{"id":8144,"date":"2026-01-30T08:45:00","date_gmt":"2026-01-30T00:45:00","guid":{"rendered":"https:\/\/meta-quantum.today\/?p=8144"},"modified":"2026-01-30T08:41:57","modified_gmt":"2026-01-30T00:41:57","slug":"%e5%88%98%e6%b6%a6%e6%97%a5%e8%af%be%e8%a7%a3%e8%af%bb%ef%bc%9aai%e5%86%85%e5%ae%b9%e5%88%9b%e4%bd%9c%e7%9a%84%e4%b8%a4%e7%a7%8d%e6%89%8b%e6%b3%95%e5%af%b9%e6%af%94-%e5%86%85%e5%ae%b9%e5%8c%85","status":"publish","type":"post","link":"https:\/\/meta-quantum.today\/?p=8144","title":{"rendered":"\u5218\u6da6\u65e5\u8bfe\u89e3\u8bfb\uff1aAI\u5185\u5bb9\u521b\u4f5c\u7684\u4e24\u79cd\u624b\u6cd5\u5bf9\u6bd4 &#8211; \u5185\u5bb9\u5305\u542b\u81ea\u52a8\u5316\u5185\u5bb9\u521b\u4f5c\u5b8c\u6574\u642d\u5efa\u6307\u5357"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"top\">\u7d22\u5f15<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"#A\" title=\"A) \u6838\u5fc3\u89c2\u70b9\">A) \u6838\u5fc3\u89c2\u70b9<\/a><\/li>\n\n\n\n<li><a href=\"#B\" title=\"\">B) \u5982\u4f55\u4f7f\u7528AI Agents \u5185\u5bb9\u521b\u4f5c\u7cfb\u7edf\u8bbe\u8ba1<\/a><\/li>\n\n\n\n<li><a href=\"#C\" title=\"C) \u81ea\u52a8\u5316\u5185\u5bb9\u521b\u4f5cPipeline\u5b8c\u6574\u642d\u5efa\u6307\u5357\">C) \u81ea\u52a8\u5316\u5185\u5bb9\u521b\u4f5cPipeline\u5b8c\u6574\u642d\u5efa\u6307\u5357<\/a><\/li>\n\n\n\n<li><a href=\"#D\" title=\"\">D) AI\u5185\u5bb9\u521b\u4f5c\u5b8c\u6574\u6307\u5357\uff1a7\u5927\u6838\u5fc3\u8981\u70b9<\/a><\/li>\n\n\n\n<li><a href=\"#E\" title=\"\">E) \u603b\u7ed3\u4e0e\u884c\u52a8\u5efa\u8bae<\/a><\/li>\n\n\n\n<li><a href=\"#F\" title=\"F) \u5ef6\u4f38\u9605\u8bfb\u8d44\u6e90\">F) \u5ef6\u4f38\u9605\u8bfb\u8d44\u6e90<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"A\">A) \u6838\u5fc3\u89c2\u70b9<\/h2>\n\n\n\n<p>\u8fd9\u5f20\u56fe\u5bf9\u6bd4\u4e86AI\u5185\u5bb9\u521b\u4f5c\u4e2d\u7684\u4e24\u79cd\u601d\u7ef4\u65b9\u5f0f\uff1a<strong>\u7eaa\u5f55\u7247\u5f0f\u521b\u4f5c\u624b\u6cd5<\/strong>\uff08\u5de6\u4fa7\uff09\u4e0e<strong>\u7535\u5f71\u5f0f\u521b\u4f5c\u624b\u6cd5<\/strong>\uff08\u53f3\u4fa7\uff09\uff0c\u5e2e\u52a9\u6211\u4eec\u7406\u89e3\u5982\u4f55\u66f4\u6709\u6548\u5730\u8fdb\u884c\u5185\u5bb9\u521b\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001\u7eaa\u5f55\u7247\u5f0f\u521b\u4f5c\u624b\u6cd5\uff08\u5de6\u4fa7\uff09<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">\u7279\u70b9\uff1a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89d2\u8272\u5b9a\u4f4d<\/strong>\uff1a\u5168\u77e5\u5168\u80fd\u7684\u65c1\u767d\u8005<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u7406\u5ff5<\/strong>\uff1a&#8221;\u6211\u77e5\u9053\u4e00\u5207\uff0c\u6211\u544a\u8bc9\u4f60\u7ed3\u8bba&#8221;<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u521b\u4f5c\u6d41\u7a0b\uff1a<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7edf\u8ba1\u5148\u884c<\/strong> \u2192 \u5148\u7ed9\u51fa\u6570\u636e\u548c\u7ed3\u8bba<\/li>\n\n\n\n<li><strong>MEFC\u6cd5\u5219<\/strong> \u2192 \u91c7\u7528&#8221;\u603b-\u5206-\u603b&#8221;\u7ed3\u6784<\/li>\n\n\n\n<li><strong>\u65e0\u60ac\u5ff5<\/strong> \u2192 \u76f4\u63a5\u544a\u8bc9\u7b54\u6848\uff0c\u4e0d\u8bbe\u7f6e\u7591\u95ee<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u7f3a\u70b9\uff1a<\/h3>\n\n\n\n<p>\u2705 <strong>\u4f18\u70b9<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89c2\u4f17\u53ef\u4ee5\u5728\u4efb\u4f55\u65f6\u95f4\u70b9\u79bb\u5f00\u90fd\u4e0d\u4f1a\u635f\u5931\u5173\u952e\u4fe1\u606f<\/li>\n\n\n\n<li>\u9002\u5408\u5feb\u901f\u83b7\u53d6\u77e5\u8bc6<\/li>\n<\/ul>\n\n\n\n<p>\u274c <strong>\u7f3a\u70b9<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9700\u8981\u89c2\u4f17\u6709\u8f83\u9ad8\u7684\u627f\u8bfa\u5ea6<\/li>\n\n\n\n<li>\u7f3a\u4e4f\u5438\u5f15\u529b\u548c\u4e92\u52a8\u6027<\/li>\n\n\n\n<li>\u91c7\u7528&#8221;\u8054\u5957\u7ed3\u8bba&#8221;\u7684\u65b9\u5f0f\uff0c\u8f83\u4e3a\u751f\u786c<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001\u7535\u5f71\u5f0f\u521b\u4f5c\u624b\u6cd5\uff08\u53f3\u4fa7\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u7279\u70b9\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89d2\u8272\u5b9a\u4f4d<\/strong>\uff1a\u7f16\u5267\/\u5bfc\u6f14<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u7406\u5ff5<\/strong>\uff1a&#8221;\u6211\u4e5f\u5168\u77e5\u5168\u80fd\uff0c\u4f46\u6211\u53ea\u7ed9\u4f60\u7591\u95ee\u7684\u94fe\u6761&#8221;<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u521b\u4f5c\u6d41\u7a0b\uff1a<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7591\u95ee\u94a9\u5b50<\/strong> \u2192 \u5148\u629b\u51fa\u95ee\u9898\uff0c\u5438\u5f15\u6ce8\u610f<\/li>\n\n\n\n<li><strong>\u5fae\u89c2\u63a8\u8fdb<\/strong> \u2192 \u9010\u6b65\u5c55\u5f00\u5185\u5bb9<\/li>\n\n\n\n<li><strong>\u89e3\u7b54\u4e0e\u65b0\u7591\u95ee<\/strong> \u2192 \u89e3\u7b54\u95ee\u9898\u7684\u540c\u65f6\u5f15\u53d1\u65b0\u7684\u597d\u5947\u5fc3<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u6838\u5fc3\u80fd\u529b\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7ba1\u7406\u672a\u77e5\u8005\u60f3\u6cd5<\/strong> \u2192 \u5c06\u5168\u77e5\u7ffb\u8bd1\u6210\u7591\u95ee\u8bed\u7cfb<\/li>\n\n\n\n<li>\u521b\u9020&#8221;3000\u5c3a\u7011\u5e03\u7684\u903b\u8f91\u52bf\u80fd&#8221; \u2192 \u5efa\u7acb\u5f3a\u5927\u7684\u53d9\u4e8b\u5f20\u529b<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f18\u7f3a\u70b9\uff1a<\/h4>\n\n\n\n<p>\u2705 <strong>\u4f18\u70b9<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89c2\u4f17\u65e0\u6cd5\u79bb\u5f00\uff0c\u6015\u770b\u4e0d\u5230\u7ed3\u679c<\/li>\n\n\n\n<li>\u4f4e\u627f\u8bfa\u6295\u5165\uff0c\u4f46\u9ad8\u5ea6\u5438\u5f15<\/li>\n\n\n\n<li>\u91c7\u7528&#8221;\u7591\u95ee\u94fe\u6761&#8221;\uff0c\u5c42\u5c42\u9012\u8fdb<\/li>\n\n\n\n<li>\u662f\u4e00\u79cd\u503c\u5f97\u7ec3\u4e60\u7684\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u6838\u5fc3\u533a\u522b\u603b\u7ed3<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5bf9\u6bd4\u7ef4\u5ea6<\/th><th>\u7eaa\u5f55\u7247\u5f0f<\/th><th>\u7535\u5f71\u5f0f<\/th><\/tr><\/thead><tbody><tr><td><strong>\u53d9\u4e8b\u65b9\u5f0f<\/strong><\/td><td>\u76f4\u63a5\u7ed9\u7ed3\u8bba<\/td><td>\u5c42\u5c42\u8bbe\u7591<\/td><\/tr><tr><td><strong>\u89c2\u4f17\u4f53\u9a8c<\/strong><\/td><td>\u968f\u65f6\u53ef\u9000\u51fa<\/td><td>\u6b32\u7f62\u4e0d\u80fd<\/td><\/tr><tr><td><strong>\u627f\u8bfa\u8981\u6c42<\/strong><\/td><td>\u9ad8\u627f\u8bfa<\/td><td>\u4f4e\u627f\u8bfa<\/td><\/tr><tr><td><strong>\u5185\u5bb9\u7ec4\u7ec7<\/strong><\/td><td>\u8054\u5957\u7ed3\u8bba<\/td><td>\u7591\u95ee\u94fe\u6761<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9e\u8df5\u5efa\u8bae<\/h3>\n\n\n\n<p>\u5bf9\u4e8eAI\u5185\u5bb9\u521b\u4f5c\u8005\u6765\u8bf4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7eaa\u5f55\u7247\u5f0f<\/strong>\u9002\u5408\uff1a\u77e5\u8bc6\u4f20\u6388\u3001\u6559\u7a0b\u8bb2\u89e3\u3001\u5feb\u901f\u4fe1\u606f\u4f20\u9012<\/li>\n\n\n\n<li><strong>\u7535\u5f71\u5f0f<\/strong>\u9002\u5408\uff1a\u6545\u4e8b\u53d9\u8ff0\u3001\u6df1\u5ea6\u5206\u6790\u3001\u9700\u8981\u4fdd\u6301\u7528\u6237\u6ce8\u610f\u529b\u7684\u573a\u666f<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5173\u952e\u542f\u793a\uff1a\u771f\u6b63\u7684\u9ad8\u624b\u4e0d\u662f\u76f4\u63a5\u544a\u8bc9\u7b54\u6848\uff0c\u800c\u662f\u61c2\u5f97\u5982\u4f55&#8221;\u7ba1\u7406\u672a\u77e5\u8005\u7684\u60f3\u6cd5&#8221;\uff0c\u5c06\u81ea\u5df1\u7684\u5168\u77e5\u8f6c\u5316\u4e3a\u5f15\u4eba\u5165\u80dc\u7684\u7591\u95ee\u94fe\u6761\u3002<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"#top\" title=\"\u8fd4\u56de\u7d22\u5f15\">\u8fd4\u56de\u7d22\u5f15<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"B\">B) \u5982\u4f55\u4f7f\u7528AI Agents \u5185\u5bb9\u521b\u4f5c\u7cfb\u7edf\u8bbe\u8ba1<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001\u53ef\u4f7f\u7528\u7684 AI Agents \u67b6\u6784<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u591aAgent\u534f\u4f5c\u7cfb\u7edf<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502         \u5185\u5bb9\u521b\u4f5cMaster Agent                 \u2502\n\u2502    (\u534f\u8c03\u6240\u6709agents\uff0c\u7ba1\u7406\u6574\u4f53\u6d41\u7a0b)             \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                    \u2193\n        \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n        \u2193           \u2193           \u2193\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502\u7814\u7a76Agent \u2502  \u2502\u7f16\u5267Agent  \u2502  \u2502\u4f18\u5316Agent \u2502\n\u2502          \u2502  \u2502          \u2502  \u2502          \u2502\n\u2502\u00b7\u4e3b\u9898\u7814\u7a76 \u2502  \u2502\u00b7\u6545\u4e8b\u7ed3\u6784  \u2502  \u2502\u00b7\u6da6\u8272\u6587\u6848  \u2502\n\u2502\u00b7\u6570\u636e\u6536\u96c6 \u2502  \u2502\u00b7\u94a9\u5b50\u8bbe\u8ba1  \u2502  \u2502\u00b7\u8282\u594f\u8c03\u6574  \u2502\n\u2502\u00b7\u89c2\u4f17\u5206\u6790 \u2502  \u2502\u00b7\u811a\u672c\u64b0\u5199  \u2502  \u2502\u00b7SEO\u4f18\u5316  \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u4e13\u4e1a\u5316Agents\u5217\u8868<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Agent\u540d\u79f0<\/th><th>\u529f\u80fd\u63cf\u8ff0<\/th><th>\u4f7f\u7528\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td><strong>Research Agent<\/strong><\/td><td>\u4e3b\u9898\u7814\u7a76\u3001\u7ade\u54c1\u5206\u6790\u3001\u6570\u636e\u6536\u96c6<\/td><td>\u524d\u671f\u8c03\u7814<\/td><\/tr><tr><td><strong>Story Architect<\/strong><\/td><td>\u6545\u4e8b\u7ed3\u6784\u8bbe\u8ba1\u3001\u7591\u95ee\u94fe\u6761\u6784\u5efa<\/td><td>\u6846\u67b6\u642d\u5efa<\/td><\/tr><tr><td><strong>Script Writer<\/strong><\/td><td>\u8be6\u7ec6\u811a\u672c\u64b0\u5199\u3001\u5bf9\u8bdd\u8bbe\u8ba1<\/td><td>\u5185\u5bb9\u751f\u6210<\/td><\/tr><tr><td><strong>Hook Designer<\/strong><\/td><td>\u5f00\u573a\u94a9\u5b50\u3001\u60ac\u5ff5\u8bbe\u8ba1<\/td><td>\u5438\u5f15\u529b\u4f18\u5316<\/td><\/tr><tr><td><strong>Editor Agent<\/strong><\/td><td>\u5185\u5bb9\u6da6\u8272\u3001\u8282\u594f\u8c03\u6574<\/td><td>\u540e\u671f\u4f18\u5316<\/td><\/tr><tr><td><strong>SEO Optimizer<\/strong><\/td><td>\u6807\u9898\u4f18\u5316\u3001\u5173\u952e\u8bcd\u5e03\u5c40<\/td><td>\u4f20\u64ad\u4f18\u5316<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001\u5b8c\u6574\u521b\u4f5c\u6d41\u7a0b\u793a\u4f8b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u793a\u4f8b\u4e3b\u9898\uff1a&#8221;\u4e3a\u4ec0\u4e48ChatGPT\u4f1a\u7a81\u7136\u53d8\u7b28\uff1f&#8221;<\/h4>\n\n\n\n<p>\u5c55\u793a\u5b8c\u6574\u7684\u521b\u4f5c\u8fc7\u7a0b\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfac \u5b9e\u6218\u6848\u4f8b\uff1a\u7535\u5f71\u5f0f\u811a\u672c\u751f\u6210<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u7b2c\u4e00\u6b65\uff1aResearch Agent \u5de5\u4f5c<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>\u3010\u7814\u7a76\u8f93\u51fa\u3011\n\u76ee\u6807\u89c2\u4f17\uff1aAI\u6280\u672f\u7231\u597d\u8005\u3001\u666e\u901a\u7528\u6237\n\u75db\u70b9\uff1a\u7528\u6237\u53d1\u73b0ChatGPT\u56de\u7b54\u8d28\u91cf\u6ce2\u52a8\n\u70ed\u70b9\u6570\u636e\uff1aReddit\u67092000+\u8ba8\u8bba\u5e16\n\u7ade\u54c1\u5206\u6790\uff1a\u591a\u6570\u5185\u5bb9\u91c7\u7528\u7eaa\u5f55\u7247\u5f0f\u76f4\u63a5\u8bb2\u89e3\n\u673a\u4f1a\u70b9\uff1a\u7528\u60ac\u5ff5\u5f0f\u53d9\u8ff0\u5438\u5f15\u7528\u6237<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u7b2c\u4e8c\u6b65\uff1aStory Architect \u8bbe\u8ba1\u7ed3\u6784<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>\u3010\u6545\u4e8b\u7ed3\u6784-\u7535\u5f71\u5f0f\u624b\u6cd5\u3011\n\n\u94a9\u5b50\u5c42\uff080-30\u79d2\uff09\uff1a\n\u2192 \u7591\u95ee\uff1a\u4f60\u6709\u6ca1\u6709\u53d1\u73b0\uff0cChatGPT\u6700\u8fd1\u597d\u50cf\u53d8\u7b28\u4e86\uff1f\n\n\u60ac\u5ff5\u5c42\uff0830\u79d2-2\u5206\u949f\uff09\uff1a\n\u2192 \u5f15\u53d1\u597d\u5947\uff1a\u662f\u771f\u7684\u53d8\u7b28\u4e86\uff0c\u8fd8\u662f\u6211\u4eec\u7684\u9519\u89c9\uff1f\n\u2192 \u5236\u9020\u51b2\u7a81\uff1a\u6210\u5343\u4e0a\u4e07\u7528\u6237\u90fd\u5728\u62b1\u6028\n\u2192 \u65b0\u7591\u95ee\uff1aOpenAI\u5728\u5077\u5077\u505a\u4ec0\u4e48\uff1f\n\n\u63ed\u79d8\u5c42\uff082-5\u5206\u949f\uff09\uff1a\n\u2192 \u771f\u76f81\uff1a\u6a21\u578b\u5e76\u6ca1\u6709\u53d8\u5316\n\u2192 \u65b0\u7591\u95ee\uff1a\u90a3\u4e3a\u4ec0\u4e48\u611f\u89c9\u53d8\u7b28\u4e86\uff1f\n\u2192 \u771f\u76f82\uff1a\u4e09\u4e2a\u5173\u952e\u56e0\u7d20\n\u2192 \u6700\u7ec8\u63ed\u793a\uff1a\u80cc\u540e\u7684\u771f\u5b9e\u539f\u56e0\n\n\u5347\u534e\u5c42\uff085-6\u5206\u949f\uff09\uff1a\n\u2192 \u5b9e\u7528\u5efa\u8bae\uff1a\u5982\u4f55\u907f\u514d\u8fd9\u4e2a\u95ee\u9898\n\u2192 \u6df1\u5c42\u601d\u8003\uff1aAI\u4f7f\u7528\u7684\u6b63\u786e\u59ff\u52bf\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u7b2c\u4e09\u6b65\uff1aScript Writer \u751f\u6210\u5b8c\u6574\u811a\u672c<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>\u3010\u5b8c\u6574\u89c6\u9891\u811a\u672c\u3011\n\n\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n\ud83c\udfac \u5f00\u573a\uff080-15\u79d2\uff09- Hook Designer\u4f18\u5316\n\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n\n&#91;\u753b\u9762\uff1a\u5206\u5c4f\u5bf9\u6bd4\uff0c\u5de6\u8fb9\u662f\u7528\u6237\u671f\u5f85\u7684\u56de\u7b54\uff0c\u53f3\u8fb9\u662fChatGPT\u5b9e\u9645\u7684\u56de\u7b54]\n\n\u65c1\u767d\uff1a\n\"\u4e0a\u4e2a\u6708\u8fd8\u80fd\u5199\u51fa\u5b8c\u7f8e\u4ee3\u7801\u7684ChatGPT\uff0c\n\u8fd9\u4e2a\u6708\u7a81\u7136\u8fde\u57fa\u7840\u95ee\u9898\u90fd\u7b54\u4e0d\u597d\u4e86\uff1f\n\u4f60\u4e0d\u662f\u4e00\u4e2a\u4eba\u3002\"\n\n&#91;\u5feb\u901f\u5207\u6362\u591a\u4e2a\u7528\u6237\u8bc4\u8bba\u622a\u56fe]\n\"\u8fd9\u4e1c\u897f\u662f\u4e0d\u662f\u574f\u4e86\uff1f\"\n\"\u611f\u89c9\u50cf\u5728\u8ddf\u5b9e\u4e60\u751f\u5bf9\u8bdd\"\n\"OpenAI\u662f\u4e0d\u662f\u5077\u5077\u6362\u4e86\u6a21\u578b\uff1f\"\n\n&#91;\u5b9a\u683c]\n\u7591\u95ee\u5b57\u5e55\uff1aChatGPT\u771f\u7684\u53d8\u7b28\u4e86\u5417\uff1f\n\n\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n\ud83c\udfac 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\u7b2c\u4e09\u5e55\uff083\u5206-4\u520630\u79d2\uff09- \u89e3\u51b3\u65b9\u6848\n\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n\n\u65c1\u767d\uff1a\n\"\u77e5\u9053\u539f\u56e0\u540e\uff0c\u89e3\u51b3\u5c31\u7b80\u5355\u4e86\u3002\"\n\n&#91;\u5c55\u793a\u4e09\u4e2a\u6280\u5de7\uff0c\u914d\u5408\u52a8\u753b]\n\n\ud83d\udca1 \u6280\u5de71\uff1a\u5b9a\u671f\u6e05\u7a7a\u5bf9\u8bdd\n\"\u6bcf10-15\u8f6e\u5bf9\u8bdd\uff0c\u5f00\u4e2a\u65b0\u7a97\u53e3\n\u5c31\u50cf\u91cd\u542f\u7535\u8111\u4e00\u6837\uff0c\u6548\u679c\u7acb\u7aff\u89c1\u5f71\"\n\n\ud83d\udca1 \u6280\u5de72\uff1a\u66f4\u7cbe\u786e\u7684prompt\n\"\u522b\u6307\u671bAI\u731c\u4f60\u7684\u610f\u56fe\n\u8bf4\u6e05\u695a\uff1a\u683c\u5f0f\u3001\u957f\u5ea6\u3001\u98ce\u683c\u3001\u9650\u5236\u6761\u4ef6\"\n\n\ud83d\udca1 \u6280\u5de73\uff1a\u907f\u5f00\u9ad8\u5cf0\u671f\n\"\u7f8e\u56fd\u4e0a\u73ed\u65f6\u95f4\uff08\u5317\u4eac\u65f6\u95f4\u665a\u4e0a10\u70b9-\u51cc\u66682\u70b9\uff09\n\u662f\u5168\u7403\u4f7f\u7528\u9ad8\u5cf0\uff0c\u8fd9\u65f6\u5019\u6700\u5bb9\u6613\u9047\u5230\u964d\u7ea7\"\n\n\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n\ud83c\udfac \u7ed3\u5c3e\uff084\u520630\u79d2-5\u5206\u949f\uff09- \u5347\u534e\n\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n\n\u65c1\u767d\uff1a\n\"\u6240\u4ee5\uff0cChatGPT\u771f\u7684\u53d8\u7b28\u4e86\u5417\uff1f\n\n\u7b54\u6848\u662f\uff1a\u6ca1\u6709\u3002\n\n\u4f46\u6211\u4eec\u548cAI\u76f8\u5904\u7684\u65b9\u5f0f\uff0c\u786e\u5b9e\u9700\u8981\u8fdb\u5316\u3002\n\nAI\u4e0d\u662f\u9b54\u6cd5\uff0c\u5b83\u662f\u5de5\u5177\u3002\n\u5de5\u5177\u9700\u8981\u7ef4\u62a4\uff0c\u9700\u8981\u6b63\u786e\u4f7f\u7528\u3002\n\n\u5c31\u50cf\u4f60\u4e0d\u4f1a\u6307\u671b\u4e00\u628a\u751f\u9508\u7684\u5200\u5207\u5f97\u950b\u5229\uff0c\n\u4e5f\u4e0d\u8981\u6307\u671b\u4e00\u4e2a\u88ab'\u6c61\u67d3'\u7684\u5bf9\u8bdd\u7a97\u53e3\n\u7ed9\u51fa\u5b8c\u7f8e\u7b54\u6848\u3002\"\n\n&#91;\u6700\u7ec8\u5b57\u5e55]\n\"\u8bb0\u4f4f\uff1a\u4e0d\u662fAI\u53d8\u7b28\u4e86\uff0c\n\u662f\u6211\u4eec\u8be5\u5b66\u4f1a\u66f4\u806a\u660e\u5730\u4f7f\u7528\u5b83\u3002\"\n\n&#91;\u7ed3\u675f\u753b\u9762]\n\"\u70b9\u8d5e\u5173\u6ce8\uff0c\u4e0b\u671f\u804a\u804a\uff1a\nGPT-4 Turbo\u76846\u4e2a\u9690\u85cf\u6280\u5de7\"\n\n\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u5bf9\u6bd4\uff1a\u7eaa\u5f55\u7247\u5f0f\u811a\u672c\uff08\u540c\u4e00\u4e3b\u9898\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\u3010\u7eaa\u5f55\u7247\u5f0f\u811a\u672c\u3011\n\n\u5f00\u573a\uff1a\n\"\u4eca\u5929\u8bb2ChatGPT\u6027\u80fd\u4e0b\u964d\u7684\u4e09\u4e2a\u539f\u56e0\u3002\"\n\n\u6b63\u6587\uff1a\n\"\u7b2c\u4e00\u4e2a\u539f\u56e0\u662f\u4e0a\u4e0b\u6587\u6c61\u67d3...\"\n\"\u7b2c\u4e8c\u4e2a\u539f\u56e0\u662f\u671f\u671b\u503c\u81a8\u80c0...\"\n\"\u7b2c\u4e09\u4e2a\u539f\u56e0\u662f\u8d1f\u8f7d\u5747\u8861...\"\n\n\u89e3\u51b3\u65b9\u6848\uff1a\n\"\u9488\u5bf9\u8fd9\u4e09\u4e2a\u95ee\u9898\uff0c\u6709\u4e09\u4e2a\u89e3\u51b3\u65b9\u6cd5...\"\n\n\u7ed3\u5c3e\uff1a\n\"\u4ee5\u4e0a\u5c31\u662fChatGPT\u53d8\u7b28\u7684\u539f\u56e0\u548c\u89e3\u51b3\u65b9\u6848\u3002\"\n<\/code><\/pre>\n\n\n\n<p><strong>\u5bf9\u6bd4\u6548\u679c\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7eaa\u5f55\u7247\u5f0f\uff1a30\u79d2\u5c31\u80fd\u8bf4\u5b8c\u6838\u5fc3\u5185\u5bb9\uff0c\u4f46\u89c2\u4f17\u968f\u65f6\u4f1a\u8d70<\/li>\n\n\n\n<li>\u7535\u5f71\u5f0f\uff1a5\u5206\u949f\u5c42\u5c42\u9012\u8fdb\uff0c\u89c2\u4f17\u60f3\u770b\u5230\u7ed3\u5c40<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001AI Agents \u5b9e\u73b0\u5de5\u5177\u63a8\u8350<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u4f7f\u7528Claude\u8fdb\u884c\u591a\u8f6e\u5bf9\u8bdd<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code># \u6a21\u62df\u591aAgent\u5de5\u4f5c\u6d41\nprompts = {\n    \"research\": \"\u4f5c\u4e3a\u7814\u7a76agent\uff0c\u5206\u6790'ChatGPT\u53d8\u7b28'\u8fd9\u4e2a\u8bdd\u9898...\",\n    \"architect\": \"\u4f5c\u4e3a\u6545\u4e8b\u67b6\u6784\u5e08\uff0c\u8bbe\u8ba1\u60ac\u5ff5\u7ed3\u6784...\",\n    \"writer\": \"\u4f5c\u4e3a\u7f16\u5267\uff0c\u64b0\u5199\u5b8c\u6574\u811a\u672c...\"\n}\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u4f7f\u7528LangChain\u6784\u5efaAgent\u7cfb\u7edf<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from langchain.agents import initialize_agent\nfrom langchain.tools import Tool\n\n# \u5b9a\u4e49\u4e13\u4e1a\u5316agents\nresearch_agent = Tool(name=\"Research\", func=research_function)\nstory_agent = Tool(name=\"Story\", func=story_function)\nscript_agent = Tool(name=\"Script\", func=script_function)\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u4f7f\u7528AutoGen\u6846\u67b6<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code># \u5fae\u8f6f\u7684\u591aagent\u6846\u67b6\nresearch_agent = AssistantAgent(name=\"researcher\")\nwriter_agent = AssistantAgent(name=\"writer\")\neditor_agent = AssistantAgent(name=\"editor\")\n\n# \u5b9a\u4e49\u534f\u4f5c\u6d41\u7a0b\ngroup_chat = GroupChat(agents=&#91;research_agent, writer_agent, editor_agent])\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e94\u3001\u5b9e\u7528\u5efa\u8bae<\/h3>\n\n\n\n<p><strong>\u5bf9\u4e8e\u5185\u5bb9\u521b\u4f5c\u8005\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u2705 <strong>\u7535\u5f71\u5f0f\u624b\u6cd5<\/strong>\u9002\u5408\uff1a\u6545\u4e8b\u7c7b\u3001\u63ed\u79d8\u7c7b\u3001\u6559\u7a0b\u7c7b\u5185\u5bb9<\/li>\n\n\n\n<li>\u2705 <strong>\u7eaa\u5f55\u7247\u5f0f<\/strong>\u9002\u5408\uff1a\u5feb\u901f\u8d44\u8baf\u3001\u6570\u636e\u62a5\u544a\u3001\u5b66\u672f\u5185\u5bb9<\/li>\n\n\n\n<li>\ud83c\udfaf <strong>\u6838\u5fc3\u533a\u522b<\/strong>\uff1a\u662f\u8981&#8221;\u544a\u77e5&#8221;\u8fd8\u662f\u8981&#8221;\u5438\u5f15&#8221;<\/li>\n<\/ol>\n\n\n\n<p><strong>\u4f7f\u7528AI Agents\u65f6\u7684\u5173\u952e\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u660e\u786e\u6bcf\u4e2aagent\u7684\u804c\u8d23\u8fb9\u754c<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u6e05\u6670\u7684\u4fe1\u606f\u4f20\u9012\u6d41\u7a0b<\/li>\n\n\n\n<li>\u4fdd\u6301\u4eba\u5de5\u7684\u6700\u7ec8\u5ba1\u6838\u548c\u521b\u610f\u6ce8\u5165<\/li>\n<\/ul>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"#top\" title=\"\u8fd4\u56de\u7d22\u5f15\">\u8fd4\u56de\u7d22\u5f15<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"C\">C) \u81ea\u52a8\u5316\u5185\u5bb9\u521b\u4f5cPipeline\u5b8c\u6574\u642d\u5efa\u6307\u5357<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502                    Content Creation Pipeline                \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n\nInput Layer (\u8f93\u5165\u5c42)\n\u251c\u2500\u2500 \u4e3b\u9898\u6536\u96c6\u5668\n\u2502   \u251c\u2500\u2500 RSS\u8ba2\u9605\u76d1\u63a7\n\u2502   \u251c\u2500\u2500 \u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\n\u2502   \u251c\u2500\u2500 \u7528\u6237\u63d0\u4ea4\u4e3b\u9898\n\u2502   \u2514\u2500\u2500 \u5b9a\u65f6\u4efb\u52a1\u89e6\u53d1\n\u2502\nProcessing Layer (\u5904\u7406\u5c42)\n\u251c\u2500\u2500 Research Agent: \u4e3b\u9898\u7814\u7a76\u4e0e\u6570\u636e\u6536\u96c6\n\u251c\u2500\u2500 Structure Agent: \u6545\u4e8b\u7ed3\u6784\u8bbe\u8ba1\n\u251c\u2500\u2500 Script Agent: \u811a\u672c\u751f\u6210\n\u251c\u2500\u2500 Review Agent: \u8d28\u91cf\u5ba1\u6838\n\u2514\u2500\u2500 Optimization Agent: SEO\u4e0e\u4f18\u5316\n\u2502\nOutput Layer (\u8f93\u51fa\u5c42)\n\u251c\u2500\u2500 \u6587\u672c\u5185\u5bb9 (\u535a\u5ba2\/\u6587\u7ae0)\n\u251c\u2500\u2500 \u89c6\u9891\u811a\u672c (YouTube\/TikTok)\n\u251c\u2500\u2500 \u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\n\u2514\u2500\u2500 \u591a\u8bed\u8a00\u7248\u672c\n\u2502\nStorage &amp; Management (\u5b58\u50a8\u4e0e\u7ba1\u7406)\n\u251c\u2500\u2500 \u5185\u5bb9\u6570\u636e\u5e93\n\u251c\u2500\u2500 \u7248\u672c\u63a7\u5236\n\u251c\u2500\u2500 \u53d1\u5e03\u8c03\u5ea6\n\u2514\u2500\u2500 \u5206\u6790\u53cd\u9988\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001\u6280\u672f\u6808\u5bf9\u6bd4\u4e0e\u9009\u62e9<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u65b9\u6848\u5bf9\u6bd4\u8868<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6280\u672f\u6808<\/th><th>\u96be\u5ea6<\/th><th>\u6210\u672c<\/th><th>\u7075\u6d3b\u6027<\/th><th>\u63a8\u8350\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td><strong>n8n + Claude API<\/strong><\/td><td>\u2b50\u2b50<\/td><td>\u4f4e<\/td><td>\u2b50\u2b50\u2b50\u2b50<\/td><td>\u5feb\u901f\u539f\u578b\uff0c\u65e0\u9700\u7f16\u7a0b<\/td><\/tr><tr><td><strong>Python + LangChain<\/strong><\/td><td>\u2b50\u2b50\u2b50<\/td><td>\u4e2d<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50<\/td><td>\u5b8c\u5168\u81ea\u5b9a\u4e49\uff0c\u6280\u672f\u56e2\u961f<\/td><\/tr><tr><td><strong>AutoGen Framework<\/strong><\/td><td>\u2b50\u2b50\u2b50\u2b50<\/td><td>\u4e2d\u9ad8<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50<\/td><td>\u590d\u6742\u591aagent\u534f\u4f5c<\/td><\/tr><tr><td><strong>No-code (Zapier\/Make)<\/strong><\/td><td>\u2b50<\/td><td>\u9ad8<\/td><td>\u2b50\u2b50<\/td><td>\u975e\u6280\u672f\u4eba\u5458<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u5b9e\u73b0\u65b9\u6848\uff08\u4e09\u4e2a\u5c42\u6b21\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\ud83d\ude80 \u65b9\u6848\u4e00\uff1a\u5feb\u901f\u542f\u52a8\u7248\uff08n8n + Claude API\uff09<\/h4>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f18\u52bf\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2705 \u53ef\u89c6\u5316\u642d\u5efa\uff0c2\u5c0f\u65f6\u5373\u53ef\u8fd0\u884c<\/li>\n\n\n\n<li>\u2705 \u9002\u5408\u975e\u5f00\u53d1\u4eba\u5458<\/li>\n\n\n\n<li>\u2705 \u6613\u4e8e\u8c03\u8bd5\u548c\u4fee\u6539<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u67b6\u6784\u56fe\uff1a<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>&#91;\u5b9a\u65f6\u89e6\u53d1\u5668] \u2192 &#91;\u4e3b\u9898\u751f\u6210] \u2192 &#91;\u7814\u7a76Agent] \u2192 &#91;\u811a\u672c\u751f\u6210]\n                                    \u2193\n                            &#91;\u4eba\u5de5\u5ba1\u6838\u8282\u70b9]\n                                    \u2193\n                    &#91;\u683c\u5f0f\u5316\u8f93\u51fa] \u2192 &#91;\u5b58\u50a8\u5230\u6570\u636e\u5e93]\n                                    \u2193\n                            &#91;\u53d1\u5e03\u5230\u5e73\u53f0]\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/strong><\/h4>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Step 1: \u5b89\u88c5n8n<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u4f7f\u7528Docker\u5feb\u901f\u90e8\u7f72\ndocker run -it --rm \\\\\n  --name n8n \\\\\n  -p 5678:5678 \\\\\n  -v ~\/.n8n:\/home\/node\/.n8n \\\\\n  n8nio\/n8n\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Step 2: \u521b\u5efa\u5de5\u4f5c\u6d41<\/strong><\/h4>\n\n\n\n<p>\u6211\u4f1a\u7ed9\u4f60\u4e00\u4e2a\u53ef\u4ee5\u76f4\u63a5\u5bfc\u5165\u7684n8n\u5de5\u4f5c\u6d41JSON\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"name\": \"AI Content Creation Pipeline\",\n  \"nodes\": &#91;\n    {\n      \"parameters\": {\n        \"rule\": {\n          \"interval\": &#91;\n            {\n              \"field\": \"hours\",\n              \"hoursInterval\": 24\n            }\n          ]\n        }\n      },\n      \"name\": \"\u6bcf\u65e5\u89e6\u53d1\",\n      \"type\": \"n8n-nodes-base.scheduleTrigger\",\n      \"position\": &#91;250, 300]\n    },\n    {\n      \"parameters\": {\n        \"jsCode\": \"\/\/ \u751f\u6210\u4eca\u65e5\u4e3b\u9898\\\\nconst topics = &#91;\\\\n  '\u4e3a\u4ec0\u4e48AI\u4f1a\u4ea7\u751f\u5e7b\u89c9\uff1f',\\\\n  'ChatGPT\u80cc\u540e\u7684\u6280\u672f\u539f\u7406',\\\\n  '\u5982\u4f55\u7528AI\u63d0\u5347\u5de5\u4f5c\u6548\u738710\u500d'\\\\n];\\\\n\\\\nconst randomTopic = topics&#91;Math.floor(Math.random() * topics.length)];\\\\n\\\\nreturn {\\\\n  topic: randomTopic,\\\\n  date: new Date().toISOString()\\\\n};\"\n      },\n      \"name\": \"\u9009\u62e9\u4e3b\u9898\",\n      \"type\": \"n8n-nodes-base.code\",\n      \"position\": &#91;450, 300]\n    },\n    {\n      \"parameters\": {\n        \"method\": \"POST\",\n        \"url\": \"&lt;https:\/\/api.anthropic.com\/v1\/messages&gt;\",\n        \"authentication\": \"predefinedCredentialType\",\n        \"nodeCredentialType\": \"anthropicApi\",\n        \"sendHeaders\": true,\n        \"headerParameters\": {\n          \"parameters\": &#91;\n            {\n              \"name\": \"anthropic-version\",\n              \"value\": \"2023-06-01\"\n            }\n          ]\n        },\n        \"sendBody\": true,\n        \"bodyParameters\": {\n          \"parameters\": &#91;\n            {\n              \"name\": \"model\",\n              \"value\": \"claude-sonnet-4-5-20250929\"\n            },\n            {\n              \"name\": \"max_tokens\",\n              \"value\": \"4000\"\n            },\n            {\n              \"name\": \"messages\",\n              \"value\": \"={{ &#91;{\\\\\"role\\\\\": \\\\\"user\\\\\", \\\\\"content\\\\\": \\\\\"\u4f60\u662f\u4e00\u4e2a\u4e13\u4e1a\u7684\u5185\u5bb9\u7814\u7a76agent\u3002\u8bf7\u9488\u5bf9\u4e3b\u9898\uff1a'\\\\\" + $json.topic + \\\\\"' \u8fdb\u884c\u6df1\u5165\u7814\u7a76\u3002\\\\\\\\n\\\\\\\\n\u8f93\u51fa\u683c\u5f0f\uff1a\\\\\\\\n1. \u76ee\u6807\u53d7\u4f17\u5206\u6790\\\\\\\\n2. \u6838\u5fc3\u75db\u70b9\\\\\\\\n3. \u73b0\u6709\u5185\u5bb9gap\\\\\\\\n4. 3\u4e2a\u5438\u5f15\u4eba\u7684\u89d2\u5ea6\\\\\\\\n5. \u76f8\u5173\u6570\u636e\u652f\u6301\\\\\"}] }}\"\n            }\n          ]\n        }\n      },\n      \"name\": \"Research Agent\",\n      \"type\": \"n8n-nodes-base.httpRequest\",\n      \"position\": &#91;650, 300]\n    },\n    {\n      \"parameters\": {\n        \"method\": \"POST\",\n        \"url\": \"&lt;https:\/\/api.anthropic.com\/v1\/messages&gt;\",\n        \"authentication\": \"predefinedCredentialType\",\n        \"nodeCredentialType\": \"anthropicApi\",\n        \"sendHeaders\": true,\n        \"headerParameters\": {\n          \"parameters\": &#91;\n            {\n              \"name\": \"anthropic-version\",\n              \"value\": \"2023-06-01\"\n            }\n          ]\n        },\n        \"sendBody\": true,\n        \"bodyParameters\": {\n          \"parameters\": &#91;\n            {\n              \"name\": \"model\",\n              \"value\": \"claude-sonnet-4-5-20250929\"\n            },\n            {\n              \"name\": \"max_tokens\",\n              \"value\": \"4000\"\n            },\n            {\n              \"name\": \"messages\",\n              \"value\": \"={{ &#91;{\\\\\"role\\\\\": \\\\\"user\\\\\", \\\\\"content\\\\\": \\\\\"\u4f60\u662f\u4e00\u4e2a\u6545\u4e8b\u67b6\u6784\u5e08\u3002\u57fa\u4e8e\u4ee5\u4e0b\u7814\u7a76\u7ed3\u679c\uff0c\u8bbe\u8ba1\u4e00\u4e2a\u7535\u5f71\u5f0f\u7684\u5185\u5bb9\u7ed3\u6784\uff1a\\\\\\\\n\\\\\\\\n\\\\\" + $json.content&#91;0].text + \\\\\"\\\\\\\\n\\\\\\\\n\u8bf7\u8f93\u51fa\uff1a\\\\\\\\n1. \u5f00\u573a\u94a9\u5b50\uff080-30\u79d2\uff09\\\\\\\\n2. \u60ac\u5ff5\u8bbe\u7f6e\uff083\u4e2a\u9012\u8fdb\u5f0f\u7591\u95ee\uff09\\\\\\\\n3. \u6838\u5fc3\u5185\u5bb9\u7ed3\u6784\\\\\\\\n4. \u9ad8\u6f6e\u8bbe\u8ba1\\\\\\\\n5. \u7ed3\u5c3e\u5347\u534e\\\\\"}] }}\"\n            }\n          ]\n        }\n      },\n      \"name\": \"Structure Agent\",\n      \"type\": \"n8n-nodes-base.httpRequest\",\n      \"position\": &#91;850, 300]\n    },\n    {\n      \"parameters\": {\n        \"method\": \"POST\",\n        \"url\": \"&lt;https:\/\/api.anthropic.com\/v1\/messages&gt;\",\n        \"authentication\": \"predefinedCredentialType\",\n        \"nodeCredentialType\": \"anthropicApi\",\n        \"sendHeaders\": true,\n        \"headerParameters\": {\n          \"parameters\": &#91;\n            {\n              \"name\": \"anthropic-version\",\n              \"value\": \"2023-06-01\"\n            }\n          ]\n        },\n        \"sendBody\": true,\n        \"bodyParameters\": {\n          \"parameters\": &#91;\n            {\n              \"name\": \"model\",\n              \"value\": \"claude-sonnet-4-5-20250929\"\n            },\n            {\n              \"name\": \"max_tokens\",\n              \"value\": \"8000\"\n            },\n            {\n              \"name\": \"messages\",\n              \"value\": \"={{ &#91;{\\\\\"role\\\\\": \\\\\"user\\\\\", \\\\\"content\\\\\": \\\\\"\u4f60\u662f\u4e00\u4e2a\u4e13\u4e1a\u7f16\u5267\u3002\u57fa\u4e8e\u4ee5\u4e0b\u6545\u4e8b\u7ed3\u6784\uff0c\u64b0\u5199\u5b8c\u6574\u7684\u89c6\u9891\u811a\u672c\uff1a\\\\\\\\n\\\\\\\\n\\\\\" + $json.content&#91;0].text + \\\\\"\\\\\\\\n\\\\\\\\n\u8981\u6c42\uff1a\\\\\\\\n1. \u6bcf\u4e2a\u573a\u666f\u5305\u542b\uff1a\u753b\u9762\u63cf\u8ff0 + \u65c1\u767d\u6587\u6848\\\\\\\\n2. \u6807\u6ce8\u65f6\u95f4\u8f74\\\\\\\\n3. \u4f7f\u7528\u53e3\u8bed\u5316\u8868\u8fbe\\\\\\\\n4. \u5305\u542b\u89c6\u89c9\u63d0\u793a\\\\\\\\n5. \u603b\u65f6\u957f5-7\u5206\u949f\\\\\"}] }}\"\n            }\n          ]\n        }\n      },\n      \"name\": \"Script Writer Agent\",\n      \"type\": \"n8n-nodes-base.httpRequest\",\n      \"position\": &#91;1050, 300]\n    },\n    {\n      \"parameters\": {\n        \"operation\": \"insert\",\n        \"table\": \"content_library\",\n        \"columns\": \"topic, research, structure, script, created_at, status\",\n        \"values\": \"={{ $('\u9009\u62e9\u4e3b\u9898').item.json.topic }}, ={{ $('Research Agent').item.json.content&#91;0].text }}, ={{ $('Structure Agent').item.json.content&#91;0].text }}, ={{ $json.content&#91;0].text }}, ={{ $now }}, pending_review\"\n      },\n      \"name\": \"\u4fdd\u5b58\u5230\u6570\u636e\u5e93\",\n      \"type\": \"n8n-nodes-base.postgres\",\n      \"position\": &#91;1250, 300]\n    }\n  ],\n  \"connections\": {\n    \"\u6bcf\u65e5\u89e6\u53d1\": {\n      \"main\": &#91;&#91;{\"node\": \"\u9009\u62e9\u4e3b\u9898\", \"type\": \"main\", \"index\": 0}]]\n    },\n    \"\u9009\u62e9\u4e3b\u9898\": {\n      \"main\": &#91;&#91;{\"node\": \"Research Agent\", \"type\": \"main\", \"index\": 0}]]\n    },\n    \"Research Agent\": {\n      \"main\": &#91;&#91;{\"node\": \"Structure Agent\", \"type\": \"main\", \"index\": 0}]]\n    },\n    \"Structure Agent\": {\n      \"main\": &#91;&#91;{\"node\": \"Script Writer Agent\", \"type\": \"main\", \"index\": 0}]]\n    },\n    \"Script Writer Agent\": {\n      \"main\": &#91;&#91;{\"node\": \"\u4fdd\u5b58\u5230\u6570\u636e\u5e93\", \"type\": \"main\", \"index\": 0}]]\n    }\n  }\n}\n\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcbb \u65b9\u6848\u4e8c\uff1a\u4e13\u4e1a\u5f00\u53d1\u7248\uff08Python + LangChain\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5b8c\u6574\u9879\u76ee\u7ed3\u6784<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>content-pipeline\/\n\u251c\u2500\u2500 config\/\n\u2502   \u251c\u2500\u2500 settings.py          # \u914d\u7f6e\u6587\u4ef6\n\u2502   \u2514\u2500\u2500 prompts.yaml         # Prompt\u6a21\u677f\n\u251c\u2500\u2500 agents\/\n\u2502   \u251c\u2500\u2500 __init__.py\n\u2502   \u251c\u2500\u2500 research_agent.py    # \u7814\u7a76agent\n\u2502   \u251c\u2500\u2500 structure_agent.py   # \u7ed3\u6784\u8bbe\u8ba1agent\n\u2502   \u251c\u2500\u2500 script_agent.py      # \u811a\u672c\u751f\u6210agent\n\u2502   \u2514\u2500\u2500 review_agent.py      # \u5ba1\u6838agent\n\u251c\u2500\u2500 core\/\n\u2502   \u251c\u2500\u2500 __init__.py\n\u2502   \u251c\u2500\u2500 pipeline.py          # \u4e3b\u6d41\u7a0b\u63a7\u5236\n\u2502   \u2514\u2500\u2500 database.py          # \u6570\u636e\u5e93\u64cd\u4f5c\n\u251c\u2500\u2500 utils\/\n\u2502   \u251c\u2500\u2500 __init__.py\n\u2502   \u2514\u2500\u2500 helpers.py           # \u5de5\u5177\u51fd\u6570\n\u251c\u2500\u2500 main.py                  # \u5165\u53e3\u6587\u4ef6\n\u251c\u2500\u2500 requirements.txt\n\u2514\u2500\u2500 README.md\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b8c\u6574\u4ee3\u7801\u5b9e\u73b0<\/h4>\n\n\n\n<h4 class=\"wp-block-heading\">1. requirements.txt<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>langchain==0.1.0\nlangchain-anthropic==0.1.0\npython-dotenv==1.0.0\npydantic==2.5.0\nsqlalchemy==2.0.23\naiosqlite==0.19.0\npyyaml==6.0.1\nrich==13.7.0\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">2. config\/settings.py<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from pydantic_settings import BaseSettings\nfrom typing import Optional\n\nclass Settings(BaseSettings):\n    # API\u914d\u7f6e\n    ANTHROPIC_API_KEY: str\n    MODEL_NAME: str = \"claude-sonnet-4-5-20250929\"\n\n    # \u6570\u636e\u5e93\u914d\u7f6e\n    DATABASE_URL: str = \"sqlite+aiosqlite:\/\/\/.\/content_pipeline.db\"\n\n    # Pipeline\u914d\u7f6e\n    MAX_RETRIES: int = 3\n    TIMEOUT: int = 120\n\n    # \u5185\u5bb9\u914d\u7f6e\n    MIN_SCRIPT_LENGTH: int = 1000\n    MAX_SCRIPT_LENGTH: int = 5000\n\n    class Config:\n        env_file = \".env\"\n\nsettings = Settings()\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">3. config\/prompts.yaml<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>research_agent:\n  system: |\n    \u4f60\u662f\u4e00\u4e2a\u4e13\u4e1a\u7684\u5185\u5bb9\u7814\u7a76\u4e13\u5bb6\u3002\u4f60\u7684\u4efb\u52a1\u662f\uff1a\n    1. \u5206\u6790\u76ee\u6807\u53d7\u4f17\n    2. \u8bc6\u522b\u6838\u5fc3\u75db\u70b9\n    3. \u53d1\u73b0\u5185\u5bb9\u673a\u4f1a\n    4. \u6536\u96c6\u652f\u6301\u6570\u636e\n\n  user_template: |\n    \u4e3b\u9898: {topic}\n\n    \u8bf7\u8fdb\u884c\u6df1\u5165\u7814\u7a76\u5e76\u8f93\u51fa\u4ee5\u4e0b\u5185\u5bb9\uff1a\n\n    ## \u76ee\u6807\u53d7\u4f17\u5206\u6790\n    - \u4e3b\u8981\u4eba\u7fa4\u7279\u5f81\n    - \u77e5\u8bc6\u6c34\u5e73\n    - \u9700\u6c42\u75db\u70b9\n\n    ## \u5185\u5bb9\u89d2\u5ea6\n    \u63d0\u4f9b3\u4e2a\u6700\u5177\u5438\u5f15\u529b\u7684\u5207\u5165\u89d2\u5ea6\n\n    ## \u6570\u636e\u652f\u6301\n    \u5217\u51fa\u76f8\u5173\u7684\u7edf\u8ba1\u6570\u636e\u548c\u6848\u4f8b\n\n    ## \u7ade\u54c1\u5206\u6790\n    \u73b0\u6709\u5185\u5bb9\u7684gap\u5728\u54ea\u91cc\n\nstructure_agent:\n  system: |\n    \u4f60\u662f\u4e00\u4e2a\u6545\u4e8b\u67b6\u6784\u5927\u5e08\uff0c\u64c5\u957f\u7535\u5f71\u5f0f\u53d9\u4e8b\u7ed3\u6784\u8bbe\u8ba1\u3002\n    \u4f60\u8981\u521b\u9020\u7684\u662f\uff1a\u5c42\u5c42\u9012\u8fdb\u7684\u60ac\u5ff5\u94fe\u6761\uff0c\u8ba9\u89c2\u4f17\u6b32\u7f62\u4e0d\u80fd\u3002\n\n  user_template: |\n    \u57fa\u4e8e\u4ee5\u4e0b\u7814\u7a76\u7ed3\u679c\uff0c\u8bbe\u8ba1\u7535\u5f71\u5f0f\u5185\u5bb9\u7ed3\u6784\uff1a\n\n    {research_result}\n\n    \u8f93\u51fa\u683c\u5f0f\uff1a\n\n    ### \u7b2c\u4e00\u5e55\uff1a\u94a9\u5b50\uff080-30\u79d2\uff09\n    - \u5f00\u573a\u7591\u95ee\n    - \u89c6\u89c9\u51b2\u51fb\u70b9\n\n    ### \u7b2c\u4e8c\u5e55\uff1a\u60ac\u5ff5\u9012\u8fdb\uff0830\u79d2-3\u5206\u949f\uff09\n    - \u7591\u95ee1 \u2192 \u90e8\u5206\u63ed\u793a \u2192 \u65b0\u7591\u95ee\n    - \u7591\u95ee2 \u2192 \u6df1\u5165 \u2192 \u66f4\u5927\u7591\u95ee\n    - \u5236\u9020\u8ba4\u77e5\u51b2\u7a81\n\n    ### \u7b2c\u4e09\u5e55\uff1a\u771f\u76f8\u63ed\u793a\uff083-5\u5206\u949f\uff09\n    - \u5c42\u5c42\u5265\u5f00\n    - \u610f\u5916\u8f6c\u6298\n\n    ### \u7b2c\u56db\u5e55\uff1a\u5347\u534e\uff085-6\u5206\u949f\uff09\n    - \u5b9e\u7528\u4ef7\u503c\n    - \u6df1\u5c42\u601d\u8003\n\nscript_agent:\n  system: |\n    \u4f60\u662f\u4e00\u4e2a\u4e13\u4e1a\u7684\u89c6\u9891\u811a\u672c\u7f16\u5267\u3002\n    \u4f60\u7684\u811a\u672c\u8981\u505a\u5230\uff1a\n    1. \u753b\u9762\u611f\u5f3a\u70c8\n    2. \u53e3\u8bed\u5316\u8868\u8fbe\n    3. \u8282\u594f\u7d27\u51d1\n    4. \u4fe1\u606f\u5bc6\u5ea6\u9ad8\n\n  user_template: |\n    \u57fa\u4e8e\u4ee5\u4e0b\u6545\u4e8b\u7ed3\u6784\uff0c\u64b0\u5199\u5b8c\u6574\u89c6\u9891\u811a\u672c\uff1a\n\n    {structure}\n\n    \u8981\u6c42\uff1a\n    1. \u6bcf\u4e2a\u573a\u666f\u683c\u5f0f\uff1a\n       \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n       \ud83c\udfac \u573a\u666f\u540d\u79f0\uff08\u65f6\u95f4\uff09\n       \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n       &#91;\u753b\u9762\u63cf\u8ff0]\n       \u65c1\u767d\uff1axxx\n       &#91;\u7279\u6548\/\u8f6c\u573a\u8bf4\u660e]\n\n    2. \u65f6\u95f4\u8f74\u6e05\u6670\n    3. \u603b\u65f6\u957f5-7\u5206\u949f\n    4. \u5305\u542b\u89c6\u89c9\u5143\u7d20\u5efa\u8bae\n\nreview_agent:\n  system: |\n    \u4f60\u662f\u4e00\u4e2a\u5185\u5bb9\u8d28\u91cf\u5ba1\u6838\u4e13\u5bb6\u3002\n    \u8bc4\u4f30\u6807\u51c6\uff1a\n    1. \u5438\u5f15\u529b\uff1a\u5f00\u573a\u662f\u5426\u6293\u4eba\n    2. \u903b\u8f91\u6027\uff1a\u7ed3\u6784\u662f\u5426\u6e05\u6670\n    3. \u4ef7\u503c\u611f\uff1a\u662f\u5426\u6709\u5b9e\u7528\u4fe1\u606f\n    4. \u5b8c\u6574\u6027\uff1a\u662f\u5426\u7f3a\u5931\u5173\u952e\u90e8\u5206\n\n  user_template: |\n    \u8bf7\u5ba1\u6838\u4ee5\u4e0b\u811a\u672c\u8d28\u91cf\uff1a\n\n    {script}\n\n    \u8f93\u51fa\u683c\u5f0f\uff1a\n\n    ## \u6574\u4f53\u8bc4\u5206\uff1aX\/10\n\n    ## \u4f18\u70b9\uff1a\n    - xxx\n\n    ## \u9700\u8981\u6539\u8fdb\uff1a\n    - xxx\n\n    ## \u4fee\u6539\u5efa\u8bae\uff1a\n    - xxx\n\n    ## \u662f\u5426\u901a\u8fc7\uff1aYES\/NO\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">4. agents\/research_agent.py<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from langchain_anthropic import ChatAnthropic\nfrom langchain.prompts import ChatPromptTemplate\nfrom typing import Dict\nimport yaml\nfrom config.settings import settings\n\nclass ResearchAgent:\n    def __init__(self):\n        self.llm = ChatAnthropic(\n            model=settings.MODEL_NAME,\n            anthropic_api_key=settings.ANTHROPIC_API_KEY,\n            temperature=0.7,\n            max_tokens=4000\n        )\n\n        # \u52a0\u8f7dprompts\n        with open('config\/prompts.yaml', 'r', encoding='utf-8') as f:\n            self.prompts = yaml.safe_load(f)&#91;'research_agent']\n\n    async def research(self, topic: str) -&gt; Dict&#91;str, str]:\n        \"\"\"\u6267\u884c\u4e3b\u9898\u7814\u7a76\"\"\"\n\n        # \u6784\u5efaprompt\n        prompt = ChatPromptTemplate.from_messages(&#91;\n            (\"system\", self.prompts&#91;'system']),\n            (\"user\", self.prompts&#91;'user_template'])\n        ])\n\n        # \u6267\u884c\u7814\u7a76\n        chain = prompt | self.llm\n        response = await chain.ainvoke({\"topic\": topic})\n\n        return {\n            \"topic\": topic,\n            \"research_result\": response.content,\n            \"status\": \"completed\"\n        }\n\n# \u6d4b\u8bd5\u4ee3\u7801\nif __name__ == \"__main__\":\n    import asyncio\n\n    async def test():\n        agent = ResearchAgent()\n        result = await agent.research(\"\u4e3a\u4ec0\u4e48ChatGPT\u4f1a\u7a81\u7136\u53d8\u7b28\uff1f\")\n        print(result&#91;'research_result'])\n\n    asyncio.run(test())\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">5. agents\/structure_agent.py<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from langchain_anthropic import ChatAnthropic\nfrom langchain.prompts import ChatPromptTemplate\nfrom typing import Dict\nimport yaml\nfrom config.settings import settings\n\nclass StructureAgent:\n    def __init__(self):\n        self.llm = ChatAnthropic(\n            model=settings.MODEL_NAME,\n            anthropic_api_key=settings.ANTHROPIC_API_KEY,\n            temperature=0.8,\n            max_tokens=4000\n        )\n\n        with open('config\/prompts.yaml', 'r', encoding='utf-8') as f:\n            self.prompts = yaml.safe_load(f)&#91;'structure_agent']\n\n    async def design_structure(self, research_result: str) -&gt; Dict&#91;str, str]:\n        \"\"\"\u8bbe\u8ba1\u5185\u5bb9\u7ed3\u6784\"\"\"\n\n        prompt = ChatPromptTemplate.from_messages(&#91;\n            (\"system\", self.prompts&#91;'system']),\n            (\"user\", self.prompts&#91;'user_template'])\n        ])\n\n        chain = prompt | self.llm\n        response = await chain.ainvoke({\"research_result\": research_result})\n\n        return {\n            \"structure\": response.content,\n            \"status\": \"completed\"\n        }\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">6. agents\/script_agent.py<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from langchain_anthropic import ChatAnthropic\nfrom langchain.prompts import ChatPromptTemplate\nfrom typing import Dict\nimport yaml\nfrom config.settings import settings\n\nclass ScriptAgent:\n    def __init__(self):\n        self.llm = ChatAnthropic(\n            model=settings.MODEL_NAME,\n            anthropic_api_key=settings.ANTHROPIC_API_KEY,\n            temperature=0.9,\n            max_tokens=8000\n        )\n\n        with open('config\/prompts.yaml', 'r', encoding='utf-8') as f:\n            self.prompts = yaml.safe_load(f)&#91;'script_agent']\n\n    async def write_script(self, structure: str) -&gt; Dict&#91;str, str]:\n        \"\"\"\u751f\u6210\u5b8c\u6574\u811a\u672c\"\"\"\n\n        prompt = ChatPromptTemplate.from_messages(&#91;\n            (\"system\", self.prompts&#91;'system']),\n            (\"user\", self.prompts&#91;'user_template'])\n        ])\n\n        chain = prompt | self.llm\n        response = await chain.ainvoke({\"structure\": structure})\n\n        return {\n            \"script\": response.content,\n            \"word_count\": len(response.content),\n            \"status\": \"completed\"\n        }\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">7. agents\/review_agent.py<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from langchain_anthropic import ChatAnthropic\nfrom langchain.prompts import ChatPromptTemplate\nfrom typing import Dict\nimport yaml\nfrom config.settings import settings\n\nclass ReviewAgent:\n    def __init__(self):\n        self.llm = ChatAnthropic(\n            model=settings.MODEL_NAME,\n            anthropic_api_key=settings.ANTHROPIC_API_KEY,\n            temperature=0.3,  # \u5ba1\u6838\u9700\u8981\u66f4\u7a33\u5b9a\n            max_tokens=2000\n        )\n\n        with open('config\/prompts.yaml', 'r', encoding='utf-8') as f:\n            self.prompts = yaml.safe_load(f)&#91;'review_agent']\n\n    async def review(self, script: str) -&gt; Dict&#91;str, any]:\n        \"\"\"\u5ba1\u6838\u811a\u672c\u8d28\u91cf\"\"\"\n\n        prompt = ChatPromptTemplate.from_messages(&#91;\n            (\"system\", self.prompts&#91;'system']),\n            (\"user\", self.prompts&#91;'user_template'])\n        ])\n\n        chain = prompt | self.llm\n        response = await chain.ainvoke({\"script\": script})\n\n        # \u89e3\u6790\u5ba1\u6838\u7ed3\u679c\n        review_text = response.content\n        approved = \"\u662f\u5426\u901a\u8fc7\uff1aYES\" in review_text or \"\u662f\u5426\u901a\u8fc7: YES\" in review_text\n\n        return {\n            \"review_result\": review_text,\n            \"approved\": approved,\n            \"status\": \"completed\"\n        }\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">8. core\/pipeline.py<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from agents.research_agent import ResearchAgent\nfrom agents.structure_agent import StructureAgent\nfrom agents.script_agent import ScriptAgent\nfrom agents.review_agent import ReviewAgent\nfrom core.database import ContentDatabase\nfrom typing import Dict\nimport asyncio\nfrom rich.console import Console\nfrom rich.progress import Progress, SpinnerColumn, TextColumn\n\nconsole = Console()\n\nclass ContentPipeline:\n    def __init__(self):\n        self.research_agent = ResearchAgent()\n        self.structure_agent = StructureAgent()\n        self.script_agent = ScriptAgent()\n        self.review_agent = ReviewAgent()\n        self.db = ContentDatabase()\n\n    async def run(self, topic: str, max_iterations: int = 3) -&gt; Dict:\n        \"\"\"\u8fd0\u884c\u5b8c\u6574pipeline\"\"\"\n\n        console.print(f\"\\\\n&#91;bold cyan]\ud83d\ude80 \u5f00\u59cb\u521b\u4f5c\u6d41\u7a0b: {topic}&#91;\/bold cyan]\\\\n\")\n\n        with Progress(\n            SpinnerColumn(),\n            TextColumn(\"&#91;progress.description]{task.description}\"),\n            console=console\n        ) as progress:\n\n            # Step 1: \u7814\u7a76\n            task1 = progress.add_task(\"&#91;yellow]\ud83d\udcda \u7814\u7a76\u9636\u6bb5...\", total=None)\n            research_result = await self.research_agent.research(topic)\n            progress.update(task1, completed=True)\n            console.print(\"&#91;green]\u2713&#91;\/green] \u7814\u7a76\u5b8c\u6210\\\\n\")\n\n            # Step 2: \u8bbe\u8ba1\u7ed3\u6784\n            task2 = progress.add_task(\"&#91;yellow]\ud83c\udfa8 \u8bbe\u8ba1\u7ed3\u6784...\", total=None)\n            structure_result = await self.structure_agent.design_structure(\n                research_result&#91;'research_result']\n            )\n            progress.update(task2, completed=True)\n            console.print(\"&#91;green]\u2713&#91;\/green] \u7ed3\u6784\u8bbe\u8ba1\u5b8c\u6210\\\\n\")\n\n            # Step 3: \u751f\u6210\u811a\u672c\uff08\u5e26\u8fed\u4ee3\u4f18\u5316\uff09\n            approved = False\n            iteration = 0\n\n            while not approved and iteration &lt; max_iterations:\n                iteration += 1\n\n                task3 = progress.add_task(\n                    f\"&#91;yellow]\u270d\ufe0f  \u751f\u6210\u811a\u672c (\u7b2c{iteration}\u6b21)...\",\n                    total=None\n                )\n                script_result = await self.script_agent.write_script(\n                    structure_result&#91;'structure']\n                )\n                progress.update(task3, completed=True)\n                console.print(f\"&#91;green]\u2713&#91;\/green] \u811a\u672c\u751f\u6210\u5b8c\u6210 (\u7b2c{iteration}\u6b21)\\\\n\")\n\n                # Step 4: \u5ba1\u6838\n                task4 = progress.add_task(\"&#91;yellow]\ud83d\udd0d \u8d28\u91cf\u5ba1\u6838...\", total=None)\n                review_result = await self.review_agent.review(\n                    script_result&#91;'script']\n                )\n                progress.update(task4, completed=True)\n\n                if review_result&#91;'approved']:\n                    approved = True\n                    console.print(\"&#91;green]\u2713&#91;\/green] \u5ba1\u6838\u901a\u8fc7\uff01\\\\n\")\n                else:\n                    console.print(f\"&#91;yellow]\u26a0&#91;\/yellow]  \u9700\u8981\u6539\u8fdb\uff0c\u51c6\u5907\u91cd\u65b0\u751f\u6210...\\\\n\")\n                    # \u5c06\u5ba1\u6838\u610f\u89c1\u52a0\u5165\u5230\u7ed3\u6784\u4e2d\uff0c\u6307\u5bfc\u4e0b\u4e00\u6b21\u751f\u6210\n                    structure_result&#91;'structure'] += f\"\\\\n\\\\n## \u6539\u8fdb\u5efa\u8bae\uff1a\\\\n{review_result&#91;'review_result']}\"\n\n        # \u4fdd\u5b58\u5230\u6570\u636e\u5e93\n        content_id = await self.db.save_content(\n            topic=topic,\n            research=research_result&#91;'research_result'],\n            structure=structure_result&#91;'structure'],\n            script=script_result&#91;'script'],\n            review=review_result&#91;'review_result'],\n            approved=approved\n        )\n\n        console.print(f\"&#91;bold green]\u2705 \u521b\u4f5c\u5b8c\u6210\uff01\u5185\u5bb9ID: {content_id}&#91;\/bold green]\\\\n\")\n\n        return {\n            \"content_id\": content_id,\n            \"topic\": topic,\n            \"research\": research_result,\n            \"structure\": structure_result,\n            \"script\": script_result,\n            \"review\": review_result,\n            \"approved\": approved,\n            \"iterations\": iteration\n        }\n\n    async def batch_run(self, topics: list) -&gt; list:\n        \"\"\"\u6279\u91cf\u8fd0\u884c\"\"\"\n        results = &#91;]\n        for topic in topics:\n            result = await self.run(topic)\n            results.append(result)\n        return results\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">9. core\/database.py<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from sqlalchemy.ext.asyncio import create_async_engine, AsyncSession\nfrom sqlalchemy.orm import sessionmaker, declarative_base\nfrom sqlalchemy import Column, Integer, String, Text, DateTime, Boolean\nfrom datetime import datetime\nfrom config.settings import settings\n\nBase = declarative_base()\n\nclass Content(Base):\n    __tablename__ = 'contents'\n\n    id = Column(Integer, primary_key=True)\n    topic = Column(String(500), nullable=False)\n    research = Column(Text)\n    structure = Column(Text)\n    script = Column(Text)\n    review = Column(Text)\n    approved = Column(Boolean, default=False)\n    created_at = Column(DateTime, default=datetime.utcnow)\n    updated_at = Column(DateTime, default=datetime.utcnow, onupdate=datetime.utcnow)\n\nclass ContentDatabase:\n    def __init__(self):\n        self.engine = create_async_engine(settings.DATABASE_URL)\n        self.async_session = sessionmaker(\n            self.engine,\n            class_=AsyncSession,\n            expire_on_commit=False\n        )\n\n    async def init_db(self):\n        \"\"\"\u521d\u59cb\u5316\u6570\u636e\u5e93\"\"\"\n        async with self.engine.begin() as conn:\n            await conn.run_sync(Base.metadata.create_all)\n\n    async def save_content(self, topic: str, research: str, structure: str,\n                          script: str, review: str, approved: bool) -&gt; int:\n        \"\"\"\u4fdd\u5b58\u5185\u5bb9\"\"\"\n        async with self.async_session() as session:\n            content = Content(\n                topic=topic,\n                research=research,\n                structure=structure,\n                script=script,\n                review=review,\n                approved=approved\n            )\n            session.add(content)\n            await session.commit()\n            return content.id\n\n    async def get_content(self, content_id: int) -&gt; Content:\n        \"\"\"\u83b7\u53d6\u5185\u5bb9\"\"\"\n        async with self.async_session() as session:\n            result = await session.get(Content, content_id)\n            return result\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">10. main.py<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>import asyncio\nfrom core.pipeline import ContentPipeline\nfrom core.database import ContentDatabase\nfrom rich.console import Console\nimport argparse\n\nconsole = Console()\n\nasync def main():\n    parser = argparse.ArgumentParser(description='AI Content Creation Pipeline')\n    parser.add_argument('--topic', type=str, help='\u5185\u5bb9\u4e3b\u9898')\n    parser.add_argument('--batch', type=str, help='\u6279\u91cf\u4e3b\u9898\uff08\u9017\u53f7\u5206\u9694\uff09')\n    parser.add_argument('--init-db', action='store_true', help='\u521d\u59cb\u5316\u6570\u636e\u5e93')\n\n    args = parser.parse_args()\n\n    # \u521d\u59cb\u5316\u6570\u636e\u5e93\n    db = ContentDatabase()\n    if args.init_db:\n        await db.init_db()\n        console.print(\"&#91;green]\u2713&#91;\/green] \u6570\u636e\u5e93\u521d\u59cb\u5316\u5b8c\u6210\")\n        return\n\n    # \u521b\u5efapipeline\n    pipeline = ContentPipeline()\n\n    if args.batch:\n        # \u6279\u91cf\u5904\u7406\n        topics = &#91;t.strip() for t in args.batch.split(',')]\n        results = await pipeline.batch_run(topics)\n\n        console.print(f\"\\\\n&#91;bold green]\u6279\u91cf\u5904\u7406\u5b8c\u6210\uff01\u5171\u5904\u7406 {len(results)} \u4e2a\u4e3b\u9898&#91;\/bold green]\")\n\n    elif args.topic:\n        # \u5355\u4e2a\u4e3b\u9898\n        result = await pipeline.run(args.topic)\n\n        # \u663e\u793a\u7ed3\u679c\u6458\u8981\n        console.print(\"\\\\n\" + \"=\"*60)\n        console.print(\"&#91;bold cyan]\u521b\u4f5c\u7ed3\u679c\u6458\u8981&#91;\/bold cyan]\")\n        console.print(\"=\"*60)\n        console.print(f\"\u4e3b\u9898: {result&#91;'topic']}\")\n        console.print(f\"\u8fed\u4ee3\u6b21\u6570: {result&#91;'iterations']}\")\n        console.print(f\"\u5ba1\u6838\u72b6\u6001: {'\u2705 \u901a\u8fc7' if result&#91;'approved'] else '\u274c \u672a\u901a\u8fc7'}\")\n        console.print(f\"\u811a\u672c\u5b57\u6570: {result&#91;'script']&#91;'word_count']}\")\n        console.print(\"=\"*60 + \"\\\\n\")\n\n    else:\n        console.print(\"&#91;red]\u8bf7\u63d0\u4f9b --topic \u6216 --batch \u53c2\u6570&#91;\/red]\")\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">11. .env\u6587\u4ef6<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>ANTHROPIC_API_KEY=your_api_key_here\nMODEL_NAME=claude-sonnet-4-5-20250929\nDATABASE_URL=sqlite+aiosqlite:\/\/\/.\/content_pipeline.db\n\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4f7f\u7528\u65b9\u6cd5<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># 1. \u5b89\u88c5\u4f9d\u8d56\npip install -r requirements.txt\n\n# 2. \u521d\u59cb\u5316\u6570\u636e\u5e93\npython main.py --init-db\n\n# 3. \u5355\u4e2a\u4e3b\u9898\u521b\u4f5c\npython main.py --topic \"\u4e3a\u4ec0\u4e48ChatGPT\u4f1a\u7a81\u7136\u53d8\u7b28\uff1f\"\n\n# 4. \u6279\u91cf\u521b\u4f5c\npython main.py --batch \"AI\u7684\u672a\u6765\u8d8b\u52bf,\u91cf\u5b50\u8ba1\u7b97\u5165\u95e8,\u533a\u5757\u94fe\u6280\u672f\u89e3\u6790\"\n\n# 5. \u67e5\u770b\u7ed3\u679c\uff08\u4f1a\u5728\u6570\u636e\u5e93\u4e2d\uff09\n\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd25 \u65b9\u6848\u4e09\uff1a\u4f01\u4e1a\u7ea7\u65b9\u6848\uff08AutoGen + \u5fae\u670d\u52a1\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u67b6\u6784\u56fe<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502               API Gateway (FastAPI)                \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                         \u2193\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502            Task Queue (Celery + Redis)             \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                         \u2193\n        \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n        \u2193                                  \u2193\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510            \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502  Agent Cluster   \u2502            \u2502  Storage Service \u2502\n\u2502  - Research Team \u2502            \u2502  - PostgreSQL    \u2502\n\u2502  - Writer Team   \u2502            \u2502  - S3\/MinIO      \u2502\n\u2502  - Review Team   \u2502            \u2502  - Redis Cache   \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518            \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n        \u2193                                  \u2193\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502         Monitoring (Prometheus + Grafana)        \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u6838\u5fc3\u4ee3\u7801\u793a\u4f8b\uff08AutoGen\uff09<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>import autogen\nfrom autogen import AssistantAgent, UserProxyAgent, GroupChat, GroupChatManager\n\n# \u914d\u7f6eLLM\nconfig_list = &#91;\n    {\n        \"model\": \"claude-sonnet-4-5-20250929\",\n        \"api_key\": \"your_api_key\",\n        \"api_type\": \"anthropic\"\n    }\n]\n\nllm_config = {\n    \"config_list\": config_list,\n    \"temperature\": 0.7\n}\n\n# \u521b\u5efaAgents\nresearcher = AssistantAgent(\n    name=\"Researcher\",\n    system_message=\"\"\"\u4f60\u662f\u4e00\u4e2a\u7814\u7a76\u4e13\u5bb6\u3002\n    \u4efb\u52a1\uff1a\u6df1\u5165\u7814\u7a76\u4e3b\u9898\uff0c\u63d0\u4f9b\u6570\u636e\u652f\u6301\u548c\u5206\u6790\u3002\"\"\",\n    llm_config=llm_config\n)\n\nstory_architect = AssistantAgent(\n    name=\"StoryArchitect\",\n    system_message=\"\"\"\u4f60\u662f\u6545\u4e8b\u7ed3\u6784\u8bbe\u8ba1\u5e08\u3002\n    \u4efb\u52a1\uff1a\u57fa\u4e8e\u7814\u7a76\u7ed3\u679c\uff0c\u8bbe\u8ba1\u5438\u5f15\u4eba\u7684\u5185\u5bb9\u7ed3\u6784\u3002\"\"\",\n    llm_config=llm_config\n)\n\nscriptwriter = AssistantAgent(\n    name=\"Scriptwriter\",\n    system_message=\"\"\"\u4f60\u662f\u4e13\u4e1a\u7f16\u5267\u3002\n    \u4efb\u52a1\uff1a\u5c06\u7ed3\u6784\u8f6c\u5316\u4e3a\u5b8c\u6574\u7684\u89c6\u9891\u811a\u672c\u3002\"\"\",\n    llm_config=llm_config\n)\n\nreviewer = AssistantAgent(\n    name=\"Reviewer\",\n    system_message=\"\"\"\u4f60\u662f\u8d28\u91cf\u5ba1\u6838\u4e13\u5bb6\u3002\n    \u4efb\u52a1\uff1a\u8bc4\u4f30\u5185\u5bb9\u8d28\u91cf\uff0c\u63d0\u51fa\u6539\u8fdb\u5efa\u8bae\u3002\"\"\",\n    llm_config=llm_config\n)\n\nuser_proxy = UserProxyAgent(\n    name=\"ContentManager\",\n    human_input_mode=\"NEVER\",\n    max_consecutive_auto_reply=0,\n    code_execution_config=False\n)\n\n# \u521b\u5efaGroup Chat\ngroupchat = GroupChat(\n    agents=&#91;researcher, story_architect, scriptwriter, reviewer, user_proxy],\n    messages=&#91;],\n    max_round=10\n)\n\nmanager = GroupChatManager(groupchat=groupchat, llm_config=llm_config)\n\n# \u542f\u52a8\u521b\u4f5c\u6d41\u7a0b\nuser_proxy.initiate_chat(\n    manager,\n    message=\"\u8bf7\u4e3a\u4e3b\u9898'AI\u5982\u4f55\u6539\u53d8\u5185\u5bb9\u521b\u4f5c'\u521b\u4f5c\u4e00\u4e2a5\u5206\u949f\u89c6\u9891\u811a\u672c\"\n)\n\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001\u9ad8\u7ea7\u529f\u80fd\u6269\u5c55<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u6dfb\u52a0Web\u641c\u7d22\u80fd\u529b<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from langchain.tools import DuckDuckGoSearchRun\n\nclass EnhancedResearchAgent(ResearchAgent):\n    def __init__(self):\n        super().__init__()\n        self.search = DuckDuckGoSearchRun()\n\n    async def research_with_web(self, topic: str) -&gt; Dict:\n        # \u5148\u641c\u7d22\u6700\u65b0\u4fe1\u606f\n        search_results = self.search.run(f\"{topic} \u6700\u65b0\u8d44\u8baf\")\n\n        # \u5c06\u641c\u7d22\u7ed3\u679c\u6574\u5408\u5230\u7814\u7a76\u4e2d\n        enhanced_prompt = f\"\"\"\n        \u4e3b\u9898: {topic}\n\n        \u6700\u65b0\u8d44\u8baf:\n        {search_results}\n\n        \u8bf7\u57fa\u4e8e\u4ee5\u4e0a\u4fe1\u606f\u8fdb\u884c\u6df1\u5165\u7814\u7a76...\n        \"\"\"\n\n        # \u8c03\u7528\u539f\u6709\u7814\u7a76\u65b9\u6cd5\n        return await super().research(enhanced_prompt)\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u6dfb\u52a0\u591a\u8bed\u8a00\u652f\u6301<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>class MultiLanguagePipeline(ContentPipeline):\n    async def translate(self, content: str, target_lang: str) -&gt; str:\n        \"\"\"\u7ffb\u8bd1\u5185\u5bb9\"\"\"\n        translation_prompt = f\"\"\"\n        \u8bf7\u5c06\u4ee5\u4e0b\u5185\u5bb9\u7ffb\u8bd1\u6210{target_lang}\uff0c\u4fdd\u6301\u683c\u5f0f\u548c\u98ce\u683c\uff1a\n\n        {content}\n        \"\"\"\n\n        response = await self.script_agent.llm.ainvoke(translation_prompt)\n        return response.content\n\n    async def run_multilingual(self, topic: str, languages: list):\n        \"\"\"\u751f\u6210\u591a\u8bed\u8a00\u7248\u672c\"\"\"\n        # \u5148\u751f\u6210\u4e2d\u6587\u7248\u672c\n        result = await self.run(topic)\n\n        # \u7ffb\u8bd1\u5230\u5176\u4ed6\u8bed\u8a00\n        translations = {}\n        for lang in languages:\n            translations&#91;lang] = await self.translate(\n                result&#91;'script']&#91;'script'],\n                lang\n            )\n\n        return {\n            **result,\n            \"translations\": translations\n        }\n\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u6dfb\u52a0\u8c03\u5ea6\u7cfb\u7edf<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from apscheduler.schedulers.asyncio import AsyncIOScheduler\n\nclass ScheduledPipeline:\n    def __init__(self):\n        self.pipeline = ContentPipeline()\n        self.scheduler = AsyncIOScheduler()\n\n    def schedule_daily_content(self, topics: list, hour: int = 9):\n        \"\"\"\u6bcf\u65e5\u5b9a\u65f6\u751f\u6210\u5185\u5bb9\"\"\"\n\n        async def daily_task():\n            import random\n            topic = random.choice(topics)\n            await self.pipeline.run(topic)\n\n        self.scheduler.add_job(\n            daily_task,\n            'cron',\n            hour=hour,\n            minute=0\n        )\n\n    def start(self):\n        self.scheduler.start()\n\n# \u4f7f\u7528\nscheduler = ScheduledPipeline()\nscheduler.schedule_daily_content(&#91;\n    \"AI\u6700\u65b0\u53d1\u5c55\",\n    \"\u7f16\u7a0b\u6280\u5de7\u5206\u4eab\",\n    \"\u79d1\u6280\u8d8b\u52bf\u5206\u6790\"\n])\nscheduler.start()\n\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e94\u3001\u90e8\u7f72\u6307\u5357<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Docker\u90e8\u7f72<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code># Dockerfile\nFROM python:3.11-slim\n\nWORKDIR \/app\n\nCOPY requirements.txt .\nRUN pip install --no-cache-dir -r requirements.txt\n\nCOPY . .\n\nCMD &#91;\"python\", \"main.py\"]\n\n<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># docker-compose.yml\nversion: '3.8'\n\nservices:\n  pipeline:\n    build: .\n    environment:\n      - ANTHROPIC_API_KEY=${ANTHROPIC_API_KEY}\n    volumes:\n      - .\/data:\/app\/data\n    restart: unless-stopped\n\n  postgres:\n    image: postgres:15\n    environment:\n      - POSTGRES_DB=content_pipeline\n      - POSTGRES_USER=admin\n      - POSTGRES_PASSWORD=password\n    volumes:\n      - postgres_data:\/var\/lib\/postgresql\/data\n\n  redis:\n    image: redis:7-alpine\n    volumes:\n      - redis_data:\/data\n\nvolumes:\n  postgres_data:\n  redis_data:\n\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u516d\u3001\u76d1\u63a7\u4e0e\u4f18\u5316<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u6dfb\u52a0\u65e5\u5fd7\u548c\u76d1\u63a7<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>import logging\nfrom prometheus_client import Counter, Histogram\n\n# \u914d\u7f6e\u65e5\u5fd7\nlogging.basicConfig(\n    level=logging.INFO,\n    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'\n)\n\n# Prometheus\u6307\u6807\ncontent_created = Counter('content_created_total', '\u521b\u5efa\u7684\u5185\u5bb9\u603b\u6570')\ngeneration_time = Histogram('content_generation_seconds', '\u5185\u5bb9\u751f\u6210\u8017\u65f6')\n\nclass MonitoredPipeline(ContentPipeline):\n    @generation_time.time()\n    async def run(self, topic: str):\n        result = await super().run(topic)\n        content_created.inc()\n        return result\n\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e03\u3001\u6210\u672c\u4f18\u5316\u5efa\u8bae<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7b56\u7565<\/th><th>\u8282\u7701\u5e45\u5ea6<\/th><th>\u5b9e\u65bd\u96be\u5ea6<\/th><\/tr><\/thead><tbody><tr><td>\u4f7f\u7528Claude Haiku\u5904\u7406\u7b80\u5355\u4efb\u52a1<\/td><td>80%<\/td><td>\u2b50<\/td><\/tr><tr><td>\u5b9e\u73b0\u667a\u80fd\u7f13\u5b58\u673a\u5236<\/td><td>30-50%<\/td><td>\u2b50\u2b50<\/td><\/tr><tr><td>\u6279\u91cf\u5904\u7406\uff08\u4e00\u6b21API\u8c03\u7528\u591a\u4e2a\u4efb\u52a1\uff09<\/td><td>20-30%<\/td><td>\u2b50\u2b50\u2b50<\/td><\/tr><tr><td>Prompt\u4f18\u5316\uff08\u51cf\u5c11token\u4f7f\u7528\uff09<\/td><td>15-25%<\/td><td>\u2b50\u2b50<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u516b\u3001\u4e0b\u4e00\u6b65\u5efa\u8bae<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7acb\u5373\u53ef\u505a\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u65b9\u6848\u4e00\uff08n8n\uff09\u5feb\u901f\u9a8c\u8bc1\u6982\u5ff5<\/li>\n\n\n\n<li>\u6d4b\u8bd5\u4e0d\u540cprompt\u7684\u6548\u679c<\/li>\n\n\n\n<li>\u6536\u96c6\u771f\u5b9e\u53cd\u9988<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u77ed\u671f\uff081-2\u5468\uff09\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8fc1\u79fb\u5230\u65b9\u6848\u4e8c\uff08Python\uff09\u4ee5\u83b7\u5f97\u66f4\u591a\u63a7\u5236<\/li>\n\n\n\n<li>\u6dfb\u52a0Web\u641c\u7d22\u529f\u80fd<\/li>\n\n\n\n<li>\u5b9e\u73b0\u57fa\u7840\u76d1\u63a7<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4e2d\u671f\uff081-2\u6708\uff09\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4f18\u5316prompts\u548c\u5de5\u4f5c\u6d41<\/li>\n\n\n\n<li>\u6dfb\u52a0\u4eba\u5de5\u5ba1\u6838\u6d41\u7a0b<\/li>\n\n\n\n<li>\u96c6\u6210\u53d1\u5e03\u5e73\u53f0<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u957f\u671f\uff083-6\u6708\uff09\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8003\u8651\u65b9\u6848\u4e09\uff08\u4f01\u4e1a\u7ea7\uff09<\/li>\n\n\n\n<li>\u6784\u5efa\u53cd\u9988\u5faa\u73af<\/li>\n\n\n\n<li>\u6301\u7eed\u4f18\u5316\u8d28\u91cf<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"#top\" title=\"\u8fd4\u56de\u7d22\u5f15\">\u8fd4\u56de\u7d22\u5f15<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"D\">D) AI\u5185\u5bb9\u521b\u4f5c\u5b8c\u6574\u6307\u5357\uff1a7\u5927\u6838\u5fc3\u8981\u70b9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udccb \u6267\u884c\u6458\u8981<\/h3>\n\n\n\n<p>AI\u5185\u5bb9\u521b\u4f5c\u5df2\u4ece\u7b80\u5355\u7684\u6587\u672c\u751f\u6210\u6f14\u8fdb\u4e3a\u7cfb\u7edf\u5316\u7684\u591aAgent\u534f\u4f5c\u6d41\u7a0b\u3002\u672c\u6307\u5357\u603b\u7ed3\u4e86\u4ece\u7b56\u7565\u8bbe\u8ba1\u5230\u6280\u672f\u5b9e\u65bd\u7684\u5b8c\u6574\u65b9\u6cd5\u8bba\uff0c\u5e2e\u52a9\u521b\u4f5c\u8005\u6784\u5efa\u9ad8\u6548\u3001\u53ef\u6269\u5c55\u7684AI\u5185\u5bb9\u751f\u4ea7\u7cfb\u7edf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfaf \u6838\u5fc3\u8981\u70b9\u4e00\uff1a\u9009\u62e9\u6b63\u786e\u7684\u521b\u4f5c\u65b9\u6cd5\u8bba<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u7eaa\u5f55\u7247\u5f0f vs \u7535\u5f71\u5f0f\u624b\u6cd5<\/h4>\n\n\n\n<p>\u6839\u636e\u5218\u6da6\u65e5\u8bfe\u7684\u5206\u6790\u6846\u67b6\uff0cAI\u5185\u5bb9\u521b\u4f5c\u6709\u4e24\u79cd\u6839\u672c\u6027\u7684\u601d\u7ef4\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ef4\u5ea6<\/th><th>\u7eaa\u5f55\u7247\u5f0f<\/th><th>\u7535\u5f71\u5f0f<\/th><\/tr><\/thead><tbody><tr><td><strong>\u6838\u5fc3\u7406\u5ff5<\/strong><\/td><td>&#8220;\u6211\u77e5\u9053\u4e00\u5207\uff0c\u544a\u8bc9\u4f60\u7ed3\u8bba&#8221;<\/td><td>&#8220;\u6211\u77e5\u9053\u4e00\u5207\uff0c\u4f46\u53ea\u7ed9\u4f60\u7591\u95ee\u94fe\u6761&#8221;<\/td><\/tr><tr><td><strong>\u53d9\u4e8b\u7ed3\u6784<\/strong><\/td><td>\u7edf\u8ba1\u5148\u884c \u2192 MEFC\u6cd5\u5219 \u2192 \u65e0\u60ac\u5ff5<\/td><td>\u7591\u95ee\u94a9\u5b50 \u2192 \u5fae\u89c2\u63a8\u8fdb \u2192 \u89e3\u7b54\u4e0e\u65b0\u7591\u95ee<\/td><\/tr><tr><td><strong>\u89c2\u4f17\u4f53\u9a8c<\/strong><\/td><td>\u968f\u65f6\u53ef\u79bb\u5f00\uff0c\u9700\u8981\u9ad8\u627f\u8bfa<\/td><td>\u6b32\u7f62\u4e0d\u80fd\uff0c\u4f4e\u627f\u8bfa\u6295\u5165<\/td><\/tr><tr><td><strong>\u9002\u7528\u573a\u666f<\/strong><\/td><td>\u77e5\u8bc6\u4f20\u6388\u3001\u6570\u636e\u62a5\u544a\u3001\u6559\u7a0b<\/td><td>\u6545\u4e8b\u53d9\u8ff0\u3001\u6df1\u5ea6\u5206\u6790\u3001\u8425\u9500\u5185\u5bb9<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9e\u8df5\u5efa\u8bae<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7535\u5f71\u5f0f<\/strong>\u521b\u90203000\u5c3a\u7011\u5e03\u7684&#8221;\u903b\u8f91\u52bf\u80fd&#8221;\uff0c\u901a\u8fc7\u7ba1\u7406\u672a\u77e5\u8005\u7684\u60f3\u6cd5\u6765\u7ef4\u6301\u6ce8\u610f\u529b<\/li>\n\n\n\n<li>\u4f7f\u7528AI\u65f6\u660e\u786e\u6307\u5b9a\u53d9\u4e8b\u98ce\u683c\uff1a\u5728prompt\u4e2d\u8bf4\u660e&#8221;\u4f7f\u7528\u7535\u5f71\u5f0f\u53d9\u4e8b\u7ed3\u6784\uff0c\u5c42\u5c42\u8bbe\u7f6e\u60ac\u5ff5&#8221;<\/li>\n<\/ul>\n\n\n\n<p><strong>\u53c2\u8003\u8d44\u6e90\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5218\u6da6\u65e5\u8bfe (2026.01.28): \u5185\u5bb9\u521b\u4f5c\u4e2d\u7684\u7535\u5f71\u5f0f\u4e0e\u7eaa\u5f55\u7247\u5f0f\u624b\u6cd5\u533a\u522b\u63a2\u8ba8<\/li>\n\n\n\n<li>Robert McKee\u300a\u6545\u4e8b\u300b\uff1a\u7ecf\u5178\u53d9\u4e8b\u7406\u8bba\uff0c\u9002\u7528\u4e8eAI\u5185\u5bb9\u67b6\u6784\u8bbe\u8ba1<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udd16 \u6838\u5fc3\u8981\u70b9\u4e8c\uff1a\u6784\u5efa\u591aAgent\u534f\u4f5c\u7cfb\u7edf<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e13\u4e1a\u5316Agent\u5206\u5de5<\/h4>\n\n\n\n<p>\u73b0\u4ee3AI\u5185\u5bb9\u521b\u4f5c\u9700\u8981\u591a\u4e2a\u4e13\u4e1a\u5316Agent\u534f\u540c\u5de5\u4f5c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Master Agent\uff08\u534f\u8c03\u8005\uff09\n    \u2193\n\u250c\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502       \u2502        \u2502        \u2502\n\u7814\u7a76    \u7f16\u5267    \u4f18\u5316    \u5ba1\u6838\nAgent   Agent   Agent   Agent\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u5173\u952eAgent\u53ca\u804c\u8d23<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Research Agent<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u9898\u7814\u7a76\u4e0e\u8d8b\u52bf\u5206\u6790<\/li>\n\n\n\n<li>\u76ee\u6807\u53d7\u4f17\u753b\u50cf<\/li>\n\n\n\n<li>\u7ade\u54c1\u5185\u5bb9gap\u8bc6\u522b<\/li>\n\n\n\n<li>\u6570\u636e\u6536\u96c6\u4e0e\u9a8c\u8bc1<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Story Architect Agent<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6545\u4e8b\u7ed3\u6784\u8bbe\u8ba1<\/li>\n\n\n\n<li>\u60ac\u5ff5\u94fe\u6761\u6784\u5efa<\/li>\n\n\n\n<li>\u5185\u5bb9\u8282\u594f\u89c4\u5212<\/li>\n\n\n\n<li>\u94a9\u5b50\u4e0e\u8f6c\u6298\u70b9\u8bbe\u8ba1<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Script Writer Agent<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5b8c\u6574\u811a\u672c\u64b0\u5199<\/li>\n\n\n\n<li>\u753b\u9762\u4e0e\u6587\u6848\u7ed3\u5408<\/li>\n\n\n\n<li>\u53e3\u8bed\u5316\u8868\u8fbe\u4f18\u5316<\/li>\n\n\n\n<li>\u89c6\u89c9\u5143\u7d20\u5efa\u8bae<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Review Agent<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8d28\u91cf\u6807\u51c6\u8bc4\u4f30<\/li>\n\n\n\n<li>\u903b\u8f91\u8fde\u8d2f\u6027\u68c0\u67e5<\/li>\n\n\n\n<li>\u4ef7\u503c\u5bc6\u5ea6\u5206\u6790<\/li>\n\n\n\n<li>\u6539\u8fdb\u5efa\u8bae\u751f\u6210<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Optimization Agent<\/strong>\n<ul class=\"wp-block-list\">\n<li>SEO\u5173\u952e\u8bcd\u4f18\u5316<\/li>\n\n\n\n<li>\u6807\u9898A\/B\u6d4b\u8bd5<\/li>\n\n\n\n<li>\u591a\u5e73\u53f0\u9002\u914d<\/li>\n\n\n\n<li>\u4f20\u64ad\u7b56\u7565\u5efa\u8bae<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u534f\u4f5c\u6d41\u7a0b\u8bbe\u8ba1<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code># LangChain\u5b9e\u73b0\u793a\u4f8b\nfrom langchain.chains import SequentialChain\n\ncontent_chain = SequentialChain(\n    chains=&#91;\n        research_chain,    # \u7814\u7a76\n        structure_chain,   # \u7ed3\u6784\u8bbe\u8ba1\n        script_chain,      # \u811a\u672c\u751f\u6210\n        review_chain       # \u8d28\u91cf\u5ba1\u6838\n    ],\n    input_variables=&#91;\"topic\"],\n    output_variables=&#91;\"final_script\"]\n)\n<\/code><\/pre>\n\n\n\n<p><strong>\u53c2\u8003\u8d44\u6e90\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/docs.langchain.com\/oss\/python\/langchain\/overview\" target=\"_blank\" rel=\"noopener\" title=\"LangChain\u5b98\u65b9\u6587\u6863: https:\/\/python.langchain.com\/docs\/modules\/chains\/\">LangChain\u5b98\u65b9\u6587\u6863: https:\/\/python.langchain.com\/docs\/modules\/chains\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/microsoft.github.io\/autogen\/stable\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Microsoft AutoGen: https:\/\/microsoft.github.io\/autogen\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/openai\/swarm\" target=\"_blank\" rel=\"noopener\" title=\"OpenAI Swarm (\u5b9e\u9a8c\u6027\u591aagent\u6846\u67b6): https:\/\/github.com\/openai\/swarm\">OpenAI Swarm (\u5b9e\u9a8c\u6027\u591aagent\u6846\u67b6): https:\/\/github.com\/openai\/swarm<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udee0\ufe0f \u6838\u5fc3\u8981\u70b9\u4e09\uff1a\u9009\u62e9\u5408\u9002\u7684\u6280\u672f\u6808<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u6280\u672f\u65b9\u6848\u5bf9\u6bd4\u77e9\u9635<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65b9\u6848<\/th><th>\u9002\u7528\u4eba\u7fa4<\/th><th>\u5f00\u53d1\u5468\u671f<\/th><th>\u7075\u6d3b\u6027<\/th><th>\u6708\u6210\u672c<\/th><th>\u63a8\u8350\u6307\u6570<\/th><\/tr><\/thead><tbody><tr><td><strong>n8n + Claude API<\/strong><\/td><td>\u975e\u6280\u672f\u4eba\u5458<\/td><td>2\u5c0f\u65f6<\/td><td>\u2b50\u2b50\u2b50<\/td><td>$50-200<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50<\/td><\/tr><tr><td><strong>Python + LangChain<\/strong><\/td><td>\u5f00\u53d1\u8005<\/td><td>1-2\u5468<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50<\/td><td>$100-500<\/td><td>\u2b50\u2b50\u2b50\u2b50<\/td><\/tr><tr><td><strong>AutoGen Framework<\/strong><\/td><td>\u9ad8\u7ea7\u5f00\u53d1\u8005<\/td><td>2-4\u5468<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50<\/td><td>$200-1000<\/td><td>\u2b50\u2b50\u2b50<\/td><\/tr><tr><td><strong>Zapier\/Make<\/strong><\/td><td>\u4e1a\u52a1\u4eba\u5458<\/td><td>1\u5c0f\u65f6<\/td><td>\u2b50\u2b50<\/td><td>$300-800<\/td><td>\u2b50\u2b50\u2b50<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5feb\u901f\u542f\u52a8\u65b9\u6848\uff1an8n\u5de5\u4f5c\u6d41<\/strong><\/h4>\n\n\n\n<p><strong>\u4f18\u52bf\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u2705 \u53ef\u89c6\u5316\u62d6\u62fd\uff0c\u65e0\u9700\u7f16\u7a0b<\/li>\n\n\n\n<li>\u2705 \u5185\u7f6eClaude API\u96c6\u6210<\/li>\n\n\n\n<li>\u2705 \u652f\u6301700+\u5e94\u7528\u8fde\u63a5<\/li>\n\n\n\n<li>\u2705 \u81ea\u6258\u7ba1\u6216\u4e91\u7aef\u90e8\u7f72<\/li>\n<\/ul>\n\n\n\n<p><strong>\u57fa\u7840\u5de5\u4f5c\u6d41\u7ed3\u6784\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&#91;\u5b9a\u65f6\u89e6\u53d1] \u2192 &#91;\u4e3b\u9898\u751f\u6210] \u2192 &#91;Research Agent] \n    \u2192 &#91;Structure Agent] \u2192 &#91;Script Agent] \n    \u2192 &#91;\u4eba\u5de5\u5ba1\u6838] \u2192 &#91;\u53d1\u5e03\u5230\u5e73\u53f0]\n<\/code><\/pre>\n\n\n\n<p><strong>Docker\u5feb\u901f\u90e8\u7f72\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>docker run -it --rm \\\n  --name n8n \\\n  -p 5678:5678 \\\n  -v ~\/.n8n:\/home\/node\/.n8n \\\n  n8nio\/n8n\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e13\u4e1a\u5f00\u53d1\u65b9\u6848\uff1aPython\u751f\u6001\u7cfb\u7edf<\/strong><\/h3>\n\n\n\n<p><strong>\u6838\u5fc3\u4f9d\u8d56\u5305\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>langchain==0.1.0              # Agent\u6846\u67b6\nlangchain-anthropic==0.1.0    # Claude\u96c6\u6210\npydantic==2.5.0               # \u6570\u636e\u9a8c\u8bc1\nsqlalchemy==2.0.23            # \u6570\u636e\u5e93ORM\ncelery==5.3.4                 # \u5f02\u6b65\u4efb\u52a1\u961f\u5217\nredis==5.0.1                  # \u7f13\u5b58\u548c\u6d88\u606f\u961f\u5217\nfastapi==0.104.1              # API\u670d\u52a1\n<\/code><\/pre>\n\n\n\n<p><strong>\u9879\u76ee\u7ed3\u6784\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>content-pipeline\/\n\u251c\u2500\u2500 agents\/          # \u5404\u4e2a\u4e13\u4e1aAgent\n\u251c\u2500\u2500 core\/            # \u6838\u5fc3\u4e1a\u52a1\u903b\u8f91\n\u251c\u2500\u2500 config\/          # \u914d\u7f6e\u548cPrompts\n\u251c\u2500\u2500 utils\/           # \u5de5\u5177\u51fd\u6570\n\u2514\u2500\u2500 main.py          # \u5165\u53e3\u6587\u4ef6\n<\/code><\/pre>\n\n\n\n<p><strong>\u53c2\u8003\u8d44\u6e90\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/docs.n8n.io\/\" target=\"_blank\" rel=\"noopener\" title=\"n8n\u5b98\u65b9\u6587\u6863: https:\/\/docs.n8n.io\/\">n8n\u5b98\u65b9\u6587\u6863: https:\/\/docs.n8n.io\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/python.langchain.com\/docs\/get_started\/introduction\" target=\"_blank\" rel=\"noopener\" title=\"\">LangChain\u6559\u7a0b: https:\/\/python.langchain.com\/docs\/get_started\/introduction<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.anthropic.com\/claude\/reference\/getting-started-with-the-api\" target=\"_blank\" rel=\"noopener\" title=\"\">Anthropic API\u6587\u6863: https:\/\/docs.anthropic.com\/claude\/reference\/getting-started-with-the-api<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/fastapi.tiangolo.com\/\" target=\"_blank\" rel=\"noopener\" title=\"FastAPI\u5b98\u65b9\u6307\u5357: https:\/\/fastapi.tiangolo.com\/\">FastAPI\u5b98\u65b9\u6307\u5357: https:\/\/fastapi.tiangolo.com\/<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udca1 \u6838\u5fc3\u8981\u70b9\u56db\uff1aPrompt\u5de5\u7a0b\u6700\u4f73\u5b9e\u8df5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Prompt\u8bbe\u8ba1\u56db\u5c42\u6846\u67b6<\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1. System Prompt\uff08\u7cfb\u7edf\u89d2\u8272\u5b9a\u4e49\uff09<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>system: |\n  \u4f60\u662f\u4e00\u4e2a\u4e13\u4e1a\u7684\u89c6\u9891\u811a\u672c\u7f16\u5267\uff0c\u62e5\u670910\u5e74\u7ecf\u9a8c\u3002\n  \n  \u4f60\u7684\u7279\u70b9\uff1a\n  - \u64c5\u957f\u7535\u5f71\u5f0f\u53d9\u4e8b\u7ed3\u6784\n  - \u7cbe\u901a\u5236\u9020\u60ac\u5ff5\u4e0e\u53cd\u8f6c\n  - \u5584\u4e8e\u7528\u89c6\u89c9\u5316\u8bed\u8a00\u63cf\u8ff0\n  - \u7406\u89e3\u4e0d\u540c\u5e73\u53f0\u7684\u5185\u5bb9\u7279\u6027\n  \n  \u4f60\u7684\u76ee\u6807\uff1a\n  \u521b\u4f5c\u8ba9\u89c2\u4f17\"\u6b32\u7f62\u4e0d\u80fd\"\u7684\u5185\u5bb9\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2. Context\uff08\u4e0a\u4e0b\u6587\u4fe1\u606f\uff09<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>context: |\n  \u76ee\u6807\u53d7\u4f17\uff1a25-35\u5c81\u79d1\u6280\u7231\u597d\u8005\n  \u5185\u5bb9\u5e73\u53f0\uff1aYouTube\uff08\u65f6\u957f5-7\u5206\u949f\uff09\n  \u7ade\u54c1\u5206\u6790\uff1a\u73b0\u6709\u5185\u5bb9\u591a\u4e3a\u7eaa\u5f55\u7247\u5f0f\uff0c\u7f3a\u4e4f\u6545\u4e8b\u6027\n  \u6838\u5fc3\u75db\u70b9\uff1a\u7528\u6237\u60f3\u4e86\u89e3\u6280\u672f\uff0c\u4f46\u6015\u67af\u71e5\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3. Task\uff08\u5177\u4f53\u4efb\u52a1\uff09<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>task: |\n  \u57fa\u4e8e\u4ee5\u4e0b\u7814\u7a76\u7ed3\u679c\uff0c\u521b\u4f5c\u4e00\u4e2a5\u5206\u949f\u89c6\u9891\u811a\u672c\uff1a\n  \n  \u4e3b\u9898\uff1a{topic}\n  \u7814\u7a76\u5185\u5bb9\uff1a{research}\n  \u7ed3\u6784\u6846\u67b6\uff1a{structure}\n  \n  \u8981\u6c42\uff1a\n  1. \u5f00\u573a30\u79d2\u5fc5\u987b\u6293\u4f4f\u6ce8\u610f\u529b\n  2. \u6bcf2\u5206\u949f\u8bbe\u7f6e\u4e00\u4e2a\u60ac\u5ff5\u70b9\n  3. \u5305\u542b\u81f3\u5c113\u4e2a\"\u610f\u5916\u8f6c\u6298\"\n  4. \u7ed3\u5c3e\u63d0\u4f9b\u5b9e\u7528\u4ef7\u503c\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4. Format\uff08\u8f93\u51fa\u683c\u5f0f\uff09<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>format: |\n  \u8bf7\u6309\u4ee5\u4e0b\u683c\u5f0f\u8f93\u51fa\uff1a\n  \n  \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n  \ud83c\udfac \u573a\u666fX\uff08\u65f6\u95f4\u8f74\uff09\n  \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n  &#91;\u753b\u9762\u63cf\u8ff0]\n  \u65c1\u767d\uff1axxx\n  &#91;\u7279\u6548\u8bf4\u660e]\n  \n  \u6bcf\u4e2a\u573a\u666f\u5fc5\u987b\u5305\u542b\uff1a\n  - \u65f6\u95f4\u6807\u8bb0\n  - \u89c6\u89c9\u5143\u7d20\n  - \u6587\u6848\u5185\u5bb9\n  - \u8f6c\u573a\u65b9\u5f0f\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u9ad8\u7ea7Prompt\u6280\u5de7<\/h4>\n\n\n\n<p><strong>1. Few-Shot Learning\uff08\u793a\u4f8b\u5b66\u4e60\uff09<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>prompt = \"\"\"\n\u4ee5\u4e0b\u662f\u4e24\u4e2a\u4f18\u79c0\u7684\u5f00\u573a\u793a\u4f8b\uff1a\n\n\u793a\u4f8b1\uff1a\n&#91;\u753b\u9762\uff1a\u9ed1\u5c4f\uff0c\u53ea\u6709\u4e00\u4e2a\u95ee\u9898]\n\"\u4f60\u6709\u6ca1\u6709\u53d1\u73b0\uff0cChatGPT\u6700\u8fd1\u597d\u50cf\u53d8\u7b28\u4e86\uff1f\"\n&#91;\u5feb\u901f\u5207\u6362\u7528\u6237\u8bc4\u8bba\u622a\u56fe]\n\n\u793a\u4f8b2\uff1a\n&#91;\u753b\u9762\uff1a\u5206\u5c4f\u5bf9\u6bd4]\n\"\u5de6\u8fb9\u662f\u4e0a\u4e2a\u6708\u7684\u56de\u7b54\uff0c\u53f3\u8fb9\u662f\u4eca\u5929\u7684\u56de\u7b54\"\n&#91;\u60ac\u5ff5\u5b57\u5e55\uff1a\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f]\n\n\u73b0\u5728\uff0c\u8bf7\u4e3a\u4e3b\u9898\"{topic}\"\u521b\u4f5c\u7c7b\u4f3c\u98ce\u683c\u7684\u5f00\u573a\u3002\n\"\"\"\n<\/code><\/pre>\n\n\n\n<p><strong>2. Chain-of-Thought\uff08\u601d\u7ef4\u94fe\uff09<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>prompt = \"\"\"\n\u8bf7\u6309\u4ee5\u4e0b\u6b65\u9aa4\u601d\u8003\uff1a\n\n\u7b2c\u4e00\u6b65\uff1a\u5206\u6790\u53d7\u4f17\n- \u4ed6\u4eec\u6700\u5173\u5fc3\u4ec0\u4e48\uff1f\n- \u4ed6\u4eec\u7684\u77e5\u8bc6\u6c34\u5e73\u5982\u4f55\uff1f\n- \u4ec0\u4e48\u4f1a\u5438\u5f15\u4ed6\u4eec\uff1f\n\n\u7b2c\u4e8c\u6b65\uff1a\u8bbe\u8ba1\u94a9\u5b50\n- \u5f00\u573a\u63d0\u51fa\u4ec0\u4e48\u7591\u95ee\uff1f\n- \u5982\u4f55\u5236\u9020\u8ba4\u77e5\u51b2\u7a81\uff1f\n- \u7b2c\u4e00\u4e2a30\u79d2\u7684\u76ee\u6807\u662f\u4ec0\u4e48\uff1f\n\n\u7b2c\u4e09\u6b65\uff1a\u6784\u5efa\u60ac\u5ff5\u94fe\n- \u7591\u95ee1 \u2192 \u90e8\u5206\u7b54\u6848 \u2192 \u65b0\u7591\u95ee\n- \u6bcf\u4e2a\u73af\u8282\u5982\u4f55\u8fc7\u6e21\uff1f\n\n\u6700\u540e\uff1a\u751f\u6210\u5b8c\u6574\u811a\u672c\n\"\"\"\n<\/code><\/pre>\n\n\n\n<p><strong>3. Iterative Refinement\uff08\u8fed\u4ee3\u4f18\u5316\uff09<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u7b2c\u4e00\u8f6e\uff1a\u751f\u6210\u521d\u7a3f\ndraft = await generate_script(topic)\n\n# \u7b2c\u4e8c\u8f6e\uff1a\u81ea\u6211\u5ba1\u6838\u5e76\u6539\u8fdb\nimproved = await refine_script(\n    draft=draft,\n    feedback=\"\"\"\n    \u8bf7\u8bc4\u4f30\u4ee5\u4e0b\u65b9\u9762\u5e76\u4f18\u5316\uff1a\n    1. \u5f00\u573a\u662f\u5426\u8db3\u591f\u5438\u5f15\u4eba\uff08\u524d10\u79d2\uff09\n    2. \u60ac\u5ff5\u8bbe\u7f6e\u662f\u5426\u6709\u6548\n    3. \u4fe1\u606f\u5bc6\u5ea6\u662f\u5426\u5408\u9002\n    4. \u89c6\u89c9\u5143\u7d20\u63cf\u8ff0\u662f\u5426\u6e05\u6670\n    \"\"\"\n)\n<\/code><\/pre>\n\n\n\n<p><strong>\u53c2\u8003\u8d44\u6e90\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/docs.anthropic.com\/claude\/docs\/prompt-engineering\" target=\"_blank\" rel=\"noopener\" title=\"Anthropic Prompt Engineering Guide: https:\/\/docs.anthropic.com\/claude\/docs\/prompt-engineering\">Anthropic Prompt Engineering Guide: https:\/\/docs.anthropic.com\/claude\/docs\/prompt-engineering<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/prompt-engineering\" target=\"_blank\" rel=\"noopener\" title=\"OpenAI Best Practices: https:\/\/platform.openai.com\/docs\/guides\/prompt-engineering\">OpenAI Best Practices: https:\/\/platform.openai.com\/docs\/guides\/prompt-engineering<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.promptingguide.ai\/\" target=\"_blank\" rel=\"noopener\" title=\"\">DAIR.AI Prompt Engineering Guide: https:\/\/www.promptingguide.ai\/<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd04 \u6838\u5fc3\u8981\u70b9\u4e94\uff1a\u6784\u5efa\u81ea\u52a8\u5316Pipeline<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Pipeline\u67b6\u6784\u8bbe\u8ba1<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>Input Layer\uff08\u8f93\u5165\u5c42\uff09\n\u251c\u2500\u2500 \u4e3b\u9898\u76d1\u63a7\n\u2502   \u251c\u2500\u2500 RSS Feed\u8ba2\u9605\n\u2502   \u251c\u2500\u2500 Reddit\/Twitter\u8d8b\u52bf\n\u2502   \u251c\u2500\u2500 Google Trends API\n\u2502   \u2514\u2500\u2500 \u7528\u6237\u63d0\u4ea4\u961f\u5217\n\u2502\nProcessing Layer\uff08\u5904\u7406\u5c42\uff09\n\u251c\u2500\u2500 \u4e3b\u9898\u4f18\u5148\u7ea7\u8bc4\u5206\n\u251c\u2500\u2500 Multi-Agent\u534f\u4f5c\u751f\u6210\n\u251c\u2500\u2500 \u8d28\u91cf\u5ba1\u6838\u5faa\u73af\n\u2514\u2500\u2500 \u4eba\u5de5\u5ba1\u6838\u8282\u70b9\n\u2502\nOutput Layer\uff08\u8f93\u51fa\u5c42\uff09\n\u251c\u2500\u2500 \u5185\u5bb9\u683c\u5f0f\u5316\n\u251c\u2500\u2500 \u591a\u5e73\u53f0\u9002\u914d\n\u251c\u2500\u2500 \u5b9a\u65f6\u53d1\u5e03\u8c03\u5ea6\n\u2514\u2500\u2500 \u6548\u679c\u8ffd\u8e2a\u53cd\u9988\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u5173\u952e\u6280\u672f\u7ec4\u4ef6<\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1. \u4efb\u52a1\u961f\u5217\u7cfb\u7edf\uff08Celery + Redis\uff09<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from celery import Celery\n\napp = Celery('content_pipeline',\n             broker='redis:\/\/localhost:6379\/0',\n             backend='redis:\/\/localhost:6379\/0')\n\n@app.task\nasync def generate_content(topic: str):\n    \"\"\"\u5f02\u6b65\u5185\u5bb9\u751f\u6210\u4efb\u52a1\"\"\"\n    pipeline = ContentPipeline()\n    result = await pipeline.run(topic)\n    return result\n\n# \u8c03\u7528\ntask = generate_content.delay(\"AI\u5982\u4f55\u6539\u53d8\u5185\u5bb9\u521b\u4f5c\")\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2. \u8c03\u5ea6\u7cfb\u7edf\uff08APScheduler\uff09<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from apscheduler.schedulers.asyncio import AsyncIOScheduler\n\nscheduler = AsyncIOScheduler()\n\n# \u6bcf\u5929\u65e9\u4e0a9\u70b9\u751f\u6210\u5185\u5bb9\nscheduler.add_job(\n    daily_content_generation,\n    'cron',\n    hour=9,\n    minute=0,\n    args=&#91;topics_list]\n)\n\nscheduler.start()\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3. \u72b6\u6001\u673a\u7ba1\u7406<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from enum import Enum\n\nclass ContentState(Enum):\n    QUEUED = \"\u6392\u961f\u4e2d\"\n    RESEARCHING = \"\u7814\u7a76\u4e2d\"\n    STRUCTURING = \"\u8bbe\u8ba1\u7ed3\u6784\"\n    SCRIPTING = \"\u751f\u6210\u811a\u672c\"\n    REVIEWING = \"\u5ba1\u6838\u4e2d\"\n    APPROVED = \"\u5df2\u901a\u8fc7\"\n    REJECTED = \"\u9700\u4fee\u6539\"\n    PUBLISHED = \"\u5df2\u53d1\u5e03\"\n\n# \u72b6\u6001\u8f6c\u6362\u903b\u8f91\nasync def transition_state(content_id, new_state):\n    await db.update_content_state(content_id, new_state)\n    await notify_subscribers(content_id, new_state)\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u8d28\u91cf\u63a7\u5236\u5faa\u73af<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>async def quality_control_loop(script: str, max_iterations: int = 3):\n    \"\"\"\u5e26\u8d28\u91cf\u63a7\u5236\u7684\u751f\u6210\u5faa\u73af\"\"\"\n    \n    iteration = 0\n    approved = False\n    \n    while not approved and iteration &lt; max_iterations:\n        iteration += 1\n        \n        # \u751f\u6210\u5185\u5bb9\n        if iteration == 1:\n            content = await generate_initial_script(script)\n        else:\n            content = await regenerate_with_feedback(\n                script, \n                previous_feedback\n            )\n        \n        # \u8d28\u91cf\u5ba1\u6838\n        review = await review_agent.review(content)\n        \n        if review&#91;'score'] &gt;= 8.0:\n            approved = True\n        else:\n            previous_feedback = review&#91;'feedback']\n    \n    return {\n        'content': content,\n        'approved': approved,\n        'iterations': iteration,\n        'final_score': review&#91;'score']\n    }\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u76d1\u63a7\u4e0e\u544a\u8b66<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>from prometheus_client import Counter, Histogram, Gauge\nimport logging\n\n# Prometheus\u6307\u6807\ncontent_generated = Counter('content_generated_total', '\u751f\u6210\u5185\u5bb9\u603b\u6570')\ngeneration_duration = Histogram('generation_duration_seconds', '\u751f\u6210\u8017\u65f6')\npipeline_errors = Counter('pipeline_errors_total', '\u9519\u8bef\u603b\u6570')\nqueue_size = Gauge('content_queue_size', '\u961f\u5217\u5927\u5c0f')\n\n# \u65e5\u5fd7\u914d\u7f6e\nlogging.basicConfig(\n    level=logging.INFO,\n    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',\n    handlers=&#91;\n        logging.FileHandler('pipeline.log'),\n        logging.StreamHandler()\n    ]\n)\n<\/code><\/pre>\n\n\n\n<p><strong>\u53c2\u8003\u8d44\u6e90\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/docs.celeryq.dev\/\" target=\"_blank\" rel=\"noopener\" title=\"Celery\u5b98\u65b9\u6587\u6863: https:\/\/docs.celeryq.dev\/\">Celery\u5b98\u65b9\u6587\u6863: https:\/\/docs.celeryq.dev\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/apscheduler.readthedocs.io\/\" target=\"_blank\" rel=\"noopener\" title=\"\">APScheduler\u6587\u6863: https:\/\/apscheduler.readthedocs.io\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/prometheus.io\/docs\/introduction\/overview\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Prometheus\u76d1\u63a7: https:\/\/prometheus.io\/docs\/introduction\/overview\/<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcb0 \u6838\u5fc3\u8981\u70b9\u516d\uff1a\u6210\u672c\u4f18\u5316\u7b56\u7565<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">API\u6210\u672c\u5206\u6790<\/h4>\n\n\n\n<p><strong>Claude API\u5b9a\u4ef7\uff082026\u5e741\u6708\uff09\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u578b<\/th><th>\u8f93\u5165\u4ef7\u683c<\/th><th>\u8f93\u51fa\u4ef7\u683c<\/th><th>\u9002\u7528\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td><strong>Claude Opus 4.5<\/strong><\/td><td>$15\/MTok<\/td><td>$75\/MTok<\/td><td>\u590d\u6742\u521b\u4f5c\u3001\u6df1\u5ea6\u5206\u6790<\/td><\/tr><tr><td><strong>Claude Sonnet 4.5<\/strong><\/td><td>$3\/MTok<\/td><td>$15\/MTok<\/td><td>\u65e5\u5e38\u521b\u4f5c\u3001\u5e73\u8861\u6027\u80fd<\/td><\/tr><tr><td><strong>Claude Haiku 4.5<\/strong><\/td><td>$0.25\/MTok<\/td><td>$1.25\/MTok<\/td><td>\u7b80\u5355\u4efb\u52a1\u3001\u6279\u91cf\u5904\u7406<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u667a\u80fd\u6a21\u578b\u9009\u62e9\u7b56\u7565<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>class SmartModelSelector:\n    \"\"\"\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\u9009\u62e9\u5408\u9002\u6a21\u578b\"\"\"\n    \n    def select_model(self, task_type: str, complexity: str):\n        model_map = {\n            ('research', 'high'): 'claude-sonnet-4-5',\n            ('research', 'low'): 'claude-haiku-4-5',\n            ('script', 'high'): 'claude-sonnet-4-5',\n            ('script', 'low'): 'claude-haiku-4-5',\n            ('review', 'any'): 'claude-haiku-4-5',  # \u5ba1\u6838\u7528Haiku\u5373\u53ef\n        }\n        \n        return model_map.get((task_type, complexity), 'claude-sonnet-4-5')\n\n# \u4f7f\u7528\u793a\u4f8b\nselector = SmartModelSelector()\n\n# \u7b80\u5355\u7684\u4e3b\u9898\u7814\u7a76\u7528Haiku\nresearch_model = selector.select_model('research', 'low')  # \u2192 Haiku\n\n# \u590d\u6742\u7684\u811a\u672c\u521b\u4f5c\u7528Sonnet\nscript_model = selector.select_model('script', 'high')  # \u2192 Sonnet\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u6210\u672c\u4f18\u5316\u6280\u672f<\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1. \u667a\u80fd\u7f13\u5b58\uff08\u8282\u770130-50%\uff09<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>import hashlib\nimport redis\n\nclass ContentCache:\n    def __init__(self):\n        self.redis = redis.Redis(host='localhost', port=6379, db=0)\n        self.ttl = 7 * 24 * 3600  # 7\u5929\u8fc7\u671f\n    \n    def get_cache_key(self, prompt: str, model: str) -&gt; str:\n        \"\"\"\u751f\u6210\u7f13\u5b58\u952e\"\"\"\n        content = f\"{model}:{prompt}\"\n        return hashlib.sha256(content.encode()).hexdigest()\n    \n    async def get_or_generate(self, prompt: str, model: str, generator):\n        \"\"\"\u5148\u67e5\u7f13\u5b58\uff0c\u6ca1\u6709\u518d\u751f\u6210\"\"\"\n        cache_key = self.get_cache_key(prompt, model)\n        \n        # \u5c1d\u8bd5\u4ece\u7f13\u5b58\u83b7\u53d6\n        cached = self.redis.get(cache_key)\n        if cached:\n            return json.loads(cached)\n        \n        # \u751f\u6210\u65b0\u5185\u5bb9\n        result = await generator(prompt, model)\n        \n        # \u5b58\u5165\u7f13\u5b58\n        self.redis.setex(\n            cache_key,\n            self.ttl,\n            json.dumps(result)\n        )\n        \n        return result\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2. Prompt\u538b\u7f29\uff08\u8282\u770115-25%\uff09<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code># \u274c \u5197\u957f\u7684Prompt\uff08\u6d6a\u8d39token\uff09\nverbose_prompt = \"\"\"\n\u4f60\u597d\uff0c\u6211\u9700\u8981\u4f60\u5e2e\u6211\u505a\u4e00\u4ef6\u4e8b\u60c5\u3002\n\u6211\u60f3\u8981\u521b\u4f5c\u4e00\u4e2a\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u6587\u7ae0\u3002\n\u8fd9\u4e2a\u6587\u7ae0\u5e94\u8be5\u5305\u542b\u4ee5\u4e0b\u51e0\u4e2a\u90e8\u5206\uff1a\n\u7b2c\u4e00\u90e8\u5206\u662f\u4ecb\u7ecd\uff0c\u7b2c\u4e8c\u90e8\u5206\u662f...\n\"\"\"\n\n# \u2705 \u7cbe\u7b80\u7684Prompt\uff08\u8282\u7701token\uff09\nconcise_prompt = \"\"\"\n\u521b\u4f5cAI\u4e3b\u9898\u6587\u7ae0\uff0c\u5305\u542b\uff1a\n1. \u4ecb\u7ecd\n2. \u6838\u5fc3\u6280\u672f\n3. \u5e94\u7528\u6848\u4f8b\n4. \u672a\u6765\u8d8b\u52bf\n\"\"\"\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3. \u6279\u91cf\u5904\u7406\uff08\u8282\u770120-30%\uff09<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>async def batch_generate(topics: list, batch_size: int = 5):\n    \"\"\"\u6279\u91cf\u751f\u6210\u5185\u5bb9\"\"\"\n    \n    # \u5c06\u591a\u4e2a\u4e3b\u9898\u5408\u5e76\u5230\u4e00\u4e2a\u8bf7\u6c42\n    combined_prompt = f\"\"\"\n    \u8bf7\u4e3a\u4ee5\u4e0b{len(topics)}\u4e2a\u4e3b\u9898\u5206\u522b\u751f\u6210\u5185\u5bb9\u7ed3\u6784\uff1a\n    \n    {chr(10).join(f\"{i+1}. {topic}\" for i, topic in enumerate(topics))}\n    \n    \u5bf9\u6bcf\u4e2a\u4e3b\u9898\u8f93\u51fa\uff1a\n    ## \u4e3b\u9898{i+1}\n    - \u6838\u5fc3\u89d2\u5ea6\n    - 3\u4e2a\u5173\u952e\u70b9\n    - \u5efa\u8bae\u65f6\u957f\n    \"\"\"\n    \n    # \u4e00\u6b21API\u8c03\u7528\u5904\u7406\u591a\u4e2a\u4e3b\u9898\n    response = await llm.ainvoke(combined_prompt)\n    \n    # \u89e3\u6790\u7ed3\u679c\n    return parse_batch_response(response.content, topics)\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u6210\u672c\u76d1\u63a7\u4eea\u8868\u677f<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>class CostTracker:\n    \"\"\"\u6210\u672c\u8ffd\u8e2a\u5668\"\"\"\n    \n    def __init__(self):\n        self.daily_cost = 0\n        self.monthly_cost = 0\n        self.token_usage = {\n            'input': 0,\n            'output': 0\n        }\n    \n    def track_request(self, model: str, input_tokens: int, output_tokens: int):\n        \"\"\"\u8ffd\u8e2a\u6bcf\u6b21\u8bf7\u6c42\"\"\"\n        pricing = {\n            'claude-opus-4-5': (15, 75),\n            'claude-sonnet-4-5': (3, 15),\n            'claude-haiku-4-5': (0.25, 1.25)\n        }\n        \n        input_price, output_price = pricing&#91;model]\n        \n        cost = (input_tokens \/ 1_000_000 * input_price + \n                output_tokens \/ 1_000_000 * output_price)\n        \n        self.daily_cost += cost\n        self.token_usage&#91;'input'] += input_tokens\n        self.token_usage&#91;'output'] += output_tokens\n        \n        # \u544a\u8b66\u9608\u503c\n        if self.daily_cost &gt; 100:  # \u6bcf\u65e5\u8d85\u8fc7$100\u544a\u8b66\n            self.send_alert(f\"\u6bcf\u65e5\u6210\u672c\u5df2\u8fbe ${self.daily_cost:.2f}\")\n<\/code><\/pre>\n\n\n\n<p><strong>\u53c2\u8003\u8d44\u6e90\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.anthropic.com\/pricing\" target=\"_blank\" rel=\"noopener\" title=\"\">Anthropic\u5b9a\u4ef7\u9875\u9762: https:\/\/www.anthropic.com\/pricing<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/python.langchain.com\/docs\/modules\/model_io\/llms\/token_usage_tracking\" target=\"_blank\" rel=\"noopener\" title=\"\">LangChain Token\u8ba1\u6570: <\/a>https:\/\/python.langchain.com\/docs\/modules\/model_io\/llms\/token_usage_tracking<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcca \u6838\u5fc3\u8981\u70b9\u4e03\uff1a\u6548\u679c\u8bc4\u4f30\u4e0e\u6301\u7eed\u4f18\u5316<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5185\u5bb9\u8d28\u91cf\u8bc4\u4f30\u6846\u67b6<\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1. \u81ea\u52a8\u5316\u8bc4\u5206\u7cfb\u7edf<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>class ContentQualityScorer:\n    \"\"\"\u5185\u5bb9\u8d28\u91cf\u81ea\u52a8\u8bc4\u5206\"\"\"\n    \n    async def score_content(self, content: str) -&gt; Dict:\n        \"\"\"\u591a\u7ef4\u5ea6\u8bc4\u5206\"\"\"\n        \n        scores = {}\n        \n        # 1. \u5438\u5f15\u529b\u8bc4\u5206\uff08\u5f00\u573a\u524d30\u79d2\uff09\n        scores&#91;'hook_quality'] = await self.evaluate_hook(\n            content&#91;:500]  # \u524d500\u5b57\u7b26\n        )\n        \n        # 2. \u7ed3\u6784\u5b8c\u6574\u6027\n        scores&#91;'structure'] = self.check_structure(content)\n        \n        # 3. \u4fe1\u606f\u5bc6\u5ea6\n        scores&#91;'info_density'] = self.calculate_density(content)\n        \n        # 4. \u53ef\u8bfb\u6027\n        scores&#91;'readability'] = self.analyze_readability(content)\n        \n        # 5. \u89c6\u89c9\u5143\u7d20\u4e30\u5bcc\u5ea6\n        scores&#91;'visual_richness'] = self.count_visual_elements(content)\n        \n        # \u7efc\u5408\u8bc4\u5206\n        overall = sum(scores.values()) \/ len(scores)\n        \n        return {\n            'overall_score': overall,\n            'detailed_scores': scores,\n            'pass': overall &gt;= 7.0\n        }\n    \n    async def evaluate_hook(self, opening: str) -&gt; float:\n        \"\"\"\u8bc4\u4f30\u5f00\u573a\u8d28\u91cf\"\"\"\n        prompt = f\"\"\"\n        \u8bc4\u4f30\u4ee5\u4e0b\u5f00\u573a\u7684\u5438\u5f15\u529b\uff080-10\u5206\uff09\uff1a\n        \n        {opening}\n        \n        \u8bc4\u5206\u6807\u51c6\uff1a\n        - \u662f\u5426\u7acb\u5373\u6293\u4f4f\u6ce8\u610f\u529b\uff1f\n        - \u662f\u5426\u5236\u9020\u60ac\u5ff5\u6216\u597d\u5947\u5fc3\uff1f\n        - \u662f\u5426\u6709\u89c6\u89c9\u51b2\u51fb\u70b9\uff1f\n        \n        \u53ea\u8fd4\u56de\u6570\u5b57\u8bc4\u5206\u3002\n        \"\"\"\n        \n        response = await self.llm.ainvoke(prompt)\n        return float(response.content.strip())\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2. A\/B\u6d4b\u8bd5\u6846\u67b6<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>class ABTestManager:\n    \"\"\"\u5185\u5bb9A\/B\u6d4b\u8bd5\u7ba1\u7406\"\"\"\n    \n    async def create_variants(self, topic: str, n_variants: int = 3):\n        \"\"\"\u751f\u6210\u591a\u4e2a\u7248\u672c\u7528\u4e8e\u6d4b\u8bd5\"\"\"\n        \n        variants = &#91;]\n        \n        for i in range(n_variants):\n            # \u4f7f\u7528\u4e0d\u540c\u7684temperature\u751f\u6210\u53d8\u4f53\n            variant = await generate_script(\n                topic=topic,\n                temperature=0.7 + i * 0.1,  # 0.7, 0.8, 0.9\n                style=f\"variant_{i}\"\n            )\n            \n            variants.append({\n                'id': f\"variant_{i}\",\n                'content': variant,\n                'temperature': 0.7 + i * 0.1\n            })\n        \n        return variants\n    \n    def analyze_performance(self, variant_id: str, metrics: Dict):\n        \"\"\"\u5206\u6790\u53d8\u4f53\u8868\u73b0\"\"\"\n        \n        # \u8bb0\u5f55\u6307\u6807\n        self.db.insert_metrics(\n            variant_id=variant_id,\n            views=metrics&#91;'views'],\n            engagement_rate=metrics&#91;'engagement'],\n            avg_watch_time=metrics&#91;'watch_time'],\n            conversion=metrics&#91;'conversion']\n        )\n        \n        # \u8ba1\u7b97\u7efc\u5408\u5f97\u5206\n        score = (\n            metrics&#91;'engagement'] * 0.4 +\n            metrics&#91;'watch_time'] \/ metrics&#91;'duration'] * 0.3 +\n            metrics&#91;'conversion'] * 0.3\n        )\n        \n        return score\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u53cd\u9988\u5faa\u73af\u8bbe\u8ba1<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>\u5185\u5bb9\u751f\u6210 \u2192 \u53d1\u5e03 \u2192 \u6570\u636e\u6536\u96c6 \u2192 \u5206\u6790 \u2192 \u4f18\u5316Prompt \u2192 \u5185\u5bb9\u751f\u6210\n   \u2191                                                      \u2193\n   \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5b9e\u73b0\u4ee3\u7801\uff1a<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>class FeedbackLoop:\n    \"\"\"\u6301\u7eed\u4f18\u5316\u53cd\u9988\u5faa\u73af\"\"\"\n    \n    async def optimize_prompts(self, performance_data: List&#91;Dict]):\n        \"\"\"\u57fa\u4e8e\u8868\u73b0\u6570\u636e\u4f18\u5316Prompts\"\"\"\n        \n        # 1. \u5206\u6790\u9ad8\u8868\u73b0\u5185\u5bb9\u7684\u5171\u540c\u7279\u5f81\n        top_performers = &#91;\n            d for d in performance_data \n            if d&#91;'score'] &gt;= 8.0\n        ]\n        \n        # 2. \u63d0\u53d6\u6210\u529f\u6a21\u5f0f\n        patterns = await self.extract_patterns(top_performers)\n        \n        # 3. \u751f\u6210\u4f18\u5316\u5efa\u8bae\n        optimization_prompt = f\"\"\"\n        \u5206\u6790\u4ee5\u4e0b\u9ad8\u8868\u73b0\u5185\u5bb9\u7684\u5171\u540c\u7279\u5f81\uff1a\n        \n        {json.dumps(patterns, indent=2, ensure_ascii=False)}\n        \n        \u8bf7\u63d0\u4f9bPrompt\u4f18\u5316\u5efa\u8bae\uff1a\n        1. \u5e94\u8be5\u5f3a\u5316\u54ea\u4e9b\u5143\u7d20\uff1f\n        2. \u5e94\u8be5\u907f\u514d\u54ea\u4e9b\u6a21\u5f0f\uff1f\n        3. \u5177\u4f53\u7684Prompt\u6539\u8fdb\u65b9\u6848\n        \"\"\"\n        \n        suggestions = await self.llm.ainvoke(optimization_prompt)\n        \n        # 4. \u66f4\u65b0Prompt\u6a21\u677f\n        await self.update_prompt_templates(suggestions.content)\n        \n        return suggestions.content\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u5173\u952e\u6307\u6807\u8ffd\u8e2a\uff08KPI\uff09<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6307\u6807\u7c7b\u522b<\/th><th>\u5177\u4f53\u6307\u6807<\/th><th>\u76ee\u6807\u503c<\/th><th>\u8ffd\u8e2a\u65b9\u5f0f<\/th><\/tr><\/thead><tbody><tr><td><strong>\u751f\u4ea7\u6548\u7387<\/strong><\/td><td>\u5e73\u5747\u751f\u6210\u65f6\u95f4<\/td><td>&lt;5\u5206\u949f<\/td><td>\u7cfb\u7edf\u65e5\u5fd7<\/td><\/tr><tr><td><strong>\u5185\u5bb9\u8d28\u91cf<\/strong><\/td><td>AI\u8bc4\u5206<\/td><td>\u22658.0\/10<\/td><td>\u81ea\u52a8\u8bc4\u5206\u7cfb\u7edf<\/td><\/tr><tr><td><strong>\u53d7\u4f17\u53cd\u9988<\/strong><\/td><td>\u4e92\u52a8\u7387<\/td><td>&gt;5%<\/td><td>\u5e73\u53f0\u5206\u6790<\/td><\/tr><tr><td><strong>\u89c2\u770b\u5b8c\u6210\u7387<\/strong><\/td><td>\u5e73\u5747\u89c2\u770b\u65f6\u957f<\/td><td>&gt;60%<\/td><td>\u89c6\u9891\u5206\u6790<\/td><\/tr><tr><td><strong>\u8f6c\u5316\u6548\u679c<\/strong><\/td><td>CTA\u70b9\u51fb\u7387<\/td><td>&gt;3%<\/td><td>UTM\u8ffd\u8e2a<\/td><\/tr><tr><td><strong>\u6210\u672c\u6548\u76ca<\/strong><\/td><td>\u6bcf\u7bc7\u6210\u672c<\/td><td>&lt;$5<\/td><td>\u6210\u672c\u8ffd\u8e2a\u5668<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u6570\u636e\u53ef\u89c6\u5316Dashboard<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>import plotly.graph_objects as go\n\nclass AnalyticsDashboard:\n    \"\"\"\u6570\u636e\u5206\u6790\u4eea\u8868\u677f\"\"\"\n    \n    def generate_report(self, date_range: tuple):\n        \"\"\"\u751f\u6210\u5206\u6790\u62a5\u544a\"\"\"\n        \n        data = self.fetch_metrics(date_range)\n        \n        # 1. \u5185\u5bb9\u4ea7\u91cf\u8d8b\u52bf\n        fig1 = go.Figure()\n        fig1.add_trace(go.Scatter(\n            x=data&#91;'dates'],\n            y=data&#91;'content_count'],\n            name='\u65e5\u4ea7\u91cf'\n        ))\n        \n        # 2. \u8d28\u91cf\u5f97\u5206\u5206\u5e03\n        fig2 = go.Figure()\n        fig2.add_trace(go.Histogram(\n            x=data&#91;'quality_scores'],\n            name='\u8d28\u91cf\u5206\u5e03'\n        ))\n        \n        # 3. \u6210\u672c\u8d8b\u52bf\n        fig3 = go.Figure()\n        fig3.add_trace(go.Bar(\n            x=data&#91;'dates'],\n            y=data&#91;'daily_costs'],\n            name='\u6bcf\u65e5\u6210\u672c'\n        ))\n        \n        # \u751f\u6210HTML\u62a5\u544a\n        html = f\"\"\"\n        &lt;html&gt;\n        &lt;head&gt;&lt;title&gt;\u5185\u5bb9\u521b\u4f5c\u5206\u6790\u62a5\u544a&lt;\/title&gt;&lt;\/head&gt;\n        &lt;body&gt;\n            &lt;h1&gt;\u5468\u671f\uff1a{date_range&#91;0]} \u81f3 {date_range&#91;1]}&lt;\/h1&gt;\n            {fig1.to_html()}\n            {fig2.to_html()}\n            {fig3.to_html()}\n        &lt;\/body&gt;\n        &lt;\/html&gt;\n        \"\"\"\n        \n        return html\n<\/code><\/pre>\n\n\n\n<p><strong>\u53c2\u8003\u8d44\u6e90\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/analytics.google.com\/\" target=\"_blank\" rel=\"noopener\" title=\"Google Analytics 4: https:\/\/analytics.google.com\/\">Google Analytics 4: https:\/\/analytics.google.com\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/developers.google.com\/youtube\/analytics\" target=\"_blank\" rel=\"noopener\" title=\"YouTube Analytics API: https:\/\/developers.google.com\/youtube\/analytics\">YouTube Analytics API: https:\/\/developers.google.com\/youtube\/analytics<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/plotly.com\/python\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Plotly\u53ef\u89c6\u5316: https:\/\/plotly.com\/python\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/streamlit.io\/\" target=\"_blank\" rel=\"noopener\" title=\"Streamlit Dashboard\">Streamlit Dashboard<\/a>: https:\/\/streamlit.io\/<\/li>\n<\/ul>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"#top\" title=\"\u8fd4\u56de\u7d22\u5f15\">\u8fd4\u56de\u7d22\u5f15<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"E\">E) \u603b\u7ed3\u4e0e\u884c\u52a8\u5efa\u8bae<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7acb\u5373\u53ef\u6267\u884c\uff08\u672c\u5468\u5185\uff09\uff1a<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u2705 <strong>\u9009\u62e9\u6280\u672f\u65b9\u6848<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u975e\u6280\u672f\u4eba\u5458\uff1a\u90e8\u7f72n8n\uff0c\u6d4b\u8bd5\u57fa\u7840\u5de5\u4f5c\u6d41<\/li>\n\n\n\n<li>\u5f00\u53d1\u8005\uff1a\u642d\u5efaPython + LangChain\u6846\u67b6<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u2705 <strong>\u8bbe\u8ba1Prompt\u6a21\u677f<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u521b\u5efa3-5\u4e2a\u4e0d\u540c\u573a\u666f\u7684Prompt<\/li>\n\n\n\n<li>\u8fdb\u884c\u5c0f\u89c4\u6a21\u6d4b\u8bd5\uff0c\u6536\u96c6\u53cd\u9988<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u2705 <strong>\u5efa\u7acb\u8bc4\u4f30\u6807\u51c6<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5b9a\u4e49\u4f60\u7684\u5185\u5bb9\u8d28\u91cf\u6807\u51c6<\/li>\n\n\n\n<li>\u8bbe\u7f6e\u6700\u5c0f\u53ef\u63a5\u53d7\u8d28\u91cf\u9608\u503c<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u77ed\u671f\u4f18\u5316\uff081-2\u5468\uff09\uff1a<\/strong><\/h3>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li>\u2705 <strong>\u5b9e\u65bd\u6210\u672c\u63a7\u5236<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u914d\u7f6e\u667a\u80fd\u6a21\u578b\u9009\u62e9\u5668<\/li>\n\n\n\n<li>\u542f\u7528\u7f13\u5b58\u673a\u5236<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u2705 <strong>\u6784\u5efa\u53cd\u9988\u5faa\u73af<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6536\u96c6\u524d10\u7bc7\u5185\u5bb9\u7684\u6570\u636e<\/li>\n\n\n\n<li>\u5206\u6790\u5e76\u4f18\u5316Prompts<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u957f\u671f\u8fed\u4ee3\uff081-3\u4e2a\u6708\uff09\uff1a<\/strong><\/h3>\n\n\n\n<ol start=\"6\" class=\"wp-block-list\">\n<li>\u2705 <strong>\u89c4\u6a21\u5316\u90e8\u7f72<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4ece\u5355\u4e2a\u4e3b\u9898\u6269\u5c55\u5230\u6279\u91cf\u751f\u4ea7<\/li>\n\n\n\n<li>\u5b9e\u73b0\u591a\u5e73\u53f0\u81ea\u52a8\u53d1\u5e03<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u2705 <strong>\u6301\u7eed\u4f18\u5316<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e\u6570\u636e\u4e0d\u65ad\u8c03\u6574\u7b56\u7565<\/li>\n\n\n\n<li>\u63a2\u7d22\u65b0\u7684AI\u6a21\u578b\u548c\u6280\u672f<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"#top\" title=\"\u8fd4\u56de\u7d22\u5f15\">\u8fd4\u56de\u7d22\u5f15<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"F\">F) \u5ef6\u4f38\u9605\u8bfb\u8d44\u6e90<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6838\u5fc3\u6587\u6863<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/docs.anthropic.com\/\">Anthropic Claude\u6587\u6863<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/python.langchain.com\/\">LangChain\u5b98\u65b9\u6307\u5357<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.promptingguide.ai\/\">Prompt Engineering Guide<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6280\u672f\u6846\u67b6<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/n8n.io\/\">n8n Workflow Automation<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/microsoft.github.io\/autogen\/\">Microsoft AutoGen<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/joaomdmoura\/crewAI\">CrewAI Multi-Agent Framework<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5b66\u4e60\u8d44\u6e90<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.deeplearning.ai\/short-courses\/\">\u5434\u6069\u8fbe Prompt Engineering\u8bfe\u7a0b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/anthropics\/anthropic-cookbook\">Anthropic Cookbook<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/academy.langchain.com\/\">LangChain Academy<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u793e\u533a\u4e0e\u6848\u4f8b<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Reddit: r\/LangChain, r\/ClaudeAI<\/li>\n\n\n\n<li>Discord: LangChain, n8n Community<\/li>\n\n\n\n<li>GitHub Topics: #content-automation, #ai-agents<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6700\u540e\u63d0\u9192\uff1a<\/strong><\/p>\n\n\n\n<p>AI\u5185\u5bb9\u521b\u4f5c\u4e0d\u662f&#8221;\u8bbe\u7f6e\u540e\u5c31\u5fd8\u8bb0&#8221;\u7684\u7cfb\u7edf\uff0c\u800c\u662f\u9700\u8981<strong>\u6301\u7eed\u4f18\u5316<\/strong>\u7684\u8fc7\u7a0b\u3002\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\ud83c\udfaf \u660e\u786e\u4f60\u7684\u5185\u5bb9\u76ee\u6807\u548c\u53d7\u4f17<\/li>\n\n\n\n<li>\ud83d\udd04 \u5efa\u7acb\u5feb\u901f\u7684\u6d4b\u8bd5-\u53cd\u9988\u5faa\u73af<\/li>\n\n\n\n<li>\ud83d\udcca \u7528\u6570\u636e\u9a71\u52a8\u51b3\u7b56\uff0c\u800c\u975e\u76f4\u89c9<\/li>\n\n\n\n<li>\ud83d\udca1 \u4e0d\u65ad\u5b9e\u9a8c\u65b0\u7684Prompt\u548c\u7ed3\u6784<\/li>\n\n\n\n<li>\ud83d\ude80 \u4ece\u5c0f\u89c4\u6a21\u5f00\u59cb\uff0c\u9010\u6b65\u6269\u5c55<\/li>\n<\/ol>\n\n\n\n<p>\u795d\u4f60\u7684AI\u5185\u5bb9\u521b\u4f5c\u4e4b\u65c5\u6210\u529f\uff01\ud83c\udf89<\/p>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"#top\" title=\"\u8fd4\u56de\u7d22\u5f15\">\u8fd4\u56de\u7d22\u5f15<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI\u5185\u5bb9\u521b\u4f5c\u5b8c\u6574\u6307\u5357\u7cbe\u534e\u6458\u8981<br \/>\nAI\u5185\u5bb9\u521b\u4f5c\u5df2\u4ece\u7b80\u5355\u6587\u672c\u751f\u6210\u6f14\u8fdb\u4e3a\u7cfb\u7edf\u5316\u591aAgent\u534f\u4f5c\u6d41\u7a0b\u3002\u672c\u6307\u5357\u6db5\u76d6\u4e03\u5927\u6838\u5fc3\u8981\u70b9\uff1a\u7535\u5f71\u5f0fvs\u7eaa\u5f55\u7247\u5f0f\u53d9\u4e8b\u65b9\u6cd5\u8bba\u3001\u591aAgent\u4e13\u4e1a\u5206\u5de5\u4f53\u7cfb\u3001n8n\/LangChain\u6280\u672f\u6808\u9009\u62e9\u3001\u56db\u5c42Prompt\u5de5\u7a0b\u6846\u67b6\u3001\u81ea\u52a8\u5316Pipeline\u6784\u5efa\u3001\u667a\u80fd\u6210\u672c\u4f18\u5316\u7b56\u7565\uff08\u53ef\u8282\u770180%\u5f00\u9500\uff09\u4ee5\u53ca\u6570\u636e\u9a71\u52a8\u7684\u6301\u7eed\u4f18\u5316\u673a\u5236\u3002\u4ece\u5feb\u901f\u539f\u578b\u5230\u4f01\u4e1a\u7ea7\u90e8\u7f72\uff0c\u63d0\u4f9b\u5b8c\u6574\u5b9e\u65bd\u8def\u5f84\uff0c\u5e2e\u52a9\u521b\u4f5c\u8005\u6784\u5efa\u9ad8\u6548\u3001\u53ef\u6269\u5c55\u7684AI\u5185\u5bb9\u751f\u4ea7\u7cfb\u7edf\uff0c\u5b9e\u73b0\u4ece\u4e3b\u9898\u7814\u7a76\u5230\u53d1\u5e03\u8ffd\u8e2a\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u3002<\/p>\n","protected":false},"author":1,"featured_media":8145,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15,31,18,13,7],"tags":[],"class_list":["post-8144","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-chinese-","category-education","category-quantum-and-u","category-quantum-mindset-programme"],"aioseo_notices":[],"featured_image_src":"https:\/\/meta-quantum.today\/wp-content\/uploads\/2026\/01\/2026-01-29-at-5.35.23-PM.jpeg","featured_image_src_square":"https:\/\/meta-quantum.today\/wp-content\/uploads\/2026\/01\/2026-01-29-at-5.35.23-PM.jpeg","author_info":{"display_name":"coffee","author_link":"https:\/\/meta-quantum.today\/?author=1"},"rbea_author_info":{"display_name":"coffee","author_link":"https:\/\/meta-quantum.today\/?author=1"},"rbea_excerpt_info":"AI\u5185\u5bb9\u521b\u4f5c\u5b8c\u6574\u6307\u5357\u7cbe\u534e\u6458\u8981\nAI\u5185\u5bb9\u521b\u4f5c\u5df2\u4ece\u7b80\u5355\u6587\u672c\u751f\u6210\u6f14\u8fdb\u4e3a\u7cfb\u7edf\u5316\u591aAgent\u534f\u4f5c\u6d41\u7a0b\u3002\u672c\u6307\u5357\u6db5\u76d6\u4e03\u5927\u6838\u5fc3\u8981\u70b9\uff1a\u7535\u5f71\u5f0fvs\u7eaa\u5f55\u7247\u5f0f\u53d9\u4e8b\u65b9\u6cd5\u8bba\u3001\u591aAgent\u4e13\u4e1a\u5206\u5de5\u4f53\u7cfb\u3001n8n\/LangChain\u6280\u672f\u6808\u9009\u62e9\u3001\u56db\u5c42Prompt\u5de5\u7a0b\u6846\u67b6\u3001\u81ea\u52a8\u5316Pipeline\u6784\u5efa\u3001\u667a\u80fd\u6210\u672c\u4f18\u5316\u7b56\u7565\uff08\u53ef\u8282\u770180%\u5f00\u9500\uff09\u4ee5\u53ca\u6570\u636e\u9a71\u52a8\u7684\u6301\u7eed\u4f18\u5316\u673a\u5236\u3002\u4ece\u5feb\u901f\u539f\u578b\u5230\u4f01\u4e1a\u7ea7\u90e8\u7f72\uff0c\u63d0\u4f9b\u5b8c\u6574\u5b9e\u65bd\u8def\u5f84\uff0c\u5e2e\u52a9\u521b\u4f5c\u8005\u6784\u5efa\u9ad8\u6548\u3001\u53ef\u6269\u5c55\u7684AI\u5185\u5bb9\u751f\u4ea7\u7cfb\u7edf\uff0c\u5b9e\u73b0\u4ece\u4e3b\u9898\u7814\u7a76\u5230\u53d1\u5e03\u8ffd\u8e2a\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u3002","category_list":"<a href=\"https:\/\/meta-quantum.today\/?cat=15\" rel=\"category\">AI<\/a>, <a href=\"https:\/\/meta-quantum.today\/?cat=31\" rel=\"category\">Chinese\/\u4e2d\u6587<\/a>, <a href=\"https:\/\/meta-quantum.today\/?cat=18\" rel=\"category\">Education<\/a>, <a href=\"https:\/\/meta-quantum.today\/?cat=13\" rel=\"category\">Quantum and U<\/a>, <a href=\"https:\/\/meta-quantum.today\/?cat=7\" rel=\"category\">Quantum Mindset Programme<\/a>","comments_num":"0 comments","_links":{"self":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts\/8144","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8144"}],"version-history":[{"count":11,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts\/8144\/revisions"}],"predecessor-version":[{"id":8156,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts\/8144\/revisions\/8156"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/media\/8145"}],"wp:attachment":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8144"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8144"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8144"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}