{"id":243,"date":"2025-10-15T00:00:00","date_gmt":"2025-10-14T16:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=243"},"modified":"2025-10-14T18:59:58","modified_gmt":"2025-10-14T10:59:58","slug":"ai-agent-%e5%85%a8%e6%a0%88%e6%9e%b6%e6%9e%84%ef%bc%9a%e4%bb%8e%e8%bf%90%e8%a1%8c%e7%8e%af%e5%a2%83%e5%88%b0%e6%a8%a1%e5%9e%8b%e5%9f%ba%e5%ba%a7","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/10\/15\/243\/","title":{"rendered":"AI Agent \u5168\u6808\u67b6\u6784\uff1a\u4ece\u8fd0\u884c\u73af\u5883\u5230\u6a21\u578b\u57fa\u5ea7"},"content":{"rendered":"\n<p>\u5728\u5927\u6a21\u578b\u6280\u672f\u98de\u901f\u53d1\u5c55\u7684\u5f53\u4e0b\uff0c\u4e0d\u5c11\u4f01\u4e1a\u4e0e\u4e2a\u4eba\u5f00\u53d1\u8005\u90fd\u6295\u8eab\u4e8e AI Agent\uff08\u667a\u80fd\u4f53\uff09\u7684\u6784\u5efa\u3002\u7136\u800c\uff0c\u5b9e\u9645\u64cd\u4f5c\u540e\u4f1a\u53d1\u73b0\uff0c\u201c\u80fd\u8fd0\u884c\u7684 AI Agent\u201d \u548c \u201c\u53ef\u7a33\u5b9a\u843d\u5730\u3001\u6301\u7eed\u8fed\u4ee3\u7684 AI Agent \u7cfb\u7edf\u201d \u5b58\u5728\u5929\u58e4\u4e4b\u522b\u3002\u82e5\u8981\u6253\u9020\u51fa\u5de5\u7a0b\u5316\u3001\u6613\u7ef4\u62a4\u7684 AI Agent \u7cfb\u7edf\uff0c\u4ec5\u4f9d\u9760\u6a21\u578b\u8fdc\u8fdc\u4e0d\u591f\uff0c\u8fd8\u9700\u6784\u5efa\u4e00\u5957\u6db5\u76d6\u8fd0\u884c\u73af\u5883\u3001\u7f16\u7a0b\u5de5\u5177\u96c6\uff08MCP \u670d\u52a1\uff09\u3001\u6846\u67b6\u4f53\u7cfb\u3001\u76d1\u63a7\u4f53\u7cfb\u3001\u5f00\u53d1 IDE \u4ee5\u53ca\u5e95\u5c42\u6a21\u578b\u57fa\u5ea7\u7684\u5b8c\u6574 \u201c\u751f\u6001\u7cfb\u7edf\u201d\u3002\u4e0b\u9762\uff0c\u6211\u4eec\u5c06\u7ed3\u5408\u5b8c\u6574\u67b6\u6784\u56fe\uff0c\u5bf9\u8fd9\u516d\u5927\u6a21\u5757\u9010\u4e00\u62c6\u89e3\uff0c\u6e05\u6670\u5448\u73b0\u4e00\u5957\u53ef\u843d\u5730\u7684 AI Agent \u67b6\u6784\u7684\u642d\u5efa\u65b9\u6cd5\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001AI Agent \u8fd0\u884c\u73af\u5883\uff1a\u4e3a\u667a\u80fd\u4f53\u6253\u9020\u7a33\u5b9a \u201c\u5c45\u6240\u201d<\/h2>\n\n\n\n<p>\u642d\u5efa\u53ef\u9760\u7684\u8fd0\u884c\u73af\u5883\uff0c\u662f\u6784\u5efa\u4efb\u4f55 AI \u7cfb\u7edf\u7684\u9996\u8981\u6b65\u9aa4\u3002\u8fd0\u884c\u73af\u5883\u76f4\u63a5\u5f71\u54cd\u7740\u6574\u4e2a\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u3001\u53ef\u6269\u5c55\u6027\u4e0e\u8de8\u5e73\u53f0\u80fd\u529b\u3002\u672c\u67b6\u6784\u4e2d\u7684 AI Agent \u8fd0\u884c\u73af\u5883\uff0c\u4e3b\u8981\u7531\u4ee5\u4e0b\u4e24\u90e8\u5206\u6784\u6210\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Docker \u73af\u5883\uff1a\u4fdd\u969c\u90e8\u7f72\u7edf\u4e00\u4e0e\u9694\u79bb<\/h3>\n\n\n\n<p>\u5728\u751f\u4ea7\u6216\u6d4b\u8bd5\u573a\u666f\u4e2d\uff0c\u501f\u52a9 Docker \u5bf9\u670d\u52a1\u8fdb\u884c\u5c01\u88c5\uff0c\u662f\u5f53\u524d\u4e3b\u6d41\u4e14\u9ad8\u6548\u7684\u65b9\u5f0f\u3002\u901a\u5e38\u4f1a\u5c06\u6838\u5fc3\u4f9d\u8d56\u8fdb\u884c\u5bb9\u5668\u5316\u5904\u7406\uff0c\u5177\u4f53\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MongoDB\uff1a\u7528\u4e8e\u5b58\u50a8\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u3001\u65e5\u5fd7\u8bb0\u5f55\u7b49\u975e\u7ed3\u6784\u5316\u6570\u636e\u3002<\/li>\n\n\n\n<li>MySQL\uff1a\u8d1f\u8d23\u5b58\u50a8\u4efb\u52a1\u72b6\u6001\u3001\u7528\u6237\u4fe1\u606f\u7b49\u7ed3\u6784\u5316\u6570\u636e\u3002<\/li>\n\n\n\n<li>Nginx\uff1a\u53d1\u6325\u53cd\u5411\u4ee3\u7406\u4e0e API \u7f51\u5173\u7684\u4f5c\u7528\uff0c\u7edf\u4e00\u7ba1\u7406\u6d41\u91cf\u4e0e\u4fdd\u969c\u5b89\u5168\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u91c7\u7528 Docker \u73af\u5883\u5177\u6709\u663e\u8457\u4f18\u52bf\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u81f4\u6027\uff1a\u672c\u5730\u3001\u6d4b\u8bd5\u3001\u751f\u4ea7\u73af\u5883\u4fdd\u6301\u5b8c\u5168\u4e00\u81f4\uff0c\u907f\u514d\u73af\u5883\u5dee\u5f02\u5f15\u53d1\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u5feb\u901f\u90e8\u7f72\uff1a\u901a\u8fc7<code>docker-compose<\/code>\u547d\u4ee4\uff0c\u5373\u53ef\u542f\u52a8\u6574\u5957\u73af\u5883\uff0c\u63d0\u5347\u90e8\u7f72\u6548\u7387\u3002<\/li>\n\n\n\n<li>\u53ef\u6269\u5c55\uff1a\u5404\u7ec4\u4ef6\u53ef\u72ec\u7acb\u5347\u7ea7\u3001\u6269\u5c55\uff0c\u7075\u6d3b\u5e94\u5bf9\u4e1a\u52a1\u9700\u6c42\u53d8\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u793a\u4f8b\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>vbnet<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>version: '3.8'\nservices:\nmysql:\nimage: mysql:8\nenvironment:\nMYSQL_ROOT_PASSWORD: example\nmongo:\nimage: mongo:6\nnginx:\nimage: nginx:stable\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u672c\u5730\u73af\u5883\uff1a\u4fbf\u4e8e\u7075\u6d3b\u8c03\u8bd5\u4e0e\u5feb\u901f\u9a8c\u8bc1<\/h3>\n\n\n\n<p>\u5f00\u53d1\u8005\u5728\u672c\u5730\u901a\u5e38\u4f7f\u7528 Windows \u6216 MacOS \u7cfb\u7edf\uff0c\u5e76\u642d\u914d\u4ee5\u4e0b\u5de5\u5177\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Chrome\uff1a\u7528\u4e8e\u8c03\u8bd5 Web UI \u4e0e API\uff0c\u786e\u4fdd\u754c\u9762\u4e0e\u63a5\u53e3\u6b63\u5e38\u8fd0\u884c\u3002<\/li>\n\n\n\n<li>PowerShell\/Terminal\uff1a\u53ef\u8fd0\u884c Agent \u811a\u672c\u6216\u5bb9\u5668\u547d\u4ee4\uff0c\u5b9e\u73b0\u5bf9 Agent \u7684\u5feb\u901f\u64cd\u4f5c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u672c\u5730\u73af\u5883\u914d\u7f6e\uff0c\u80fd\u8ba9\u5f00\u53d1\u8005\u5728\u672c\u5730\u5feb\u901f\u9a8c\u8bc1\u529f\u80fd\uff0c\u4e4b\u540e\u4e00\u952e\u5c06\u5176\u8fc1\u79fb\u5230\u5bb9\u5668\u73af\u5883\uff0c\u5927\u5e45\u63d0\u9ad8\u8fed\u4ee3\u6548\u7387\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001MCP \u670d\u52a1\uff08AI \u7f16\u7a0b\u5de5\u5177\u96c6\uff09\uff1a\u667a\u80fd\u4f53\u7684 \u201c\u5b9e\u7528\u5de5\u5177\u5e93\u201d<\/h2>\n\n\n\n<p>MCP\uff0c\u5168\u79f0\u4e3a Model Context Protocol\uff0c\u5728\u6b64\u5904\u627f\u62c5 \u201cAI \u7f16\u7a0b\u5de5\u5177\u96c6\u201d \u7684\u89d2\u8272\u3002\u5b83\u5e76\u975e\u7b80\u5355\u7684\u4e2d\u95f4\u5c42\uff0c\u800c\u662f\u667a\u80fd\u4f53\u8c03\u7528\u5916\u90e8\u7cfb\u7edf\u3001\u6570\u636e\u4e0e\u73af\u5883\u7684\u901a\u7528\u63a5\u53e3\u96c6\u5408\u3002<\/p>\n\n\n\n<p>\u8be5\u5c42\u9762\u7684 MCP \u670d\u52a1\u5305\u542b\u591a\u79cd\u529f\u80fd\u7ec4\u4ef6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MongoDB\/MySQL\uff1a\u5b9e\u73b0\u6570\u636e\u7684\u5b58\u50a8\u4e0e\u68c0\u7d22\uff0c\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u6570\u636e\u652f\u6301\u3002<\/li>\n\n\n\n<li>FAAS\uff08\u51fd\u6570\u5373\u670d\u52a1\uff09\uff1a\u53ef\u6309\u9700\u6267\u884c\u8ba1\u7b97\u4efb\u52a1\uff0c\u7075\u6d3b\u5e94\u5bf9\u5404\u7c7b\u8ba1\u7b97\u9700\u6c42\u3002<\/li>\n\n\n\n<li>Nginx\/Docker\uff1a\u4e3a\u5e95\u5c42\u670d\u52a1\u4e0e\u7f51\u7edc\u901a\u4fe1\u63d0\u4f9b\u652f\u6491\uff0c\u4fdd\u969c\u7cfb\u7edf\u7a33\u5b9a\u8fd0\u884c\u3002<\/li>\n\n\n\n<li>Terminal\/Browser\/Files\uff1a\u8d4b\u4e88\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf\u4e0e\u6587\u4ef6\u5904\u7406\u80fd\u529b\u3002<\/li>\n\n\n\n<li>RAG \u6a21\u5757\uff1a\u4e3a Agent \u63d0\u4f9b \u201c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u201d \u80fd\u529b\uff0c\u63d0\u5347\u56de\u7b54\u7684\u51c6\u786e\u6027\u4e0e\u4e30\u5bcc\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u53ef\u4ee5\u8bf4\uff0cMCP \u662f\u8ba9\u667a\u80fd\u4f53 \u201c\u80fd\u591f\u52a8\u624b\u505a\u4e8b\u201d \u7684\u5173\u952e\u4e00\u5c42\u3002\u5982\u679c\u5c06\u5927\u6a21\u578b\u6bd4\u4f5c\u667a\u80fd\u4f53\u7684 \u201c\u5927\u8111\u201d\uff0c\u90a3\u4e48 MCP \u5c31\u662f\u5b83\u7684 \u201c\u808c\u8089\u4e0e\u624b\u811a\u201d\uff0c\u80fd\u5c06\u62bd\u8c61\u7684\u6a21\u578b\u80fd\u529b\u8f6c\u5316\u4e3a\u53ef\u5b9e\u9645\u6267\u884c\u7684\u52a8\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u843d\u5730\u8981\u70b9\uff1a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a5\u53e3\u6a21\u5757\u5316\uff1a\u5c06\u6587\u4ef6\u8bfb\u5199\u3001\u7f51\u9875\u6293\u53d6\u3001\u6570\u636e\u5e93\u67e5\u8be2\u7b49\u6bcf\u4e00\u9879\u80fd\u529b\uff0c\u90fd\u8bbe\u8ba1\u6210\u72ec\u7acb API\uff0c\u4f8b\u5982<code>\/mcp\/file\/read<\/code>\u3001<code>\/mcp\/browser\/open<\/code>\u3001<code>\/mcp\/sql\/query<\/code>\u7b49\uff0c\u4fbf\u4e8e\u7ba1\u7406\u4e0e\u8c03\u7528\u3002<\/li>\n\n\n\n<li>\u7edf\u4e00\u63a5\u53e3\u534f\u8bae\uff1a\u901a\u8fc7 JSON Schema \u63cf\u8ff0\u8f93\u5165\u8f93\u51fa\u683c\u5f0f\uff0c\u65b9\u4fbf AI Agent \u81ea\u52a8\u63a8\u7406\u8c03\u7528\u65b9\u5f0f\uff0c\u540c\u65f6\u786e\u4fdd\u8c03\u7528\u5b89\u5168\u3002<\/li>\n\n\n\n<li>\u5b89\u5168\u4e0e\u5ba1\u8ba1\u673a\u5236\uff1a\u6240\u6709\u8c03\u7528\u90fd\u9700\u7ecf\u8fc7 Nginx + Auth \u7ec4\u6210\u7684\u7edf\u4e00\u7f51\u5173\uff0c\u5e76\u4e14\u64cd\u4f5c\u8be6\u60c5\u4f1a\u8bb0\u5f55\u5728\u65e5\u5fd7\u4e2d\uff0c\u4ee5\u4fbf\u540e\u7eed\u76d1\u63a7\u4e0e\u56de\u6eaf\uff0c\u4fdd\u969c\u7cfb\u7edf\u5b89\u5168\u3002<\/li>\n\n\n\n<li>\u53ef\u6269\u5c55\u7684 RAG \u4f53\u7cfb\uff1a\u501f\u52a9 RAG\uff08Retrieval &#8211; Augmented Generation\uff09\u6a21\u5757\uff0c\u5c06\u77e5\u8bc6\u5e93\u68c0\u7d22\u4e0e\u5927\u6a21\u578b\u751f\u6210\u76f8\u7ed3\u5408\uff0c\u4f7f Agent \u5177\u5907 \u201c\u8bb0\u5fc6\u201d \u548c \u201c\u4e8b\u5b9e\u56de\u7b54\u201d \u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001AI Agent \u6846\u67b6\uff1aLangChain \u4e0e LangGraph \u7684 \u201c\u53cc\u5f15\u64ce\u9a71\u52a8\u201d<\/h2>\n\n\n\n<p>\u5728\u8fd9\u4e00\u5c42\u7ea7\uff0cLangChain \u6846\u67b6\u4e0e LangGraph \u7ec4\u4ef6\u6210\u4e3a\u7cfb\u7edf\u7684\u6838\u5fc3\u3002LangChain \u8d1f\u8d23\u6784\u5efa\u667a\u80fd\u4f53\u7684\u903b\u8f91\u6846\u67b6\uff0cLangGraph \u5219\u8ba9\u6574\u4e2a\u6d41\u7a0b\u5b9e\u73b0\u53ef\u89c6\u5316\u4e0e\u53ef\u8c03\u5ea6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. LangChain \u7684\u6838\u5fc3\u6a21\u5757<\/h3>\n\n\n\n<p>LangChain \u662f\u76ee\u524d\u8f83\u4e3a\u6210\u719f\u7684\u667a\u80fd\u4f53\u5f00\u53d1\u6846\u67b6\uff0c\u5b83\u5c06\u590d\u6742\u7684 AI \u903b\u8f91\u62c6\u5206\u4e3a\u591a\u4e2a\u72ec\u7acb\u6a21\u5757\uff0c\u5177\u4f53\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u5757<\/th><th>\u529f\u80fd<\/th><\/tr><\/thead><tbody><tr><td>agents<\/td><td>\u8d1f\u8d23\u51b3\u7b56\u5236\u5b9a\u4e0e\u4efb\u52a1\u5206\u914d\uff0c\u5408\u7406\u89c4\u5212\u667a\u80fd\u4f53\u7684\u884c\u52a8\u65b9\u5411<\/td><\/tr><tr><td>tools<\/td><td>\u5bf9\u63a5 MCP \u670d\u52a1\u7684\u5177\u4f53\u5de5\u5177\uff0c\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u5b9e\u9645\u64cd\u4f5c\u80fd\u529b<\/td><\/tr><tr><td>prompts<\/td><td>\u7edf\u4e00\u7ba1\u7406\u63d0\u793a\u8bcd\u6a21\u677f\uff0c\u786e\u4fdd\u63d0\u793a\u8bcd\u7684\u89c4\u8303\u6027\u4e0e\u4e00\u81f4\u6027<\/td><\/tr><tr><td>memory<\/td><td>\u5b58\u50a8\u4e0a\u4e0b\u6587\u4e0e\u957f\u671f\u8bb0\u5fc6\uff0c\u5e2e\u52a9\u667a\u80fd\u4f53\u66f4\u597d\u5730\u7406\u89e3\u4efb\u52a1\u4e0e\u7528\u6237\u9700\u6c42<\/td><\/tr><tr><td>parsers<\/td><td>\u89e3\u6790\u5e76\u9a8c\u8bc1\u6a21\u578b\u8f93\u51fa\u683c\u5f0f\uff0c\u4fdd\u8bc1\u8f93\u51fa\u7ed3\u679c\u7684\u51c6\u786e\u6027\u4e0e\u53ef\u7528\u6027<\/td><\/tr><tr><td>mcp<\/td><td>\u7ba1\u7406\u4e0e\u5916\u90e8 API \u7684\u4ea4\u4e92\uff0c\u5b9e\u73b0\u667a\u80fd\u4f53\u4e0e\u5916\u90e8\u7cfb\u7edf\u7684\u6570\u636e\u4f20\u9012\u4e0e\u529f\u80fd\u8c03\u7528<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8fd9\u5957\u6a21\u5757\u4f53\u7cfb\u6709\u6548\u89e3\u51b3\u4e86\u667a\u80fd\u4f53\u5f00\u53d1\u4e2d\u7684\u4e24\u5927\u5173\u952e\u95ee\u9898\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u903b\u8f91\u6df7\u4e71\uff1a\u5404\u80fd\u529b\u6a21\u5757\u76f8\u4e92\u72ec\u7acb\uff0c\u4fbf\u4e8e\u7ef4\u62a4\u4e0e\u5347\u7ea7\uff0c\u4f7f\u6574\u4f53\u903b\u8f91\u66f4\u6e05\u6670\u3002<\/li>\n\n\n\n<li>Prompt \u5931\u63a7\uff1a\u63d0\u793a\u8bcd\u53ef\u914d\u7f6e\u3001\u53ef\u8fdb\u884c\u7248\u672c\u5316\u7ba1\u7406\uff0c\u907f\u514d\u63d0\u793a\u8bcd\u968f\u610f\u4fee\u6539\u5bfc\u81f4\u7684\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. LangGraph\uff1a\u8ba9\u590d\u6742\u6d41\u7a0b\u66f4\u76f4\u89c2<\/h3>\n\n\n\n<p>LangGraph \u4f5c\u4e3a LangChain \u7684\u6d41\u7a0b\u7f16\u6392\u4e0e\u53ef\u89c6\u5316\u5c42\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u50cf\u7ed8\u5236\u5de5\u4f5c\u6d41\u4e00\u6837\uff0c\u8bbe\u8ba1 Agent \u7684\u8c03\u7528\u903b\u8f91\uff0c\u80fd\u6e05\u6670\u5c55\u73b0 \u201c\u51b3\u7b56\u2192\u8c03\u7528\u2192\u8fd4\u56de\u2192\u4e8c\u6b21\u5224\u65ad\u201d \u7684\u5b8c\u6574\u94fe\u8def\u3002<\/p>\n\n\n\n<p>\u5176\u4e3b\u8981\u5e94\u7528\u573a\u666f\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u5de5\u5177\u8c03\u7528\u6d41\u7a0b\uff0c\u4f8b\u5982\u5148\u8fdb\u884c\u68c0\u7d22\u518d\u6267\u884c\u76f8\u5173\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li>\u5e76\u884c\u4efb\u52a1\u7f16\u6392\uff0c\u63d0\u9ad8\u4efb\u52a1\u5904\u7406\u6548\u7387\u3002<\/li>\n\n\n\n<li>\u4efb\u52a1\u5931\u8d25\u540e\u7684\u91cd\u8bd5\u903b\u8f91\uff0c\u4fdd\u969c\u4efb\u52a1\u987a\u5229\u5b8c\u6210\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9e\u6218\u5efa\u8bae\uff1a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06\u641c\u7d22\u3001\u6570\u636e\u67e5\u8be2\u7b49\u5e38\u7528 Tool \u5c01\u88c5\u6210\u6a21\u5757\uff0c\u8fdb\u884c\u96c6\u4e2d\u7ba1\u7406\uff0c\u65b9\u4fbf\u8c03\u7528\u4e0e\u7ef4\u62a4\u3002<\/li>\n\n\n\n<li>\u5229\u7528 JSON Schema \u5bf9 LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u8f93\u51fa\u8fdb\u884c\u4e25\u683c\u6821\u9a8c\uff0c\u786e\u4fdd\u8f93\u51fa\u7b26\u5408\u9884\u671f\u683c\u5f0f\u3002<\/li>\n\n\n\n<li>\u5efa\u7acb Prompt \u4ed3\u5e93\uff0c\u5bf9 Prompt \u8fdb\u884c\u7edf\u4e00\u7248\u672c\u7ba1\u7406\uff0c\u9632\u6b62 \u201c\u63d0\u793a\u8bcd\u6f02\u79fb\u201d\uff0c\u4fdd\u8bc1\u6a21\u578b\u8f93\u51fa\u7684\u7a33\u5b9a\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001AI \u76d1\u63a7\uff1aLangSmith \u4e0e Langfuse \u6784\u5efa\u7684 \u201c\u53ef\u89c2\u6d4b\u4f53\u7cfb\u201d<\/h2>\n\n\n\n<p>AI \u7cfb\u7edf\u7684\u76d1\u63a7\uff0c\u4e0e\u4f20\u7edf\u7684 CPU\u3001\u5185\u5b58\u76d1\u63a7\u4e0d\u540c\uff0c\u66f4\u4fa7\u91cd\u4e8e\u5173\u6ce8 \u201c\u667a\u80fd\u884c\u4e3a\u201d \u7684\u6b63\u786e\u6027\u3002\u5728\u672c\u67b6\u6784\u4e2d\uff0c\u76d1\u63a7\u4f53\u7cfb\u7531 LangSmith \u4e0e Langfuse \u5171\u540c\u6784\u5efa\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. LangSmith\uff1a\u5bf9\u8bdd\u7ea7\u8ffd\u8e2a\u4e0e\u94fe\u8def\u56de\u653e<\/h3>\n\n\n\n<p>LangSmith \u80fd\u591f\u7cbe\u51c6\u8bb0\u5f55\u6bcf\u4e00\u6b21 Agent \u7684\u5bf9\u8bdd\u8fc7\u7a0b\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8c03\u7528\u4e86\u54ea\u4e2a Prompt\u3002<\/li>\n\n\n\n<li>\u6267\u884c\u4e86\u54ea\u4e2a Tool\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u8fd4\u56de\u4e86\u4ec0\u4e48\u7ed3\u679c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5b83\u5c31\u50cf\u4e3a AI \u7cfb\u7edf\u5b89\u88c5\u4e86 \u201c\u9ed1\u5323\u5b50\u201d\uff0c\u4fbf\u4e8e\u540e\u7eed\u5bf9\u5bf9\u8bdd\u8fc7\u7a0b\u8fdb\u884c\u590d\u76d8\uff0c\u627e\u51fa\u95ee\u9898\u5e76\u4f18\u5316\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Langfuse\uff1a\u8d28\u91cf\u4e0e\u6027\u80fd\u76d1\u63a7<\/h3>\n\n\n\n<p>Langfuse \u4e3b\u8981\u7528\u4e8e\u4ee5\u4e0b\u76d1\u63a7\u5de5\u4f5c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u76d1\u63a7\u8bf7\u6c42\u5ef6\u8fdf\u3001Token \u6d88\u8017\u7b49\u6027\u80fd\u6307\u6807\uff0c\u53ca\u65f6\u53d1\u73b0\u7cfb\u7edf\u6027\u80fd\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u8bc4\u4f30\u6a21\u578b\u54cd\u5e94\u8d28\u91cf\uff0c\u5982 RAG \u547d\u4e2d\u7387\u3001\u8bed\u4e49\u76f8\u4f3c\u5ea6\u7b49\uff0c\u786e\u4fdd\u6a21\u578b\u8f93\u51fa\u8d28\u91cf\u3002<\/li>\n\n\n\n<li>\u5efa\u7acb\u81ea\u52a8\u544a\u8b66\u673a\u5236\uff0c\u5f53\u51fa\u73b0\u4f4e\u7f6e\u4fe1\u5ea6\u8f93\u51fa\u65f6\uff0c\u81ea\u52a8\u4e0a\u62a5\u7ed9\u4eba\u5de5\u8fdb\u884c\u590d\u6838\uff0c\u4fdd\u969c\u7cfb\u7edf\u8f93\u51fa\u7684\u53ef\u9760\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u843d\u5730\u5efa\u8bae\uff1a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3a\u5173\u952e\u4efb\u52a1\u5f15\u5165 Trace ID\uff0c\u5b9e\u73b0\u5168\u94fe\u8def\u53ef\u8ffd\u8e2a\uff0c\u65b9\u4fbf\u5b9a\u4f4d\u95ee\u9898\u6240\u5728\u3002<\/li>\n\n\n\n<li>\u5bf9\u7cfb\u7edf\u64cd\u4f5c\u7c7b Action \u7b49\u91cd\u8981\u8f93\u51fa\uff0c\u6dfb\u52a0\u4e8c\u6b21\u786e\u8ba4\u73af\u8282\uff0c\u964d\u4f4e\u9519\u8bef\u64cd\u4f5c\u98ce\u9669\u3002<\/li>\n\n\n\n<li>\u76d1\u63a7\u6307\u6807\u9700\u540c\u65f6\u8986\u76d6 \u201c\u6a21\u578b\u8868\u73b0\u201d \u4e0e \u201c\u7cfb\u7edf\u5065\u5eb7\u201d \u4e24\u65b9\u9762\uff0c\u5168\u9762\u638c\u63e1\u7cfb\u7edf\u8fd0\u884c\u72b6\u6001\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001AI IDE\uff1a\u63d0\u5347\u5f00\u53d1\u4e0e\u8c03\u8bd5\u6548\u7387\u7684 \u201c\u4e13\u5c5e\u5de5\u5177\u201d<\/h2>\n\n\n\n<p>\u5728 AI \u5f00\u53d1\u9886\u57df\uff0c\u4f20\u7edf IDE \u5df2\u65e0\u6cd5\u6ee1\u8db3\u590d\u6742\u667a\u80fd\u4f53\u7684\u5f00\u53d1\u9700\u6c42\u3002\u5f53\u524d\u7684\u65b0\u8d8b\u52bf\u662f\u4f7f\u7528 AI \u539f\u751f IDE\uff0c\u4f8b\u5982 Cursor\u3002<\/p>\n\n\n\n<p>Cursor \u4e0d\u4ec5\u662f\u4e00\u6b3e\u4ee3\u7801\u7f16\u8f91\u5668\uff0c\u8fd8\u96c6\u6210\u4e86\u591a\u79cd\u5b9e\u7528\u529f\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Prompt \u8c03\u8bd5\uff1a\u65b9\u4fbf\u5f00\u53d1\u8005\u5bf9 Prompt \u8fdb\u884c\u8c03\u8bd5\uff0c\u4f18\u5316 Prompt \u6548\u679c\u3002<\/li>\n\n\n\n<li>\u5de5\u5177\u94fe\u6d4b\u8bd5\uff1a\u53ef\u5bf9\u76f8\u5173\u5de5\u5177\u94fe\u8fdb\u884c\u6d4b\u8bd5\uff0c\u786e\u4fdd\u5de5\u5177\u6b63\u5e38\u8fd0\u884c\u3002<\/li>\n\n\n\n<li>\u751f\u6210\u5f0f\u4ee3\u7801\u8f85\u52a9\uff1a\u80fd\u8f85\u52a9\u751f\u6210\u4ee3\u7801\uff0c\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\u3002<\/li>\n\n\n\n<li>\u5b9e\u65f6\u6a21\u578b\u53cd\u9988\uff1a\u53ca\u65f6\u53cd\u9988\u6a21\u578b\u8fd0\u884c\u60c5\u51b5\uff0c\u4fbf\u4e8e\u5f00\u53d1\u8005\u4e86\u89e3\u6a21\u578b\u72b6\u6001\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u501f\u52a9 Cursor\uff0c\u5f00\u53d1\u8005\u53ef\u5728\u4e00\u4e2a\u754c\u9762\u5185\u5b8c\u6210 Prompt \u8fed\u4ee3\u3001API \u6d4b\u8bd5\u4e0e Agent \u884c\u4e3a\u9a8c\u8bc1\uff0c\u5927\u5e45\u63d0\u5347\u7814\u53d1\u901f\u5ea6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5e94\u7528\u5efa\u8bae\uff1a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06 Cursor \u4e0e LangSmith \u7684\u65e5\u5fd7\u7cfb\u7edf\u6253\u901a\uff0c\u5f62\u6210 \u201c\u672c\u5730\u8c03\u8bd5 \u2014 \u7ebf\u4e0a\u590d\u76d8\u201d \u7684\u95ed\u73af\uff0c\u63d0\u9ad8\u95ee\u9898\u89e3\u51b3\u6548\u7387\u3002<\/li>\n\n\n\n<li>\u5229\u7528 Cursor \u7684 Prompt \u7248\u672c\u63a7\u5236\u529f\u80fd\uff0c\u8bb0\u5f55\u4e0d\u540c\u7248\u672c Prompt \u4e0b\u6a21\u578b\u7684\u8868\u73b0\uff0c\u4e3a Prompt \u4f18\u5316\u63d0\u4f9b\u4f9d\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u5927\u6a21\u578b\u57fa\u5ea7\uff1a\u591a\u6a21\u578b\u5e76\u5b58\u7684 \u201c\u667a\u80fd\u5e95\u5ea7\u201d<\/h2>\n\n\n\n<p>\u67b6\u6784\u7684\u6700\u5e95\u5c42\uff0c\u662f\u652f\u6491\u6574\u4e2a\u7cfb\u7edf\u7684 \u201c\u5927\u8111\u201d\u2014\u2014 \u6a21\u578b\u57fa\u5ea7\u3002\u672c\u67b6\u6784\u4e2d\u7684\u6a21\u578b\u57fa\u5ea7\u5305\u542b\u4ee5\u4e0b\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u4e49\u5343\u95ee 3\uff1a\u5728\u4e2d\u6587\u8bed\u4e49\u7406\u89e3\u4e0e\u4efb\u52a1\u5904\u7406\u65b9\u9762\u80fd\u529b\u7a81\u51fa\u3002<\/li>\n\n\n\n<li>Claude 4\uff1a\u64c5\u957f\u903b\u8f91\u63a8\u7406\u4e0e\u82f1\u6587\u4efb\u52a1\u5904\u7406\u3002<\/li>\n\n\n\n<li>DeepSeek R1\uff1a\u5177\u6709\u63a8\u7406\u4f18\u5316\u4e0e\u6210\u672c\u4f18\u52bf\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u601d\u60f3\uff1a\u591a\u6a21\u578b\u534f\u540c\u4e0e\u667a\u80fd\u8def\u7531<\/h3>\n\n\n\n<p>\u4e3a\u907f\u514d \u201c\u4e00\u6a21\u578b\u5305\u6253\u5929\u4e0b\u201d \u7684\u5c40\u9650\u6027\uff0c\u9488\u5bf9\u4e0d\u540c\u4efb\u52a1\u8c03\u7528\u4e0d\u540c\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u4e8e\u4e8b\u5b9e\u578b\u95ee\u9898\uff0c\u91c7\u7528 \u201c\u901a\u4e49\u5343\u95ee 3 + RAG\u201d \u7684\u7ec4\u5408\uff0c\u5229\u7528\u901a\u4e49\u5343\u95ee 3 \u7684\u4e2d\u6587\u5904\u7406\u80fd\u529b\u4e0e RAG \u7684\u68c0\u7d22\u80fd\u529b\uff0c\u63d0\u9ad8\u56de\u7b54\u51c6\u786e\u6027\u3002<\/li>\n\n\n\n<li>\u5904\u7406\u903b\u8f91\u578b\u4efb\u52a1\u65f6\uff0c\u9009\u7528 Claude 4\uff0c\u501f\u52a9\u5176\u5f3a\u5927\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b\u5b8c\u6210\u4efb\u52a1\u3002<\/li>\n\n\n\n<li>\u9762\u5bf9\u5927\u6279\u91cf\u8ba1\u7b97\u7c7b\u4efb\u52a1\uff0c\u4f7f\u7528 DeepSeek R1\uff0c\u5145\u5206\u53d1\u6325\u5176\u6210\u672c\u4f18\u52bf\u4e0e\u63a8\u7406\u4f18\u5316\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7cfb\u7edf\u53ef\u901a\u8fc7 \u201c\u6a21\u578b\u8def\u7531\u7b56\u7565\u201d \u52a8\u6001\u5206\u914d\u4efb\u52a1\uff0c\u5728\u9ad8\u4ef7\u503c\u573a\u666f\u4e2d\uff0c\u751a\u81f3\u53ef\u91c7\u7528 \u201c\u53cc\u6a21\u578b\u6bd4\u5bf9\u201d \u7684\u65b9\u5f0f\uff0c\u9009\u53d6\u6700\u4f18\u7b54\u6848\uff0c\u63d0\u5347\u7cfb\u7edf\u8f93\u51fa\u8d28\u91cf\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u5de5\u7a0b\u843d\u5730\u5168\u6e05\u5355<\/h2>\n\n\n\n<p>\u82e5\u8981\u5c06\u6574\u5957 AI Agent \u67b6\u6784\u771f\u6b63\u843d\u5730\uff0c\u53ef\u6309\u7167\u4ee5\u4e0b\u6e05\u5355\u9010\u6b65\u6267\u884c\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u542f\u52a8\u9636\u6bb5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u642d\u5efa Docker \u73af\u5883\uff0c\u4e3a\u7cfb\u7edf\u8fd0\u884c\u63d0\u4f9b\u57fa\u7840\u5bb9\u5668\u73af\u5883\u3002<\/li>\n\n\n\n<li>\u5f00\u53d1\u4e00\u4e2a\u6700\u5c0f\u53ef\u7528 Agent\uff0c\u8be5 Agent \u9700\u5305\u542b LangChain\u3001\u4e00\u4e2a Tool \u4ee5\u53ca\u4e00\u4e2a\u6a21\u578b\uff0c\u5b9e\u73b0\u57fa\u672c\u529f\u80fd\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u6269\u5c55\u9636\u6bb5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u63a5\u5165 MCP \u670d\u52a1\uff0c\u5305\u62ec RAG\u3001Browser\u3001FAAS \u7b49\u7ec4\u4ef6\uff0c\u4e30\u5bcc Agent \u7684\u529f\u80fd\u3002<\/li>\n\n\n\n<li>\u96c6\u6210 LangSmith \u76d1\u63a7\u4e0e Langfuse \u65e5\u5fd7\uff0c\u6784\u5efa\u7cfb\u7edf\u7684\u53ef\u89c2\u6d4b\u4f53\u7cfb\uff0c\u4fbf\u4e8e\u76d1\u63a7\u4e0e\u4f18\u5316\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u5316\u9636\u6bb5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f15\u5165 LangGraph\uff0c\u5bf9\u590d\u6742\u6d41\u7a0b\u8fdb\u884c\u7f16\u6392\uff0c\u4f7f\u6d41\u7a0b\u66f4\u6e05\u6670\u3001\u53ef\u63a7\u3002<\/li>\n\n\n\n<li>\u5efa\u7acb Prompt \u4e0e Schema \u7248\u672c\u5e93\uff0c\u5b9e\u73b0\u5bf9 Prompt \u548c Schema \u7684\u6709\u6548\u7ba1\u7406\uff0c\u4fdd\u8bc1\u7cfb\u7edf\u7a33\u5b9a\u6027\u3002<\/li>\n\n\n\n<li>\u589e\u52a0\u5b89\u5168\u63a7\u5236\u4e0e\u4eba\u5de5\u590d\u6838\u673a\u5236\uff0c\u63d0\u5347\u7cfb\u7edf\u5b89\u5168\u6027\u4e0e\u8f93\u51fa\u53ef\u9760\u6027\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u7a33\u5b9a\u9636\u6bb5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b9e\u73b0\u6a21\u578b\u591a\u8def\u7531\uff0c\u63a5\u5165 Claude\u3001DeepSeek \u7b49\u6a21\u578b\uff0c\u6839\u636e\u4e0d\u540c\u4efb\u52a1\u7075\u6d3b\u9009\u62e9\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u5f00\u5c55\u6210\u672c\u4e0e\u6027\u80fd\u76d1\u63a7\uff0c\u5408\u7406\u63a7\u5236\u6210\u672c\uff0c\u4fdd\u969c\u7cfb\u7edf\u6027\u80fd\u7a33\u5b9a\u3002<\/li>\n\n\n\n<li>\u8fdb\u884c\u81ea\u52a8\u8bc4\u6d4b\u4e0e A\/B \u6d4b\u8bd5\uff0c\u6301\u7eed\u4f18\u5316\u7cfb\u7edf\uff0c\u63d0\u5347\u7cfb\u7edf\u6027\u80fd\u4e0e\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u516b\u3001\u603b\u7ed3<\/h2>\n\n\n\n<p>\u5982\u4eca\uff0cAI Agent \u5df2\u4e0d\u518d\u662f\u7b80\u5355\u7684 \u201c\u73a9\u5177\u9879\u76ee\u201d\uff0c\u800c\u662f\u4f01\u4e1a\u5b9e\u73b0\u667a\u80fd\u5316\u8f6c\u578b\u7684\u5173\u952e\u5165\u53e3\u3002\u6784\u5efa AI Agent \u7cfb\u7edf\u7684\u771f\u6b63\u6311\u6218\uff0c\u4e0d\u5728\u4e8e\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u5b8c\u5584\u7684\u4f53\u7cfb\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u4ecb\u7ecd\u7684\u8fd9\u5957\u67b6\u6784\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u5de5\u7a0b\u5316\u7684\u601d\u7ef4\u65b9\u5f0f\uff1a\u8ba9\u8fd0\u884c\u73af\u5883\u3001\u5de5\u5177\u96c6\u3001\u6846\u67b6\u3001\u76d1\u63a7\u3001IDE \u548c\u6a21\u578b\u57fa\u5ea7\u5f62\u6210 \u201c\u516d\u5c42\u95ed\u73af\u201d\uff0c\u4f7f\u667a\u80fd\u4f53\u5177\u5907\u6301\u7eed\u5b66\u4e60\u3001\u53ef\u63a7\u6f14\u5316\u7684\u80fd\u529b\u3002\u5f53\u4e00\u4e2a Agent \u62e5\u6709\u6807\u51c6\u5316\u7684\u73af\u5883\u3001\u53ef\u9760\u7684\u8c03\u7528\u94fe\u3001\u6e05\u6670\u7684\u76d1\u63a7\u4ee5\u53ca\u591a\u6a21\u578b\u652f\u6491\u65f6\uff0c\u5b83\u5c31\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a \u201c\u6f14\u793a Demo\u201d\uff0c\u800c\u662f\u80fd\u591f\u771f\u6b63\u843d\u5730\u3001\u4e3a\u4e1a\u52a1\u521b\u9020\u4ef7\u503c\u7684\u667a\u80fd\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p><br>\u6587\u7ae0\u6765\u6e90\uff1a<a href=\"https:\/\/juejin.cn\/post\/7560160052591214634\">https:\/\/juejin.cn\/post\/7560160052591214634<\/a><\/p>\n\n\n\n<p><br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u5927\u6a21\u578b\u6280\u672f\u98de\u901f\u53d1\u5c55\u7684\u5f53\u4e0b\uff0c\u4e0d\u5c11\u4f01\u4e1a\u4e0e\u4e2a\u4eba\u5f00\u53d1\u8005\u90fd\u6295\u8eab\u4e8e AI Ag&#46;&#46;&#46;<\/p>\n","protected":false},"author":2,"featured_media":244,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13,9],"tags":[],"class_list":["post-243","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aiagent","category-software"],"_links":{"self":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/243","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/comments?post=243"}],"version-history":[{"count":1,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/243\/revisions"}],"predecessor-version":[{"id":245,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/243\/revisions\/245"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media\/244"}],"wp:attachment":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media?parent=243"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/categories?post=243"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/tags?post=243"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}