::<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Composer immediately parses the speech;<\/li>\n\n\n\n<li>Generate complete <code>.jsx<\/code> Documentation;<\/li>\n\n\n\n<li>Automatically import dependencies, handle API mock, add responsive layouts;<\/li>\n\n\n\n<li>Code style is consistent with the project's existing specifications.<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Write code with your mouth instead of a keyboard - real \"Vibe Coding\".<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/cursor2\u89c6\u98913.mp4\"><\/video><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u6848\u4f8b-3-\u591a-agent-\u5e76\u884c\u5f00\u53d1-\u62e9\u4f18\u91c7\u7528\">\u2705 Case 3: Multi-Agent Parallel Development with Meritocracy<\/h3>\n\n\n\n<p>The new Cursor 2.0 interface features <strong>\"Agent-centric\"<\/strong>, supports running multiple intelligences at the same time.<\/p>\n\n\n\n<p><strong>real scene (not set up or posed)<\/strong>::<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The same requirement (e.g. \"Optimize homepage loading speed\") is given to both the <strong>3 Composer Agent<\/strong>.;<\/li>\n\n\n\n<li>Each Agent works in a separate Git Worktree;<\/li>\n\n\n\n<li>Once done, you can in the interface<strong>Horizontal Comparison Program<\/strong>, choose the optimal solution.<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>It's like hiring 3 interns at the same time, each handing in a proposal and you just pick the best.<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/2edfa8fe6f02a07c743416b8e6749a5784fb5f06-2500x1458-1.png\" alt=\"\" class=\"wp-image-2522\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u6848\u4f8b-4-\u5927\u578b\u9879\u76ee\u7406\u89e3-\u8bed\u4e49\u641c\u7d22\">\u2705 Case 4: Large Project Understanding + Semantic Search<\/h3>\n\n\n\n<p><strong>mandates<\/strong>::<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\"In our e-commerce program, find all the places where the payment interface is called and upgrade to the new SDK uniformly.\"<\/p>\n<\/blockquote>\n\n\n\n<p><strong>Composer Operations<\/strong>::<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>invocations <strong>Library-wide semantic search<\/strong>Positioning <code>paymentService<\/code> Related Documents;<\/li>\n\n\n\n<li>Analyze the call links and identify 7 key modules;<\/li>\n\n\n\n<li>Automatic generation of migration scenarios + compatibility check;<\/li>\n\n\n\n<li>outputs a commented diff file for you to review.<\/li>\n<\/ol>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>It's not about \"guessing where you use it\", it's about \"knowing how the whole program works\".<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/d73d77252fc7a0439a36a7739525f09c.png\" alt=\"\" class=\"wp-image-2524\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u6280\u672f\u5e95\u724c-\u4e3a\u4ec0\u4e48-composer-\u80fd\u8fd9\u4e48\u5f3a\">\ud83d\udee0\ufe0f The technical undercard: Why is Composer so powerful?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-\u5f3a\u5316\u5b66\u4e60-\u771f\u5b9e\u73af\u5883\u8bad\u7ec3\">1\ufe0f\u20e3 <strong>Intensive Learning + Real World Training<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Composer is not trained on a \"toy dataset\", but on the <strong>Real Cursor Development Environment<\/strong>The process is carried out in the middle;<\/li>\n\n\n\n<li>Each training session corresponds to a real task: writing functionality, changing architecture, interpreting code;<\/li>\n\n\n\n<li>The model must<strong>Do-it-yourself, verify it, and fix it<\/strong>, in order to get the bonus signal.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-\u81ea\u7814\u57fa\u7840\u8bbe\u65bd-\u5343\u5361-gpu-mxfp8\">2\ufe0f\u20e3 <strong>In-house infrastructure: Kilocal GPUs + MXFP8<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Building a training system based on PyTorch + Ray;<\/li>\n\n\n\n<li>utilization <strong>MXFP8 Low Precision Training<\/strong>, which allows high-speed reasoning without quantization;<\/li>\n\n\n\n<li>Supports thousands of NVIDIA GPUs in parallel for full training efficiency.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-cursor-bench-\u4e13\u4e3a\u5f00\u53d1\u8005\u8bbe\u8ba1\u7684\u8bc4\u6d4b\">3\ufe0f\u20e3 <strong>Cursor Bench: A Review Designed for Developers<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Do not look at \"can generate\", but \"can run through, in line with engineering specifications\";<\/li>\n\n\n\n<li>The test set comes from real requests from Cursor engineers and is extremely gold.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/8336877a5b8981f44c3649a1b3eb1733ee05dde8-2400x1350-1.png\" alt=\"\" class=\"wp-image-2523\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/10\/image-37.png\" alt=\"\" class=\"wp-image-2526\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5982\u4f55\u4f53\u9a8c\">\ud83c\udf1f How is it experienced?<\/h2>\n\n\n\n<p>Composer has<strong>Full integration into Cursor 2.0<\/strong>No additional configuration is required.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Official Website Download<\/strong>::<a href=\"https:\/\/cursor.com\">https:\/\/cursor.com<\/a>(Windows \/ macOS \/ Linux supported)<\/li>\n\n\n\n<li><strong>Free Trial<\/strong>: Composer is currently free for all users.<\/li>\n\n\n\n<li><strong>Multi-model switching<\/strong>: The GPT\/Claude option remains, but Composer is now the default recommendation.<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Note: Composer currently<strong>Cursor internal use only<\/strong>The following is a list of the most popular features of the program, which are not open APIs or open source.<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u5199\u5728\u6700\u540e\">\ud83d\udd1a Write at the end<\/h2>\n\n\n\n<p>In the past, we said that Cursor was the \"best AI editor\";<br>Now it is becoming <strong>\"The first AI colleague who actually understands development\"<\/strong>The<\/p>\n\n\n\n<p>The emergence of Composer signaled a trend:<br><strong>The programming tools of the future will no longer \"help you write code\", but \"do the job for you\".<\/strong>The<\/p>\n\n\n\n<p>It may not be perfect - sometimes over-optimizing and occasionally misunderstanding requirements.<br>But it's unmistakable in its direction:<strong>Bringing developers from \"coders\" back to \"creators\"<\/strong>The<\/p>\n\n\n\n<p>As the Cursor team says:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\"We're not building faster horses, we're building the first automobile.\"<\/p>\n<\/blockquote>\n\n\n\n<p>And you, perhaps, are sitting in the driver's seat.<\/p>\n\n\n\n<p><strong>Upgrade to Cursor 2.0 today and experience the thrill of encoding at 250 tokens\/second!<\/strong><br>\ud83d\udd17 <a href=\"https:\/\/cursor.com\">https:\/\/cursor.com<\/a><\/p>\n\n\n\n<table style=\"width: 100%;border-collapse: collapse;border: 1px solid #ddd\">\n<thead>\n<tr style=\"height: 48px;background-color: #f5f5f5\">\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\n<h4 style=\"margin: 0\">For more products, please check out<\/h4>\n<\/th>\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\n<h4 style=\"margin: 0\">See more at<\/h4>\n<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"height: 63px\">\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/en\/\" data-linktype=\"2\">ShirtAI - Penetrating Intelligence<\/a><\/td>\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/en\/archives\/4425\/\" data-linktype=\"2\">The AIGC Big Model: ushering in an era of dual revolution in engineering and science - Penetrating Intelligence<\/a><\/td>\n<\/tr>\n<tr style=\"height: 61px\">\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/en\/\" data-linktype=\"2\">1:1 Restoration of Claude and GPT Official Website - AI Cloud Native<\/a><\/td>\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bluelsqkj.com\/archives\/2876\" data-linktype=\"2\">Live Match App Global HD Sports Viewing Player (Recommended) - BlueShirt.com<\/a><\/td>\n<\/tr>\n<tr style=\"height: 54px\">\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/api.mygptmeta.com\/\" data-linktype=\"2\">Transit service based on official API - GPTMeta API<\/a><\/td>\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.zhihu.com\/question\/621055223\/answer\/3633615705\" data-linktype=\"2\">Help, can anyone of you provide some tips on how to ask questions on GPT? - Knowing<\/a><\/td>\n<\/tr>\n<tr style=\"height: 70px\">\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/shop.blueshirtmap.com\/\" data-linktype=\"2\">Global Virtual Goods Digital Store - Global SmarTone (Feng Ling Ge)<\/a><\/td>\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bilibili.com\/video\/BV1efpneYE54\/?spm_id_from=333.1387.homepage.video_card.click\" data-linktype=\"2\">How powerful is Claude airtfacts feature that GPT instantly doesn't smell good? -BeepBeep<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>","protected":false},"excerpt":{"rendered":"<p>Cursor 2.0\u6b63\u5f0f\u53d1\u5e03\uff0c\u63a8\u51fa\u81ea\u7814\u5927\u6a21\u578bComposer\u3002\u5176\u4ee3\u7801\u751f\u6210\u901f\u5ea6\u9ad8\u8fbe250 tokens\/\u79d2\uff0c\u6bd4GPT-5\u548cClaude Sonnet 4.5\u5feb2\u500d\u3002\u8be5\u6a21\u578b\u4e13\u4e3a\u771f\u5b9e\u5f00\u53d1\u573a\u666f\u8bad\u7ec3\uff0c\u80fd\u81ea\u4e3b\u5b8c\u6210\u7f16\u7801\u3001\u6d4b\u8bd5\u548c\u4fee\u590dBug\u7684\u5168\u6d41\u7a0b\uff0c\u76ee\u524d\u4ec5\u96c6\u6210\u4e8eCursor\u7f16\u8f91\u5668\u5185\u90e8\u4f7f\u7528\u3002<\/p>","protected":false},"author":1,"featured_media":6520,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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