{"id":35201,"date":"2025-08-11T22:51:58","date_gmt":"2025-08-11T14:51:58","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=35201"},"modified":"2025-08-11T22:51:58","modified_gmt":"2025-08-11T14:51:58","slug":"miroflow","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/miroflow\/","title":{"rendered":"MiroFlow\uff1a\u4e00\u4e2a\u7528\u4e8e\u6784\u5efa\u3001\u7ba1\u7406\u548c\u6269\u5c55AI\u667a\u80fd\u4f53\u7684\u6846\u67b6"},"content":{"rendered":"<p>MiroFlow\u662f\u4e00\u4e2a\u4e13\u4e3a\u7b80\u5316\u590d\u6742\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5f00\u53d1\u800c\u8bbe\u8ba1\u7684\u667a\u80fd\u4f53\u6846\u67b6\u3002 \u5b83\u63d0\u4f9b\u4e86\u4e00\u5957\u7ecf\u8fc7\u6d4b\u8bd5\u7684\u5de5\u5177\uff0c\u80fd\u591f\u53ef\u9760\u5730\u5b8c\u6210\u9700\u8981\u4f7f\u7528\u591a\u79cd\u5de5\u5177\u7684\u590d\u6742\u4efb\u52a1\u3002MiroFlow\u5728GAIA\u9a8c\u8bc1\u96c6\u4e0a\u53d6\u5f97\u4e8672.2%\u7684pass@1\uff08\u4e09\u6b21\u8fd0\u884c\u5e73\u5747\uff09\u7684\u6210\u7ee9\uff0c\u8fd9\u4e2a\u8868\u73b0\u5728\u5f00\u6e90\u667a\u80fd\u4f53\u6846\u67b6\u4e2d\u5904\u4e8e\u524d\u6cbf\u6c34\u5e73\u3002 \u8be5\u6846\u67b6\u5177\u5907\u9ad8\u5e76\u53d1\u548c\u5bb9\u9519\u80fd\u529b\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u8fdb\u884c\u5927\u89c4\u6a21\u6570\u636e\u6536\u96c6\uff0c\u5e76\u80fd\u5904\u7406API\u8bbf\u95ee\u901f\u7387\u9650\u5236\u548c\u7f51\u7edc\u4e0d\u7a33\u5b9a\u7684\u95ee\u9898\u3002 \u540c\u65f6\uff0cMiroFlow\u5185\u7f6e\u4e86\u53ef\u89c2\u5bdf\u6027\u548c\u8bc4\u4f30\u529f\u80fd\uff0c\u9644\u5e26\u4e86\u7528\u4e8e\u57fa\u51c6\u6d4b\u8bd5\u7684\u811a\u672c\u548c\u7528\u4e8e\u53ef\u89c6\u5316\u8c03\u8bd5\u667a\u80fd\u4f53\u8ffd\u8e2a\u6570\u636e\u7684\u7f51\u9875\u7528\u6237\u754c\u9762\u3002 MiroFlow\u4e0eMiroThinker\u7cfb\u5217\u5f00\u6e90\u667a\u80fd\u4f53\u6a21\u578b\u7d27\u5bc6\u96c6\u6210\uff0c\u8fd9\u4e9b\u6a21\u578b\u4e13\u95e8\u4e3a\u5904\u7406\u590d\u6742\u7684\u591a\u5de5\u5177\u4efb\u52a1\u800c\u6784\u5efa\uff0c\u65e8\u5728\u63d0\u4f9b\u4e00\u4e2a\u4ece\u5f00\u53d1\u5230\u90e8\u7f72\u7684\u5b8c\u6574\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-35202\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/05809d45330b870.png\" alt=\"\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/05809d45330b870.png 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/05809d45330b870-1536x864.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/05809d45330b870-18x10.png 18w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u53ef\u590d\u73b0\u7684\u6027\u80fd<\/strong>: \u5728GAIA\u9a8c\u8bc1\u96c6\u4e0a\uff0c\u4f7f\u7528Claude Sonnet 3.7\u4f5c\u4e3a\u5176\u4e3b\u8981\u5927\u578b\u8bed\u8a00\u6a21\u578b\u65f6\uff0cMiroFlow\u5728\u4e09\u6b21\u8fd0\u884c\u4e2d\u7684\u5e73\u5747pass@1\u5f97\u5206\u7387\u4e3a72.2%\uff0c\u5c55\u793a\u4e86\u5176\u6700\u5148\u8fdb\u7684\u6027\u80fd\u6c34\u5e73\u3002<\/li>\n<li><strong>\u9ad8\u5e76\u53d1\u4e0e\u5bb9\u9519<\/strong>: \u6846\u67b6\u8bbe\u8ba1\u652f\u6301\u9ad8\u6548\u7684\u6570\u636e\u6536\u96c6\u6269\u5c55\uff0c\u5e76\u80fd\u59a5\u5584\u5904\u7406\u7f51\u7edc\u4e0d\u7a33\u5b9a\u6216API\u9650\u6d41\u7b49\u95ee\u9898\u3002<\/li>\n<li><strong>\u5185\u7f6e\u53ef\u89c2\u5bdf\u6027\u4e0e\u8bc4\u4f30<\/strong>: \u81ea\u5e26\u57fa\u51c6\u6d4b\u8bd5\u811a\u672c\u548cWeb\u7528\u6237\u754c\u9762\uff0c\u65b9\u4fbf\u5f00\u53d1\u8005\u53ef\u89c6\u5316\u5206\u6790\u548c\u8c03\u8bd5\u667a\u80fd\u4f53\u7684\u8fd0\u884c\u6570\u636e\u3002<\/li>\n<li><strong>\u6a21\u5757\u5316\u67b6\u6784<\/strong>: \u91c7\u7528\u590d\u6742\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u652f\u6301\u591a\u8f6e\u5bf9\u8bdd\u3001\u5168\u9762\u7684\u5de5\u5177\u96c6\u6210\u4ee5\u53ca\u5206\u5c42\u7684\u5b50\u667a\u80fd\u4f53\u7ed3\u6784\u3002<\/li>\n<li><strong>\u5de5\u4f5c\u6d41\u6982\u89c8<\/strong>:\n<ul>\n<li><strong>\u610f\u56fe\u8bc6\u522b\u4e0e\u67e5\u8be2\u589e\u5f3a<\/strong>: \u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5206\u6790\u7528\u6237\u8f93\u5165\uff0c\u4ee5\u786e\u5b9a\u610f\u56fe\u5e76\u4e30\u5bcc\u67e5\u8be2\u5185\u5bb9\u3002<\/li>\n<li><strong>\u89c4\u5212\u4e0e\u4efb\u52a1\u7f16\u6392<\/strong>: \u4e3b\u667a\u80fd\u4f53\u6839\u636e\u589e\u5f3a\u540e\u7684\u67e5\u8be2\u5236\u5b9a\u6267\u884c\u8ba1\u5212\uff0c\u5e76\u534f\u8c03\u6574\u4e2a\u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n<li><strong>\u59d4\u6d3e\u7ed9\u5b50\u667a\u80fd\u4f53<\/strong>: \u5bf9\u4e8e\u590d\u6742\u7684\u9886\u57df\u7279\u5b9a\u4efb\u52a1\uff0c\u4e3b\u667a\u80fd\u4f53\u53ef\u4ee5\u5c06\u4efb\u52a1\u59d4\u6d3e\u7ed9\u4e13\u95e8\u7684\u5b50\u667a\u80fd\u4f53\u3002<\/li>\n<li><strong>\u901a\u8fc7MCP\u670d\u52a1\u5668\u8bbf\u95ee\u5de5\u5177<\/strong>: \u5f53\u9700\u8981\u5916\u90e8\u529f\u80fd\u65f6\uff0c\u667a\u80fd\u4f53\u901a\u8fc7\u8fde\u63a5\u5230\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08MCP\uff09\u670d\u52a1\u5668\u6765\u5229\u7528\u4e13\u95e8\u7684\u5de5\u5177\u3002<\/li>\n<li><strong>\u7ed3\u679c\u7efc\u5408\u4e0e\u8f93\u51fa\u5bf9\u9f50<\/strong>: \u4efb\u52a1\u5b8c\u6210\u540e\uff0c\u4e00\u4e2a\u4e13\u95e8\u7684\u6458\u8981\u6d41\u7a0b\u4f1a\u7efc\u5408\u7ed3\u679c\uff0c\u786e\u4fdd\u8f93\u51fa\u8d28\u91cf\u5e76\u7b26\u5408\u7528\u6237\u6307\u4ee4\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4e0eMiroThinker\u96c6\u6210<\/strong>: \u4e0eMiroThinker\u5f00\u6e90\u667a\u80fd\u4f53\u6a21\u578b\u65e0\u7f1d\u534f\u4f5c\uff0c\u8fd9\u4e9b\u6a21\u578b\u4e13\u4e3a\u6267\u884c\u590d\u6742\u3001\u591a\u5de5\u5177\u53c2\u4e0e\u7684\u4efb\u52a1\u800c\u8bbe\u8ba1\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u4e0e\u73af\u5883\u8bbe\u7f6e<\/h3>\n<p>\u6211\u4eec\u63a8\u8350\u4f7f\u7528<code>uv<\/code>\u548c<code>python&gt;=3.12<\/code>\u7248\u672c\u3002<\/p>\n<p><strong>\u7b2c\u4e00\u6b65\uff1a\u514b\u9686\u4ed3\u5e93\u5e76\u51c6\u5907Python\u73af\u5883<\/strong><br \/>\n\u9996\u5148\uff0c\u514b\u9686MiroFlow\u7684GitHub\u4ed3\u5e93\u5230\u672c\u5730\uff0c\u5e76\u8fdb\u5165\u76f8\u5e94\u7684\u5e94\u7528\u76ee\u5f55\uff0c\u7136\u540e\u4f7f\u7528<code>uv<\/code>\u540c\u6b65\u73af\u5883\u3002<\/p>\n<pre><code>## \u514b\u9686\u4ed3\u5e93\r\ngit clone https:\/\/github.com\/MiroMindAI\/MiroFlow\r\ncd MiroFlow\/apps\/run-agent\r\n## \u51c6\u5907python\u73af\u5883\r\nuv <a href=\"https:\/\/www.kdjingpai.com\/pt\/sync\/\">sync<\/a>\r\n<\/code><\/pre>\n<p><strong>\u7b2c\u4e8c\u6b65\uff1a\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf<\/strong><br \/>\n\u4f60\u9700\u8981\u8bbe\u7f6e\u4e00\u7cfb\u5217\u73af\u5883\u53d8\u91cf\uff0c\u4ee5\u4fbfMiroFlow\u80fd\u591f\u8bbf\u95ee\u6240\u9700\u7684\u6570\u636e\u96c6\u548cAPI\u670d\u52a1\u3002<\/p>\n<p><strong>\u5fc5\u9700\u7684\u73af\u5883\u53d8\u91cf\u5305\u62ec\uff1a<\/strong><\/p>\n<ul>\n<li><code>HF_TOKEN<\/code>: \u7528\u4e8e\u4eceHugging Face\u4e0b\u8f7d\u6570\u636e\u96c6\u3002<\/li>\n<li><code>OPENROUTER_API_KEY<\/code>: \u4f7f\u7528OpenRouter\u63d0\u4f9b\u4e3b\u8981\u7684\u667a\u80fd\u4f53\u6a21\u578b\u3002<\/li>\n<li><code>ANTHROPIC_API_KEY<\/code>: \u7528\u4e8e\u89c6\u89c9\u5de5\u5177\u3002<\/li>\n<li><code>OPENAI_API_KEY<\/code>: \u7528\u4e8e\u97f3\u9891\u5de5\u5177\u3001\u610f\u56fe\u8bc6\u522b\u548c\u7b54\u6848\u63d0\u53d6\u3002<\/li>\n<li><code>GEMINI_API_KEY<\/code>: \u7528\u4e8e\u5904\u7406YouTube\u76f8\u5173\u4efb\u52a1\u3002<\/li>\n<li><code>SERPER_API_KEY<\/code>: \u7528\u4e8eGoogle\u641c\u7d22\u548c\u7f51\u7ad9\u5185\u5bb9\u6293\u53d6\u3002<\/li>\n<li><code>JINA_API_KEY<\/code>: \u7528\u4e8e\u7f51\u7ad9\u5185\u5bb9\u6293\u53d6\u3002<\/li>\n<li><code>E2B_API_KEY<\/code>: \u7528\u4e8eLinux\u6c99\u76d2\u73af\u5883\u3002<\/li>\n<\/ul>\n<p><strong>\u53ef\u9009\u7684\u73af\u5883\u53d8\u91cf\uff1a<\/strong><\/p>\n<ul>\n<li><code>HTTPS_PROXY<\/code>: \u8bbe\u7f6e\u7f51\u7edc\u4ee3\u7406\uff0c\u9ed8\u8ba4\u4e3a\u7a7a\u3002<\/li>\n<li><code>DATA_DIR<\/code>: \u6570\u636e\u52a0\u8f7d\u76ee\u5f55\uff0c\u9ed8\u8ba4\u4e3a<code>..\/..\/data<\/code>\u3002<\/li>\n<\/ul>\n<p>\u4f60\u9700\u8981\u5c06\u8fd9\u4e9b\u53d8\u91cf\u5b58\u50a8\u5728<code>.env<\/code>\u6587\u4ef6\u4e2d\u3002\u53ef\u4ee5\u5148\u4ece\u6a21\u677f\u6587\u4ef6\u590d\u5236\u4e00\u4efd\uff1a<\/p>\n<pre><code>cd MiroFlow\/apps\/prepare-benchmark\r\ncp .env.template .env\r\nvim .env\r\ncd ..\/run-agent\r\ncp .env.template .env\r\nvim .env\r\n```\u5982\u679c\u4f60\u5e0c\u671b\u4f7f\u7528\u5176\u4ed6\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u4e3b\u8981\u667a\u80fd\u4f53\u6a21\u578b\uff0c\u5219\u9700\u8981\u63d0\u4f9b\u76f8\u5e94\u7684API\u5bc6\u94a5\u3002\r\n**\u7b2c\u4e09\u6b65\uff1a\u51c6\u5907E2B\u6c99\u76d2\uff08\u53ef\u9009\uff09**\r\n\u4e3a\u4e86\u5b9e\u73b0\u53ef\u590d\u73b0\u7684\u7ed3\u679c\uff0c\u5b98\u65b9\u63a8\u8350\u914d\u7f6e\u4e00\u4e2aE2B\u6c99\u76d2\u3002\u8fd9\u9700\u8981\u4f60\u7684\u672c\u5730\u73af\u5883\u88c5\u6709`npm`\u548c`Docker`\u3002\r\n1.  **\u5b89\u88c5\u5e76\u767b\u5f55E2B\u547d\u4ee4\u884c\u5de5\u5177\uff1a**\r\n```bash\r\n## \u5b89\u88c5e2b\r\nnpm install -g @e2b\/cli\r\n## \u68c0\u67e5\u662f\u5426\u53ef\u7528\r\nwhich <a href=\"https:\/\/www.kdjingpai.com\/pt\/e2b\/\">e2b<\/a>\r\n```\r\n2.  **\u4e0b\u8f7d\u9884\u8bbe\u7684Dockerfile\uff1a**\r\n```bash\r\nwget https:\/\/github.com\/MiroMindAI\/MiroFlow\/blob\/main\/docs\/e2b.Dockerfile\r\n```\r\n3.  **\u6784\u5efa\u6a21\u677f\uff1a**\r\n\u4f7f\u7528`e2b template build`\u547d\u4ee4\u6765\u6784\u5efa\u672c\u5730\u7684Docker\u955c\u50cf\u3002\u8bf7\u5c06\u6a21\u677f\u547d\u540d\u4e3a`all_pip_apt_pkg`\u3002\r\n```bash\r\n## \u5728\u672c\u5730\u4f7f\u7528`docker build`\u6784\u5efa\u6a21\u677f\r\nE2B_ACCESS_TOKEN=${your-token} e2b template build -c \"\/root\/.jupyter\/start-up.sh\" -n \"all_pip_apt_pkg\" -d .\/e2b.Dockerfile\r\n## \u68c0\u67e5\u6a21\u677f\u662f\u5426\u6784\u5efa\u6210\u529f\r\nE2B_ACCESS_TOKEN=${your-token} e2b template list\r\n```\r\n\u66f4\u591a\u4fe1\u606f\u53ef\u4ee5\u53c2\u8003E2B Docker\u7684\u5b98\u65b9\u6587\u6863\u3002\r\n### \u8fd0\u884c\u4e0e\u8bc4\u4f30\r\n**\u8fd0\u884c\u5355\u4e2a\u4efb\u52a1**\r\n\u4f60\u53ef\u4ee5\u901a\u8fc7\u547d\u4ee4\u884c\u8fd0\u884c\u4e00\u4e2a\u6307\u5b9a\u7684\u4efb\u52a1\u3002\r\n```bash\r\n## \u4f7f\u7528\u6307\u4ee4\u8fd0\u884c\u4e00\u4e2a\u4efb\u52a1\r\ncd MiroFlow\/apps\/run-agent\r\nuv run main.py trace --task=\"\u4f60\u7684\u4efb\u52a1\u63cf\u8ff0\" --task_file_name=\"\u76f8\u5173\u4efb\u52a1\u6587\u4ef6\u7684\u8def\u5f84\"\r\n<\/code><\/pre>\n<p><strong>\u5728\u57fa\u51c6\u4e0a\u8fdb\u884c\u8bc4\u4f30<\/strong><br \/>\n\u4f60\u53ef\u4ee5\u4f7f\u7528\u9884\u8bbe\u7684\u667a\u80fd\u4f53\u5728\u57fa\u51c6\u6570\u636e\u4e0a\u8fd0\u884c\u8bc4\u4f30\u3002<\/p>\n<ol>\n<li><strong>\u4e0b\u8f7d\u6570\u636e\uff1a<\/strong>\n<pre><code>## \u4e0b\u8f7d\u6570\u636e\r\ncd MiroFlow\/apps\/prepare-benchmark\r\nuv run main.py get gaia-val\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8fd0\u884c\u4ee3\u7801\uff1a<\/strong>\n<pre><code>## \u8fd0\u884c\u4ee3\u7801\r\ncd MiroFlow\/apps\/run-agent\r\nuv run main.py common-benchmark benchmark=gaia-validation\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<p>\u5982\u679c\u9700\u8981\u5e76\u884c\u6267\u884c\u591a\u6b21\u8bc4\u4f30\uff0c\u53ef\u4ee5\u4f7f\u7528\u63d0\u4f9b\u7684\u811a\u672c\uff1a<\/p>\n<pre><code>cd MiroFlow\/apps\/run-agent\r\nbash scripts\/claude-sonnet-3.7\/run_evaluate_multiple_runs_gaia-validation.sh\r\n<\/code><\/pre>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u590d\u6742\u4efb\u52a1\u81ea\u52a8\u5316<\/strong><br \/>\nMiroFlow\u53ef\u4ee5\u7528\u4e8e\u81ea\u52a8\u5316\u5904\u7406\u9700\u8981\u591a\u6b65\u9aa4\u3001\u591a\u5de5\u5177\u534f\u8c03\u7684\u590d\u6742\u4efb\u52a1\uff0c\u4f8b\u5982\u8fdb\u884c\u6df1\u5165\u7684\u8bfe\u9898\u7814\u7a76\u3002 \u667a\u80fd\u4f53\u53ef\u4ee5\u81ea\u4e3b\u89c4\u5212\u3001\u6267\u884c\u641c\u7d22\u3001\u5206\u6790\u6570\u636e\u5e76\u751f\u6210\u62a5\u544a\u3002<\/li>\n<li><strong>\u8f6f\u4ef6\u5f00\u53d1\u8f85\u52a9<\/strong><br \/>\n\u5f00\u53d1\u8005\u53ef\u4ee5\u5229\u7528MiroFlow\u6784\u5efa\u80fd\u591f\u8f85\u52a9\u7f16\u7a0b\u7684\u667a\u80fd\u4f53\uff0c\u4f8b\u5982\u81ea\u52a8\u7f16\u5199\u4ee3\u7801\u3001\u6267\u884c\u6d4b\u8bd5\u3001\u8c03\u8bd5\u4ee5\u53ca\u4fee\u590d\u6f0f\u6d1e\u7b49\u3002<\/li>\n<li><strong>\u6570\u636e\u6536\u96c6\u4e0e\u5206\u6790<\/strong><br \/>\nMiroFlow\u7684\u9ad8\u5e76\u53d1\u7279\u6027\u4f7f\u5176\u975e\u5e38\u9002\u5408\u7528\u4e8e\u5927\u89c4\u6a21\u7684\u6570\u636e\u6536\u96c6\u9879\u76ee\uff0c\u4f8b\u5982\u4ece\u591a\u4e2a\u7f51\u7ad9\u6293\u53d6\u4fe1\u606f\u3001\u5904\u7406\u5e76\u8fdb\u884c\u7ed3\u6784\u5316\u5206\u6790\u3002<\/li>\n<li><strong>\u5b66\u672f\u7814\u7a76<\/strong><br \/>\n\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u5229\u7528MiroFlow\u590d\u73b0\u548c\u9a8c\u8bc1AI\u667a\u80fd\u4f53\u7684\u6027\u80fd\uff0c\u6216\u8005\u57fa\u4e8e\u8be5\u6846\u67b6\u5f00\u53d1\u65b0\u7684\u667a\u80fd\u4f53\u6a21\u578b\u548c\u7b97\u6cd5\uff0c\u63a8\u52a8AI\u9886\u57df\u7684\u53d1\u5c55\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>\u4e3a\u4ec0\u4e48\u9009\u62e9MiroFlow\u800c\u4e0d\u662f\u5176\u4ed6\u667a\u80fd\u4f53\u6846\u67b6\uff1f<\/strong><br \/>\nMiroFlow\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5176\u7a33\u5b9a\u4e14\u53ef\u590d\u73b0\u7684\u6027\u80fd\u3002 \u8bb8\u591a\u5f00\u6e90\u9879\u76ee\u867d\u7136\u5728\u6587\u6863\u4e2d\u5217\u51fa\u4e86\u5f88\u9ad8\u7684\u57fa\u51c6\u5206\u6570\uff0c\u4f46\u901a\u5e38\u7f3a\u4e4f\u660e\u786e\u7684\u6d4b\u8bd5\u6761\u4ef6\uff0c\u96be\u4ee5\u590d\u73b0\u3002 MiroFlow\u63d0\u4f9b\u5b8c\u5168\u5f00\u653e\u7684\u8bc4\u4f30\u811a\u672c\u548c\u914d\u7f6e\u6587\u4ef6\uff0c\u5e76\u5728HuggingFace\u4e0a\u53d1\u5e03\u4e86\u591a\u6b21\u72ec\u7acb\u7684GAIA\u8ffd\u8e2a\u8fd0\u884c\u6570\u636e\uff0c\u786e\u4fdd\u4e86\u7ed3\u679c\u7684\u900f\u660e\u5ea6\u548c\u53ef\u9760\u6027\u3002<\/li>\n<li><strong>MiroFlow\u652f\u6301\u54ea\u4e9b\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff1f<\/strong><br \/>\nMiroFlow\u7684<code>LLM Client<\/code>\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u63a5\u53e3\uff0c\u652f\u6301\u591a\u79cd\u5927\u578b\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u5546\uff0c\u5305\u62ecAnthropic, OpenAI, Google, Qwen, DeepSeek\u4ee5\u53ca\u672c\u5730\u90e8\u7f72\u7684\u6a21\u578b\u3002<\/li>\n<li><strong>\u4ec0\u4e48\u662fMiroThinker\uff1f\u5b83\u4e0eMiroFlow\u6709\u4ec0\u4e48\u5173\u7cfb\uff1f<\/strong><br \/>\nMiroThinker\u662fMiroMindAI\u63a8\u51fa\u7684\u5f00\u6e90\u667a\u80fd\u4f53\u6a21\u578b\u7cfb\u5217\uff0c\u4e13\u95e8\u4e3a\u5904\u7406\u590d\u6742\u7684\u591a\u5de5\u5177\u4efb\u52a1\u800c\u8bbe\u8ba1\u3002 MiroFlow\u4f5c\u4e3a\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u4e0eMiroThinker\u6a21\u578b\u65e0\u7f1d\u96c6\u6210\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4ece\u6a21\u578b\u5230\u6846\u67b6\u7684\u7aef\u5230\u7aef\u89e3\u51b3\u65b9\u6848\uff0c\u7528\u4e8e\u6784\u5efa\u9ad8\u6027\u80fd\u3001\u53ef\u590d\u73b0\u7684AI\u667a\u80fd\u4f53\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>MiroFlow\u662f\u4e00\u4e2a\u4e13\u4e3a\u7b80\u5316\u590d\u6742\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5f00\u53d1\u800c\u8bbe\u8ba1\u7684\u667a\u80fd\u4f53\u6846\u67b6\u3002 \u5b83\u63d0\u4f9b\u4e86\u4e00\u5957\u7ecf\u8fc7\u6d4b\u8bd5\u7684\u5de5\u5177\uff0c\u80fd\u591f\u53ef\u9760\u5730\u5b8c\u6210\u9700\u8981\u4f7f\u7528\u591a\u79cd\u5de5\u5177\u7684\u590d\u6742\u4efb\u52a1\u3002MiroFlow\u5728GAIA\u9a8c\u8bc1\u96c6\u4e0a\u53d6\u5f97\u4e8672.2%\u7684pass@1\uff08\u4e09\u6b21\u8fd0\u884c\u5e73\u5747\uff09\u7684\u6210\u7ee9\uff0c\u8fd9\u4e2a\u8868\u73b0\u5728&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,476],"tags":[230,201],"class_list":["post-35201","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\/de\/wp-json\/wp\/v2\/posts\/35201","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=35201"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/35201\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=35201"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=35201"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=35201"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}