{"id":34134,"date":"2025-07-29T01:20:44","date_gmt":"2025-07-28T17:20:44","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=34134"},"modified":"2025-07-29T01:20:44","modified_gmt":"2025-07-28T17:20:44","slug":"massgen","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/massgen\/","title":{"rendered":"MassGen\uff1a\u591a\u667a\u80fd\u4f53\u534f\u540c\u4efb\u52a1\u5904\u7406\u7cfb\u7edf"},"content":{"rendered":"<p>MassGen \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7cfb\u7edf\uff0c\u7075\u611f\u6765\u81ea xAI \u7684 <a href=\"https:\/\/www.kdjingpai.com\/en\/grok\/\">Grok<\/a> Heavy \u548c Google DeepMind \u7684 <a href=\"https:\/\/www.kdjingpai.com\/en\/geminibardgubu\/\">Gemini<\/a> Deep Think\u3002\u5b83\u901a\u8fc7\u591a\u4e2a AI \u667a\u80fd\u4f53\u5e76\u884c\u5de5\u4f5c\uff0c\u5171\u4eab\u4fe1\u606f\u5e76\u4f18\u5316\u7ed3\u679c\uff0c\u89e3\u51b3\u590d\u6742\u4efb\u52a1\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u547d\u4ee4\u884c\u64cd\u4f5c\uff0c\u8c03\u7528\u4e0d\u540c AI \u6a21\u578b\uff08\u5982 Google Gemini\u3001OpenAI \u548c xAI Grok\uff09\u6765\u5b8c\u6210\u4efb\u52a1\u3002MassGen \u652f\u6301\u81ea\u5b9a\u4e49\u5de5\u5177\u6269\u5c55\uff0c\u9002\u5408\u5904\u7406\u9700\u8981\u591a\u6a21\u578b\u534f\u4f5c\u7684\u573a\u666f\uff0c\u6bd4\u5982\u5206\u6790\u590d\u6742\u95ee\u9898\u6216\u751f\u6210\u9ad8\u8d28\u91cf\u5185\u5bb9\u3002\u9879\u76ee\u76ee\u524d\u5904\u4e8e\u65e9\u671f\u5f00\u53d1\u9636\u6bb5\uff0c\u4ee3\u7801\u548c\u6587\u6863\u6258\u7ba1\u5728 GitHub \u4e0a\uff0c\u793e\u533a\u53ef\u901a\u8fc7 Discord \u53c2\u4e0e\u8ba8\u8bba\u548c\u8d21\u732e\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-34135\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/4a08dc88b6ae44b-scaled.png\" alt=\"\" width=\"2560\" height=\"1573\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/4a08dc88b6ae44b-scaled.png 2560w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/4a08dc88b6ae44b-1536x944.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/4a08dc88b6ae44b-2048x1259.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/4a08dc88b6ae44b-18x12.png 18w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u591a\u667a\u80fd\u4f53\u5e76\u884c\u5904\u7406<\/strong>\uff1a\u591a\u4e2a AI \u667a\u80fd\u4f53\u540c\u65f6\u5904\u7406\u4efb\u52a1\uff0c\u89c2\u5bdf\u5f7c\u6b64\u8fdb\u5c55\uff0c\u4f18\u5316\u6700\u7ec8\u7ed3\u679c\u3002<\/li>\n<li><strong>\u8de8\u6a21\u578b\u534f\u4f5c<\/strong>\uff1a\u652f\u6301 Google Gemini\u3001OpenAI \u548c xAI Grok \u7b49\u6a21\u578b\uff0c\u901a\u8fc7\u5171\u8bc6\u673a\u5236\u6574\u5408\u8f93\u51fa\u3002<\/li>\n<li><strong>\u8fed\u4ee3\u4f18\u5316<\/strong>\uff1a\u667a\u80fd\u4f53\u901a\u8fc7\u591a\u6b21\u8fed\u4ee3\uff0c\u9010\u6b65\u5b8c\u5584\u4efb\u52a1\u7ed3\u679c\uff0c\u63d0\u9ad8\u51c6\u786e\u6027\u548c\u8d28\u91cf\u3002<\/li>\n<li><strong>\u81ea\u5b9a\u4e49\u5de5\u5177\u6269\u5c55<\/strong>\uff1a\u7528\u6237\u53ef\u5728\u00a0<code>massgen\/tools.py<\/code>\u00a0\u4e2d\u6ce8\u518c\u65b0\u5de5\u5177\uff0c\u589e\u5f3a\u667a\u80fd\u4f53\u529f\u80fd\u3002<\/li>\n<li><strong>\u7075\u6d3b\u914d\u7f6e<\/strong>\uff1a\u652f\u6301\u901a\u8fc7\u914d\u7f6e\u6587\u4ef6\u6216\u547d\u4ee4\u884c\u53c2\u6570\u8c03\u6574\u8fd0\u884c\u6a21\u5f0f\u3001\u6a21\u578b\u9009\u62e9\u548c\u4efb\u52a1\u65f6\u957f\u3002<\/li>\n<li><strong>\u652f\u6301\u591a\u79cd\u4efb\u52a1\u7c7b\u578b<\/strong>\uff1a\u9002\u7528\u4e8e\u95ee\u7b54\u3001\u5185\u5bb9\u751f\u6210\u3001\u6570\u5b66\u8ba1\u7b97\u7b49\u591a\u6837\u5316\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>\u8981\u4f7f\u7528 MassGen\uff0c\u9700\u8981\u5728\u672c\u5730\u73af\u5883\u4e2d\u5b89\u88c5\u5e76\u914d\u7f6e\u76f8\u5173\u4f9d\u8d56\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u548c\u4f7f\u7528\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u514b\u9686\u4ee3\u7801\u4ed3\u5e93<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u4e0b\u8f7d MassGen \u6e90\u4ee3\u7801\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/Leezekun\/MassGen.git\r\ncd MassGen\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5 Python \u73af\u5883<\/strong><br \/>\nMassGen \u4f9d\u8d56 Python \u73af\u5883\uff0c\u63a8\u8350\u4f7f\u7528\u00a0<code>uv<\/code>\u00a0\u7ba1\u7406\u865a\u62df\u73af\u5883\u3002\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>pip install uv\r\nuv venv\r\nsource .venv\/bin\/activate  # macOS\/Linux\r\n.venv\\Scripts\\activate  # Windows\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u5728\u9879\u76ee\u6839\u76ee\u5f55\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u5b89\u88c5\u5fc5\u8981\u7684 Python \u5305\uff1a<\/p>\n<pre><code>uv pip install -e .\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u914d\u7f6e API \u5bc6\u94a5<\/strong><br \/>\nMassGen \u9700\u8981 Google Gemini\u3001OpenAI \u6216 xAI Grok \u7684 API \u5bc6\u94a5\u3002\u590d\u5236\u793a\u4f8b\u914d\u7f6e\u6587\u4ef6\u5e76\u7f16\u8f91\uff1a<\/p>\n<pre><code>cp massgen\/backends\/.env.example massgen\/backends\/.env\r\n<\/code><\/pre>\n<p>\u5728\u00a0<code>massgen\/backends\/.env<\/code>\u00a0\u6587\u4ef6\u4e2d\u6dfb\u52a0\u4f60\u7684 API \u5bc6\u94a5\uff0c\u4f8b\u5982\uff1a<\/p>\n<pre><code>OPENAI_API_KEY=sk-your-openai-key-here\r\nXAI_API_KEY=xai-your-xai-key-here\r\nGEMINI_API_KEY=your-gemini-key-here\r\n<\/code><\/pre>\n<p>\u6839\u636e\u9700\u8981\u4f7f\u7528\u7684\u6a21\u578b\uff0c\u586b\u5199\u5bf9\u5e94\u5bc6\u94a5\u3002<\/li>\n<li><strong>\u9a8c\u8bc1\u5b89\u88c5<\/strong><br \/>\n\u786e\u4fdd\u6240\u6709\u4f9d\u8d56\u548c\u5bc6\u94a5\u914d\u7f6e\u6b63\u786e\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u8fd0\u884c\u793a\u4f8b\u547d\u4ee4\u9a8c\u8bc1\u73af\u5883\u662f\u5426\u6b63\u5e38\u3002<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u65b9\u6cd5<\/h3>\n<p>MassGen \u63d0\u4f9b\u547d\u4ee4\u884c\u754c\u9762\uff08CLI\uff09\u6765\u8fd0\u884c\u4efb\u52a1\u3002\u4ee5\u4e0b\u662f\u4e3b\u8981\u64cd\u4f5c\u65b9\u5f0f\u548c\u529f\u80fd\u7684\u4f7f\u7528\u8bf4\u660e\uff1a<\/p>\n<h4>\u8fd0\u884c\u591a\u667a\u80fd\u4f53\u4efb\u52a1<\/h4>\n<p>MassGen \u652f\u6301\u591a\u667a\u80fd\u4f53\u6a21\u5f0f\uff0c\u901a\u8fc7\u591a\u4e2a\u6a21\u578b\u534f\u540c\u5b8c\u6210\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u67e5\u8be2\u201c2025 \u5e74\u56fd\u9645\u6570\u5b66\u5965\u6797\u5339\u514b\u7ade\u8d5b\u7684 AI \u83b7\u80dc\u8005\u201d\uff1a<\/p>\n<pre><code>python cli.py \"Which AI won IMO in 2025?\" --models gemini-2.5-flash gpt-4o\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u53c2\u6570\u8bf4\u660e<\/strong>\uff1a\n<ul>\n<li><code>--models<\/code>\uff1a\u6307\u5b9a\u4f7f\u7528\u7684\u6a21\u578b\uff0c\u5982\u00a0<code>gemini-2.5-flash<\/code>\u00a0\u6216\u00a0<code>gpt-4o<\/code>\u3002<\/li>\n<li>\u4efb\u52a1\u63cf\u8ff0\uff1a\u76f4\u63a5\u5728\u547d\u4ee4\u540e\u8f93\u5165\u95ee\u9898\u6216\u4efb\u52a1\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u8fd0\u884c\u540e\uff0cMassGen \u4f1a\u5206\u914d\u4efb\u52a1\u7ed9\u591a\u4e2a\u667a\u80fd\u4f53\uff0c\u667a\u80fd\u4f53\u5e76\u884c\u5904\u7406\uff0c\u5171\u4eab\u4e2d\u95f4\u7ed3\u679c\uff0c\u5e76\u901a\u8fc7\u8fed\u4ee3\u4f18\u5316\u751f\u6210\u6700\u7ec8\u7b54\u6848\u3002<\/p>\n<h4>\u5355\u667a\u80fd\u4f53\u6a21\u5f0f<\/h4>\n<p>\u5982\u679c\u53ea\u9700\u8981\u5355\u4e2a\u6a21\u578b\u5904\u7406\u4efb\u52a1\uff0c\u53ef\u4ee5\u4f7f\u7528\u5355\u667a\u80fd\u4f53\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u8ba1\u7b97\u6700\u5927\u516c\u7ea6\u6570\uff1a<\/p>\n<pre><code>python cli.py \"What is greatest common divisor of 238, 756, and 1512\" --models gemini-2.5-flash\r\n<\/code><\/pre>\n<p>\u6b64\u6a21\u5f0f\u9002\u5408\u7b80\u5355\u4efb\u52a1\uff0c\u51cf\u5c11\u8d44\u6e90\u6d88\u8017\u3002<\/p>\n<h4>\u4f7f\u7528\u914d\u7f6e\u6587\u4ef6<\/h4>\n<p>MassGen \u652f\u6301\u901a\u8fc7 YAML \u914d\u7f6e\u6587\u4ef6\u8fd0\u884c\u4efb\u52a1\uff0c\u9002\u5408\u590d\u6742\u4efb\u52a1\u6216\u6279\u91cf\u64cd\u4f5c\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>python cli.py --config examples\/fast_config.yaml \"find big AI news this week\"\r\n<\/code><\/pre>\n<p>\u914d\u7f6e\u6587\u4ef6\u5141\u8bb8\u8bbe\u7f6e\u6700\u5927\u8fd0\u884c\u65f6\u95f4\u3001\u5171\u8bc6\u9608\u503c\u7b49\u53c2\u6570\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>max_duration: 120\r\n<a href=\"https:\/\/www.kdjingpai.com\/en\/consensusyouxiuai\/\">consensus<\/a>: 0.5\r\nmodels:\r\n- gemini-2.5-flash\r\n- gpt-4o\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u53c2\u6570\u8986\u76d6<\/strong>\uff1a\u53ef\u4ee5\u5728\u547d\u4ee4\u884c\u4e2d\u8986\u76d6\u914d\u7f6e\u6587\u4ef6\u53c2\u6570\uff0c\u4f8b\u5982\uff1a\n<pre><code>python cli.py --config examples\/fast_config.yaml \"who will win World Cup 2026\" --max-duration 120 --consensus 0.5\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>\u81ea\u5b9a\u4e49\u5de5\u5177<\/h4>\n<p>MassGen \u5141\u8bb8\u7528\u6237\u6269\u5c55\u5de5\u5177\u4ee5\u589e\u5f3a\u529f\u80fd\u3002\u5728\u00a0<code>massgen\/tools.py<\/code>\u00a0\u4e2d\u6ce8\u518c\u65b0\u5de5\u5177\u3002\u4f8b\u5982\uff0c\u6dfb\u52a0\u4e00\u4e2a\u641c\u7d22\u5de5\u5177\uff1a<\/p>\n<ol>\n<li>\u6253\u5f00\u00a0<code>massgen\/tools.py<\/code>\u3002<\/li>\n<li>\u6309\u7167\u6587\u4ef6\u4e2d\u7684\u683c\u5f0f\uff0c\u6dfb\u52a0\u5de5\u5177\u7684\u4ee3\u7801\u548c\u63cf\u8ff0\u3002<\/li>\n<li>\u4fdd\u5b58\u540e\uff0c\u5de5\u5177\u4f1a\u81ea\u52a8\u88ab\u667a\u80fd\u4f53\u8c03\u7528\u3002<\/li>\n<\/ol>\n<h4>\u67e5\u770b\u8fd0\u884c\u65e5\u5fd7<\/h4>\n<p>MassGen \u4f1a\u8bb0\u5f55\u667a\u80fd\u4f53\u7684\u64cd\u4f5c\u548c\u804a\u5929\u5386\u53f2\uff0c\u4fdd\u5b58\u5728\u65e5\u5fd7\u76ee\u5f55\u4e2d\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u68c0\u67e5\u65e5\u5fd7\u4e86\u89e3\u6bcf\u4e2a\u667a\u80fd\u4f53\u7684\u5904\u7406\u8fc7\u7a0b\u548c\u7cfb\u7edf\u4e8b\u4ef6\uff08\u5982\u9636\u6bb5\u8f6c\u6362\u3001\u5171\u8bc6\u8fbe\u6210\uff09\u3002<\/p>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<h4>\u5e76\u884c\u5904\u7406\u4e0e\u5171\u8bc6\u673a\u5236<\/h4>\n<p>MassGen \u7684\u6838\u5fc3\u662f\u591a\u667a\u80fd\u4f53\u5e76\u884c\u5904\u7406\u3002\u6bcf\u4e2a\u667a\u80fd\u4f53\u72ec\u7acb\u5904\u7406\u4efb\u52a1\uff0c\u540c\u65f6\u89c2\u5bdf\u5176\u4ed6\u667a\u80fd\u4f53\u7684\u8fdb\u5c55\u3002\u4f8b\u5982\uff0c\u5728\u56de\u7b54\u201c\u89e3\u91ca\u76f8\u5bf9\u8bba\u201d\u65f6\uff1a<\/p>\n<pre><code>python cli.py --config examples\/fast_config.yaml \"Explain the theory of relativity in simple terms.\"\r\n<\/code><\/pre>\n<ul>\n<li>\u667a\u80fd\u4f53\u4f1a\u5206\u89e3\u4efb\u52a1\uff0c\u5206\u5934\u751f\u6210\u89e3\u91ca\u7684\u4e0d\u540c\u90e8\u5206\u3002<\/li>\n<li>\u7cfb\u7edf\u901a\u8fc7\u5171\u8bc6\u673a\u5236\uff08<code>consensus<\/code>\u00a0\u53c2\u6570\u63a7\u5236\uff09\u6574\u5408\u7ed3\u679c\uff0c\u786e\u4fdd\u7b54\u6848\u4e00\u81f4\u6027\u548c\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n<h4>\u8fed\u4ee3\u4f18\u5316<\/h4>\n<p>\u667a\u80fd\u4f53\u5728\u5904\u7406\u590d\u6742\u95ee\u9898\u65f6\u4f1a\u8fdb\u884c\u591a\u6b21\u8fed\u4ee3\u3002\u4f8b\u5982\uff0c\u751f\u6210\u77ed\u7bc7\u6545\u4e8b\uff1a<\/p>\n<pre><code>python cli.py --config examples\/fast_config.yaml \"Write a short <a href=\"https:\/\/www.kdjingpai.com\/en\/storyvideos\/\">story<\/a> about a robot who discovers music.\"\r\n<\/code><\/pre>\n<ul>\n<li>\u667a\u80fd\u4f53\u9996\u5148\u751f\u6210\u6545\u4e8b\u8349\u7a3f\u3002<\/li>\n<li>\u5176\u4ed6\u667a\u80fd\u4f53\u5ba1\u67e5\u5e76\u63d0\u51fa\u6539\u8fdb\u5efa\u8bae\u3002<\/li>\n<li>\u7cfb\u7edf\u8fed\u4ee3\u4f18\u5316\uff0c\u76f4\u5230\u8fbe\u5230\u6ee1\u610f\u7ed3\u679c\u6216\u65f6\u95f4\u9650\u5236\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u590d\u6742\u95ee\u9898\u6c42\u89e3<\/strong><br \/>\n\u7528\u6237\u9700\u8981\u5206\u6790\u590d\u6742\u95ee\u9898\uff08\u5982\u79d1\u5b66\u8ba1\u7b97\u6216\u653f\u7b56\u5206\u6790\uff09\u65f6\uff0cMassGen \u53ef\u901a\u8fc7\u591a\u6a21\u578b\u534f\u4f5c\u63d0\u4f9b\u5168\u9762\u7b54\u6848\u3002\u4f8b\u5982\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u8f93\u5165\u95ee\u9898\uff0c\u83b7\u53d6\u4e0d\u540c\u6a21\u578b\u7684\u89c6\u89d2\u548c\u7efc\u5408\u7ed3\u8bba\u3002<\/li>\n<li><strong>\u5185\u5bb9\u751f\u6210<\/strong><br \/>\n\u9002\u5408\u751f\u6210\u9ad8\u8d28\u91cf\u6587\u672c\uff0c\u5982\u6545\u4e8b\u3001\u62a5\u544a\u6216\u6587\u7ae0\u3002MassGen \u7684\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u786e\u4fdd\u5185\u5bb9\u903b\u8f91\u6e05\u6670\u4e14\u5bcc\u6709\u521b\u610f\uff0c\u9002\u5408\u4f5c\u5bb6\u6216\u8425\u9500\u4eba\u5458\u4f7f\u7528\u3002<\/li>\n<li><strong>\u6559\u80b2\u4e0e\u5b66\u4e60<\/strong><br \/>\n\u5b66\u751f\u53ef\u4f7f\u7528 MassGen \u89e3\u7b54\u6570\u5b66\u3001\u7269\u7406\u7b49\u95ee\u9898\u3002\u7cfb\u7edf\u901a\u8fc7\u8fed\u4ee3\u4f18\u5316\u63d0\u4f9b\u8be6\u7ec6\u89e3\u9898\u6b65\u9aa4\uff0c\u9002\u5408\u81ea\u5b66\u6216\u6559\u5b66\u8f85\u52a9\u3002<\/li>\n<li><strong>\u6280\u672f\u5f00\u53d1\u4e0e\u8c03\u8bd5<\/strong><br \/>\n\u5f00\u53d1\u8005\u53ef\u5229\u7528 MassGen \u6d4b\u8bd5 AI \u6a21\u578b\u6027\u80fd\u6216\u5f00\u53d1\u65b0\u5de5\u5177\u3002\u901a\u8fc7\u81ea\u5b9a\u4e49\u5de5\u5177\u548c\u914d\u7f6e\u6587\u4ef6\uff0c\u5feb\u901f\u9a8c\u8bc1\u65b0\u529f\u80fd\u6216\u4f18\u5316\u73b0\u6709\u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>MassGen \u652f\u6301\u54ea\u4e9b AI \u6a21\u578b\uff1f<\/strong><br \/>\n\u5f53\u524d\u652f\u6301 Google Gemini\u3001OpenAI \u548c xAI Grok \u7684\u9ad8\u7ea7\u63a8\u7406\u6a21\u578b\u3002\u7528\u6237\u53ef\u5728\u00a0<code>massgen\/utils.py<\/code>\u00a0\u4e2d\u6ce8\u518c\u66f4\u591a\u6a21\u578b\u3002<\/li>\n<li><strong>\u5982\u4f55\u6269\u5c55 MassGen \u7684\u529f\u80fd\uff1f<\/strong><br \/>\n\u5728\u00a0<code>massgen\/tools.py<\/code>\u00a0\u4e2d\u6dfb\u52a0\u81ea\u5b9a\u4e49\u5de5\u5177\u4ee3\u7801\uff0c\u6309\u7167\u6587\u4ef6\u683c\u5f0f\u6ce8\u518c\u3002\u672a\u6765\u7248\u672c\u5c06\u652f\u6301\u672c\u5730\u63a8\u7406\u6a21\u578b\u3002<\/li>\n<li><strong>\u8fd0\u884c MassGen \u9700\u8981\u591a\u9ad8\u7684\u8ba1\u7b97\u8d44\u6e90\uff1f<\/strong><br \/>\n\u4f9d\u8d56\u4efb\u52a1\u590d\u6742\u5ea6\u548c\u6a21\u578b\u6570\u91cf\u3002\u5efa\u8bae\u4f7f\u7528\u81f3\u5c11 16GB \u5185\u5b58\u7684\u8bbe\u5907\uff0c\u5e76\u786e\u4fdd\u7a33\u5b9a\u7684\u7f51\u7edc\u8fde\u63a5\u4ee5\u8c03\u7528 API\u3002<\/li>\n<li><strong>\u5982\u4f55\u67e5\u770b\u667a\u80fd\u4f53\u7684\u5904\u7406\u8fc7\u7a0b\uff1f<\/strong><br \/>\n\u7cfb\u7edf\u4f1a\u4fdd\u5b58\u6bcf\u4e2a\u667a\u80fd\u4f53\u7684\u64cd\u4f5c\u548c\u804a\u5929\u5386\u53f2\u5728\u65e5\u5fd7\u76ee\u5f55\u4e2d\uff0c\u67e5\u770b\u65e5\u5fd7\u53ef\u4e86\u89e3\u8be6\u7ec6\u8fc7\u7a0b\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>MassGen \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7cfb\u7edf\uff0c\u7075\u611f\u6765\u81ea xAI \u7684 Grok Heavy \u548c Google DeepMind \u7684 Gemini Deep Think\u3002\u5b83\u901a\u8fc7\u591a\u4e2a AI \u667a\u80fd\u4f53\u5e76\u884c\u5de5\u4f5c\uff0c\u5171\u4eab\u4fe1\u606f\u5e76\u4f18\u5316\u7ed3\u679c\uff0c\u89e3\u51b3\u590d\u6742\u4efb\u52a1\u3002\u7528\u6237\u53ef&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,476],"tags":[230,201],"class_list":["post-34134","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-professional","category-tool","category-agent-development","tag-aikaiyuanxiangmu","tag-aizhinengti"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/34134","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=34134"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/34134\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=34134"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=34134"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=34134"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}