{"id":28845,"date":"2026-02-04T09:17:10","date_gmt":"2026-02-04T01:17:10","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=28845"},"modified":"2026-02-04T09:17:10","modified_gmt":"2026-02-04T01:17:10","slug":"langgraph-%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%9a%e4%bb%8e%e9%9b%b6%e6%9e%84%e5%bb%ba%e4%b8%80%e4%b8%aa%e4%bc%9a%e6%80%9d%e8%80%83%e7%9a%84-ai-%e6%99%ba%e8%83%bd%e4%bd%93","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/02\/04\/28845\/","title":{"rendered":"LangGraph \u5b9e\u6218\u6307\u5357\uff1a\u4ece\u96f6\u6784\u5efa\u4e00\u4e2a\u4f1a\u201c\u601d\u8003\u201d\u7684 AI \u667a\u80fd\u4f53"},"content":{"rendered":"<div>\n<p><img data-dominant-color=\"7fbad0\" data-has-transparency=\"false\" style=\"--dominant-color: #7fbad0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-28847\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/782e0ae91c6d3ec35e2968b4dd275824e4f2cb-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/782e0ae91c6d3ec35e2968b4dd275824e4f2cb-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/782e0ae91c6d3ec35e2968b4dd275824e4f2cb-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<\/div>\n<div><\/div>\n<div class=\"article-desc\">\u672a\u6765\u7684\u6539\u8fdb\u65b9\u5411\u6709\u5f88\u591a\uff1a\u8bbe\u8ba1\u66f4\u7cbe\u51c6\u7684\u63d0\u793a\u8bcd\u3001\u63a5\u5165\u7761\u7720\/\u5fc3\u7387\u7b49\u66f4\u591a\u6570\u636e\u6e90\u3001\u52a0\u5165\u7528\u6237\u53cd\u9988\u95ed\u73af\u3002\u4f46\u6700\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e9b\u6539\u8fdb\u90fd\u53ef\u4ee5\u5728\u73b0\u6709\u56fe\u5f62\u5316\u67b6\u6784\u4e0a\u6e10\u8fdb\u5f0f\u5730\u5b8c\u6210\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u4f60\u662f\u5426\u66fe\u4e3a\u8bbe\u8ba1\u4e00\u4e2a\u590d\u6742\u7684 AI \u5de5\u4f5c\u6d41\u800c\u5934\u75bc\uff1f\u60f3\u8ba9 AI \u6839\u636e\u60c5\u51b5\u52a8\u6001\u51b3\u5b9a\u4e0b\u4e00\u6b65\uff0c\u800c\u4e0d\u662f\u673a\u68b0\u5730\u8d70\u5b8c\u56fa\u5b9a\u6d41\u7a0b\uff1f<\/p>\n<p>\u5982\u679c\u4f60\u4e5f\u6709\u8fd9\u6837\u7684\u75db\u70b9\uff0c\u90a3\u4e48\u4eca\u5929\u4ecb\u7ecd\u7684\u00a0<strong>LangGraph<\/strong>\uff0c\u53ef\u80fd\u5c31\u662f\u4f60\u5728\u5bfb\u627e\u7684\u7b54\u6848\u3002<\/p>\n<p>\u8fc7\u53bb\u4e24\u5e74\uff0c\u4ece\u667a\u80fd\u5ba2\u670d\u5230\u81ea\u52a8\u5316\u52a9\u624b\uff0c\u4ece\u8bed\u97f3\u673a\u5668\u4eba\u5230\u5185\u90e8\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u51e0\u4e4e\u6240\u6709\u6211\u6784\u5efa\u7684\u3001\u9700\u8981\u201c\u601d\u8003\u201d\u7684 AI \u5e94\u7528\uff0c\u6838\u5fc3\u90fd\u79bb\u4e0d\u5f00 LangGraph\u3002\u5b83\u4e0d\u4ec5\u662f\u6211\u4e2a\u4eba\u5b9e\u9a8c\u9879\u76ee\u7684\u9996\u9009\uff0c\u66f4\u9891\u7e41\u51fa\u73b0\u5728\u5ba2\u6237\u7684\u751f\u4ea7\u7cfb\u7edf\u4e2d\u3002<\/p>\n<p>\u5728\u6df1\u5165\u65b0\u7279\u6027\u548c\u66f4\u4f18\u96c5\u7684 API \u4e4b\u524d\uff0c\u6211\u4eec\u5148\u641e\u6e05\u695a LangGraph \u4e3a\u4f55\u800c\u751f\u3002<\/p>\n<h3>\u4e00\u3001LangGraph \u6838\u5fc3\uff1a\u8ba9 AI \u5de5\u4f5c\u6d41\u201c\u6d3b\u201d\u8d77\u6765<\/h3>\n<p>\u7b80\u5355\u8bf4\uff0c<strong>LangGraph \u662f\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u4e3a LLM \u5e94\u7528\u63d0\u4f9b\u663e\u5f0f\u63a7\u5236\u6d41\u7684\u5e93\u3002<\/strong><\/p>\n<p>\u4f20\u7edf\u7684 AI \u6d41\u6c34\u7ebf\u901a\u5e38\u662f\u00a0<strong>\u6709\u5411\u65e0\u73af\u56fe (DAG)\uff1a\u4e00\u8def\u5411\u524d\uff0c\u6c38\u4e0d\u56de\u5934\u3002\u8fd9\u80fd\u6ee1\u8db3\u8bb8\u591a\u9700\u6c42\uff0c\u4f46\u5f53\u4f60\u60f3\u8981\u4e00\u4e2a\u80fd\u8fed\u4ee3\u3001\u91cd\u65b0\u8bc4\u4f30\u3001\u52a8\u6001\u51b3\u5b9a\u4e0b\u4e00\u6b65<\/strong>\u7684\u7cfb\u7edf\u65f6\uff0c\u5b83\u5c31\u529b\u4e0d\u4ece\u5fc3\u4e86\u3002<\/p>\n<p>LangGraph \u7684\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\u5141\u8bb8\u56fe\u4e2d\u5b58\u5728<strong>\u5faa\u73af<\/strong>\u3002\u8282\u70b9\u53ef\u4ee5\u88ab\u91cd\u590d\u8bbf\u95ee\uff0c\u51b3\u7b56\u53ef\u4ee5\u57fa\u4e8e\u7ed3\u679c\u53cd\u590d\u8c03\u6574\u3002\u8fd9\u4f7f\u5f97\u6784\u5efa\u80fd\u591f\u89c4\u5212\u3001\u6267\u884c\u3001\u89c2\u5bdf\u7ed3\u679c\u5e76\u6301\u7eed\u8fd0\u884c\u76f4\u81f3\u6ee1\u8db3\u505c\u6b62\u6761\u4ef6\u7684\u667a\u80fd\u4f53\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n<p><img data-dominant-color=\"f4f5f4\" data-has-transparency=\"true\" style=\"--dominant-color: #f4f5f4;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-28848\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/07f3d8648edb90f6d32590f8cad882fc8e9386.png\" width=\"700\" height=\"317\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/07f3d8648edb90f6d32590f8cad882fc8e9386.png 700w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/07f3d8648edb90f6d32590f8cad882fc8e9386-300x136.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/07f3d8648edb90f6d32590f8cad882fc8e9386-150x68.png 150w\" sizes=\"auto, (max-width: 700px) 100vw, 700px\" \/><\/p>\n<h3>\u7406\u89e3\u8fd9\u4e09\u4e2a\u6982\u5ff5\uff0c\u5c31\u7406\u89e3\u4e86 LangGraph<\/h3>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-PSSamIbJ\">\n<li data-id=\"ld70c578-IDJcU8Z3\"><strong>\u72b6\u6001\uff1a\u667a\u80fd\u4f53\u7684\u201c\u8bb0\u5fc6\u201d<\/strong><br \/>\n\u8fd9\u662f\u4e00\u4e2a\u8d2f\u7a7f\u6574\u4e2a\u56fe\u7684\u5171\u4eab\u6570\u636e\u7ed3\u6784\u3002\u6bcf\u4e2a\u8282\u70b9\u90fd\u80fd\u8bfb\u53d6\u5f53\u524d\u72b6\u6001\uff0c\u5e76\u8fd4\u56de\u66f4\u65b0\u3002\u5b83\u5305\u542b\u4e86\u5bf9\u8bdd\u5386\u53f2\u3001\u51b3\u7b56\u7ed3\u679c\u3001\u5de5\u5177\u8f93\u51fa\u7b49\u6240\u6709\u9700\u8981\u8de8\u6b65\u9aa4\u4fdd\u7559\u7684\u4fe1\u606f\u3002<\/li>\n<li data-id=\"ld70c578-ulyhCdYt\"><strong>\u8282\u70b9\uff1a\u4e13\u6ce8\u7684\u201c\u884c\u4e3a\u5355\u5143\u201d<\/strong><br \/>\n\u6bcf\u4e2a\u8282\u70b9\u53ea\u505a\u4e00\u4ef6\u4e8b\uff1a\u8c03\u7528 LLM\u3001\u6267\u884c\u5de5\u5177\u3001\u8f6c\u6362\u6570\u636e\u6216\u505a\u51fa\u8def\u7531\u51b3\u7b56\u3002\u4fdd\u6301\u8282\u70b9\u5c0f\u5de7\u3001\u4e13\u6ce8\uff0c\u80fd\u8ba9\u667a\u80fd\u4f53\u66f4\u6613\u6d4b\u8bd5\u548c\u8fed\u4ee3\u3002<\/li>\n<li data-id=\"ld70c578-jcKDOu3j\"><strong>\u8fb9\uff1a\u6e05\u6670\u7684\u201c\u63a7\u5236\u6d41\u201d<\/strong><br \/>\n\u8fb9\u5b9a\u4e49\u4e86\u6267\u884c\u5982\u4f55\u4ece\u4e00\u4e2a\u8282\u70b9\u8f6c\u79fb\u5230\u4e0b\u4e00\u4e2a\u8282\u70b9\u3002\u5b83\u4eec\u7f16\u7801\u4e86\u4ee3\u7406\u7684\u63a7\u5236\u6d41\uff0c\u53ef\u4ee5\u662f\uff1a<\/li>\n<\/ol>\n<ul data-id=\"udcdd064-aflJ5Dam\">\n<li data-id=\"ld70c578-avdjAEMs\">\u987a\u5e8f\uff08\u59cb\u7ec8\u79fb\u52a8\u5230\u4e0b\u4e00\u4e2a\u8282\u70b9\uff09<\/li>\n<li data-id=\"ld70c578-nb9HkTk8\">\u6761\u4ef6\u5f0f\uff08\u6839\u636e\u72b6\u6001\u9009\u62e9\u4e0b\u4e00\u4e2a\u8282\u70b9\uff09<\/li>\n<li data-id=\"ld70c578-IwAweF0z\">\u5faa\u73af\uff08\u8fd4\u56de\u5230\u4e0a\u4e00\u4e2a\u8282\u70b9\uff09<\/li>\n<\/ul>\n<p>LangGraph \u901a\u8fc7\u663e\u5f0f\u5b9a\u4e49\u8fb9\uff0c\u4f7f\u63a7\u5236\u6d41\u5728\u56fe\u4e2d\u6e05\u6670\u53ef\u89c1\uff0c\u800c\u4e0d\u662f\u5c06\u5176\u9690\u85cf\u5728\u63d0\u793a\u903b\u8f91\u4e2d\u3002\u8fd9\u4f7f\u5f97\u7406\u89e3\u4ee3\u7406\u4f55\u65f6\u5faa\u73af\u3001\u4f55\u65f6\u5206\u652f\u4ee5\u53ca\u4f55\u65f6\u7ec8\u6b62\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002<\/p>\n<p>\u7406\u8bba\u8bf4\u5b8c\u4e86\uff0c\u8ba9\u6211\u4eec\u52a8\u624b\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4e00\u6b65\u6b65\u6784\u5efa\u4e00\u4e2a<strong>\u57fa\u4e8e Strava \u7684\u667a\u80fd\u8bad\u7ec3\u6559\u7ec3<\/strong>\uff0c\u770b\u770b\u5982\u4f55\u7528\u72b6\u6001\u3001\u8282\u70b9\u548c\u8fb9\uff0c\u6253\u9020\u4e00\u4e2a\u80fd\u6839\u636e\u771f\u5b9e\u8bad\u7ec3\u6570\u636e\u81ea\u52a8\u8c03\u6574\u8ba1\u5212\u7684 AI \u667a\u80fd\u4f53\u3002<\/p>\n<h3>\u4e8c\u3001\u624b\u628a\u624b\u5b9e\u6218\uff1a\u6784\u5efa\u4f60\u7684 Strava \u8bad\u7ec3\u6559\u7ec3<\/h3>\n<h4>\u7b2c\u4e00\u6b65\uff1a\u5c06\u76ee\u6807\u62c6\u89e3\u4e3a\u6e05\u6670\u6b65\u9aa4<\/h4>\n<p>\u9996\u5148\uff0c\u6211\u4eec\u8981\u628a\u201c\u81ea\u52a8\u8bad\u7ec3\u6559\u7ec3\u201d\u8fd9\u4e2a\u5927\u76ee\u6807\uff0c\u62c6\u89e3\u6210\u4e00\u4e2a\u4e2a\u6e05\u6670\u7684\u3001\u53ef\u6267\u884c\u7684<strong>\u8282\u70b9<\/strong>\u3002<\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b\u8fd9\u4e2a\u667a\u80fd\u4f53\u7684\u5de5\u4f5c\u6d41\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-E0QaGcnF\">\n<li data-id=\"ld70c578-w0S1Z4zD\"><strong>\u8fde\u63a5\u5230 Strava \u5e10\u6237<\/strong>\u5e76\u67e5\u770b\u6700\u8fd1\u7684\u6d3b\u52a8\uff08\u8dd1\u6b65\u3001\u8d8a\u91ce\u8dd1\u7b49\uff09\u3002<\/li>\n<li data-id=\"ld70c578-kKn5Z9Iu\"><strong>\u4e86\u89e3\u4f60\u7684\u76ee\u6807<\/strong>\uff08\u6bd4\u8d5b\u8ddd\u79bb\/\u65e5\u671f\u3001\u76ee\u6807\u914d\u901f\/\u5b8c\u8d5b\u76ee\u6807\u3001\u6d77\u62d4\u53d8\u5316\u60c5\u51b5\uff09<\/li>\n<li data-id=\"ld70c578-L5hdj9Xp\"><strong>\u751f\u6210\u7b80\u6d01\u7684\u4e00\u5468\u8bad\u7ec3\u8ba1\u5212<\/strong>\uff0c\u5e76\u9075\u5b88\u8fdb\u5ea6\u4e0a\u9650\u548c\u51cf\u91cf\u8bad\u7ec3\u8ba1\u5212\u3002<\/li>\n<li data-id=\"ld70c578-sdyvTgno\"><strong>\u5bf9\u6bd4\u8ba1\u5212\u5de5\u4f5c\u4e0e\u5df2\u5b8c\u6210\u5de5\u4f5c<\/strong>\uff0c\u4ee5\u53d1\u73b0\u9519\u8fc7\/\u989d\u5916\/\u56f0\u96be\u7684\u5de5\u65f6\u548c\u8d85\u8d1f\u8377\u98ce\u9669\u3002<\/li>\n<li data-id=\"ld70c578-aTBLOFoW\"><strong>\u5f53\u51fa\u73b0\u98ce\u9669\u4fe1\u53f7\u65f6\uff0c\u8c03\u6574\u63a5\u4e0b\u6765\u4e00\u5468\u7684\u8ba1\u5212<\/strong>\uff0c\u5e76\u89e3\u91ca\u53d1\u751f\u4e86\u54ea\u4e9b\u53d8\u5316\u4ee5\u53ca\u539f\u56e0\u3002<\/li>\n<li data-id=\"ld70c578-CUPiCqwZ\"><strong>\u5982\u679c\u8bbe\u7f6e\u4e86 SMTP\uff0c\u5219\u901a\u8fc7\u7535\u5b50\u90ae\u4ef6\u53d1\u9001\u8ba1\u5212\uff1b<\/strong>\u5982\u679c\u672a\u8bbe\u7f6e\uff0c\u5219\u5728\u65e5\u5fd7\/\u7ec8\u7aef\u4e2d\u9884\u89c8\u3002<\/li>\n<\/ol>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u6e05\u6670\u5730\u6620\u5c04\u4e3a\u4e0b\u56fe\u4e2d\u7684\u8282\u70b9\u548c\u6d41\u5411\uff1a<\/p>\n<p><img data-dominant-color=\"f3f3f9\" data-has-transparency=\"true\" style=\"--dominant-color: #f3f3f9;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-28849\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/04899d288c1bb2490d2714b1a98bccf8a6d225.png\" width=\"1080\" height=\"78\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/04899d288c1bb2490d2714b1a98bccf8a6d225.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/04899d288c1bb2490d2714b1a98bccf8a6d225-300x22.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/04899d288c1bb2490d2714b1a98bccf8a6d225-1024x74.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/04899d288c1bb2490d2714b1a98bccf8a6d225-150x11.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/02\/04899d288c1bb2490d2714b1a98bccf8a6d225-768x55.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">graph LR\r\n    A<span class=\"token punctuation\">[<\/span>\u5f00\u59cb<span class=\"token punctuation\">]<\/span> <span class=\"token comment\">--&gt; B[\u540c\u6b65 Strava \u6d3b\u52a8]<\/span>\r\n    B <span class=\"token comment\">--&gt; C[\u6c47\u603b\u8fd1\u671f\u8bad\u7ec3]<\/span>\r\n    C <span class=\"token comment\">--&gt; D[\u8bc4\u4f30\u8fdb\u5ea6 vs \u76ee\u6807]<\/span>\r\n    D <span class=\"token comment\">--&gt; E[\u751f\u6210\u4e0b\u5468\u8ba1\u5212]<\/span>\r\n    E <span class=\"token comment\">--&gt; F{\u63a8\u8350\u7b56\u7565?}<\/span>\r\n    F <span class=\"token comment\">-- keep\/\u4fdd\u6301 --&gt; G[\u64b0\u5199\u5468\u62a5\u90ae\u4ef6]<\/span>\r\n    F <span class=\"token comment\">-- adjust or deload\/\u8c03\u6574\u6216\u51cf\u8f7d --&gt; H[\u8c03\u6574\u8ba1\u5212 &amp; \u6dfb\u52a0\u8b66\u544a]<\/span>\r\n    H <span class=\"token comment\">--&gt; G<\/span>\r\n    G <span class=\"token comment\">--&gt; I[\u53d1\u9001\u90ae\u4ef6]<\/span>\r\n    I <span class=\"token comment\">--&gt; J[\u7ed3\u675f]<\/span><\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>\u7b2c\u4e8c\u6b65\uff1a\u5b9a\u4e49\u6bcf\u4e2a\u8282\u70b9\u7684\u804c\u8d23<\/h4>\n<p>\u6bcf\u4e2a\u8282\u70b9\u9700\u8981\u4ec0\u4e48\uff1f\u4ea7\u51fa\u4ec0\u4e48\uff1f\u6211\u4eec\u5c06\u5176\u5206\u4e3a\u4e09\u7c7b\uff1a<\/p>\n<ul data-id=\"u738a58b-OeklkGm5\">\n<li data-id=\"ld70c578-YtBlUsX1\"><strong>\u6570\u636e\u8282\u70b9<\/strong>\uff1a\u4ece\u5916\u90e8\u83b7\u53d6\u4fe1\u606f\u3002\u5982<code>\u540c\u6b65 Strava \u6d3b\u52a8<\/code>\uff0c\u5b83\u9700\u8981 API \u5bc6\u94a5\uff0c\u4ea7\u51fa\u8fd1\u671f\u6d3b\u52a8\u5217\u8868\u3002<\/li>\n<li data-id=\"ld70c578-6qHSQWyp\"><strong>LLM \u8282\u70b9<\/strong>\uff1a\u8fdb\u884c\u5206\u6790\u3001\u63a8\u7406\u548c\u751f\u6210\u3002\u5982<code>\u8bc4\u4f30\u8fdb\u5ea6 vs \u76ee\u6807<\/code>\uff0c\u5b83\u9700\u8981\u6d3b\u52a8\u6c47\u603b\u548c\u76ee\u6807\uff0c\u4ea7\u51fa\u72b6\u6001\u8bc4\u4f30\u548c\u98ce\u9669\u63d0\u793a\u3002<\/li>\n<li data-id=\"ld70c578-bQ8NmxsK\"><strong>\u884c\u52a8\u8282\u70b9<\/strong>\uff1a\u4e0e\u5916\u90e8\u4e16\u754c\u4ea4\u4e92\u3002\u5982<code>\u53d1\u9001\u90ae\u4ef6<\/code>\uff0c\u5b83\u9700\u8981\u90ae\u4ef6\u5185\u5bb9\u548c\u5730\u5740\uff0c\u5b8c\u6210\u53d1\u9001\u52a8\u4f5c\u3002<\/li>\n<\/ul>\n<h4>\u7b2c\u4e09\u6b65\uff1a\u8bbe\u8ba1\u5171\u4eab\u201c\u72b6\u6001\u201d\uff08State\uff09<\/h4>\n<p>\u8282\u70b9\u4e4b\u95f4\u5982\u4f55\u4f20\u9012\u4fe1\u606f\uff1f\u9760<strong>\u72b6\u6001<\/strong>\u3002\u72b6\u6001\u662f\u667a\u80fd\u4f53\u7684\u5171\u4eab\u5185\u5b58\u3002<\/p>\n<p>\u5bf9\u4e8e\u8bad\u7ec3\u6559\u7ec3\uff0c\u72b6\u6001\u9700\u8981\u5305\u542b\uff1a<\/p>\n<ul data-id=\"u738a58b-V5bTIqBs\">\n<li data-id=\"ld70c578-RhEyM2MD\">\u539f\u59cb Strava \u6d3b\u52a8<\/li>\n<li data-id=\"ld70c578-SJevcwf7\">\u8bad\u7ec3\u6c47\u603b\u6570\u636e<\/li>\n<li data-id=\"ld70c578-sl3AFARm\">\u7528\u6237\u76ee\u6807\u548c\u7ea6\u675f<\/li>\n<li data-id=\"ld70c578-kNnjLLDD\">\u8bc4\u4f30\u7ed3\u679c\u548c\u98ce\u9669\u6807\u8bc6<\/li>\n<li data-id=\"ld70c578-82EnMQ1n\">\u751f\u6210\u7684\u8bad\u7ec3\u8ba1\u5212<\/li>\n<li data-id=\"ld70c578-57ai6egQ\">\u6700\u7ec8\u90ae\u4ef6\u5185\u5bb9<\/li>\n<\/ul>\n<p>\u6211\u4eec\u7528 TypedDict \u6765\u5b9a\u4e49\u5b83\uff0c\u786e\u4fdd\u7ed3\u6784\u6e05\u6670\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> TypedDict<span class=\"token punctuation\">,<\/span> Literal<span class=\"token punctuation\">,<\/span> List<span class=\"token punctuation\">,<\/span> Dict\r\n\r\nclass StravaTrainingAgentState<span class=\"token punctuation\">(<\/span>TypedDict<span class=\"token punctuation\">)<\/span>:\r\n    activities: List<span class=\"token punctuation\">[<\/span>Dict<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">|<\/span> None           <span class=\"token comment\"># \u539f\u59cb\u6d3b\u52a8\u6570\u636e<\/span>\r\n    training_summary: Dict <span class=\"token operator\">|<\/span> None           <span class=\"token comment\"># \u8bad\u7ec3\u6c47\u603b<\/span>\r\n    goal: Dict                              <span class=\"token comment\"># \u7528\u6237\u76ee\u6807<\/span>\r\n    sessions_per_week: <span class=\"token keyword\">int<\/span>                  <span class=\"token comment\"># \u6bcf\u5468\u8bad\u7ec3\u6b21\u6570\u7ea6\u675f<\/span>\r\n    evaluation: Dict <span class=\"token operator\">|<\/span> None                 <span class=\"token comment\"># \u8bc4\u4f30\u7ed3\u679c<\/span>\r\n    next_week_plan: List<span class=\"token punctuation\">[<\/span>Dict<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">|<\/span> None       <span class=\"token comment\"># \u4e0b\u5468\u8ba1\u5212<\/span>\r\n    weekly_email: str <span class=\"token operator\">|<\/span> None                <span class=\"token comment\"># \u751f\u6210\u7684\u90ae\u4ef6<\/span><\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>\u7b2c\u56db\u6b65\uff1a\u7528\u4ee3\u7801\u5b9e\u73b0\u6bcf\u4e2a\u8282\u70b9<\/h4>\n<p>\u8282\u70b9\u5c31\u662f\u4e00\u4e2a\u666e\u901a\u7684 Python \u51fd\u6570\uff1a\u63a5\u6536\u72b6\u6001\uff0c\u8fd4\u56de\u8981\u66f4\u65b0\u7684\u90e8\u5206\u3002<\/p>\n<p>\u4ee5\u6700\u6838\u5fc3\u7684\u00a0<code><strong>\u751f\u6210\u4e0b\u5468\u8ba1\u5212<\/strong><\/code>\u00a0\u8282\u70b9\u4e3a\u4f8b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">def generate_next_week_plan<span class=\"token punctuation\">(<\/span>state: StravaTrainingAgentState<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> dict:\r\n    <span class=\"token string\">\"\"\"LangGraph \u8282\u70b9\uff1a\u751f\u6210\u4e0b\u5468\u8bad\u7ec3\u8ba1\u5212\"\"\"<\/span>\r\n    llm <span class=\"token operator\">=<\/span> LLMService<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token comment\"># \u4e00\u4e2a\u5c01\u88c5\u597d\u7684 LLM \u8c03\u7528\u670d\u52a1<\/span>\r\n    goal <span class=\"token operator\">=<\/span> state<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"goal\"<\/span><span class=\"token punctuation\">]<\/span>\r\n    summary <span class=\"token operator\">=<\/span> state<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"training_summary\"<\/span><span class=\"token punctuation\">]<\/span>\r\n    sessions <span class=\"token operator\">=<\/span> state<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"sessions_per_week\"<\/span><span class=\"token punctuation\">]<\/span>\r\n    recommendation <span class=\"token operator\">=<\/span> state<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"evaluation\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"recommendation\"<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token comment\"># \u6765\u81ea\u4e0a\u4e00\u6b65\u7684\u8bc4\u4f30<\/span>\r\n\r\n    <span class=\"token comment\"># \u7cfb\u7edf\u63d0\u793a\u8bcd\uff1a\u8bbe\u5b9a\u89d2\u8272\u548c\u89c4\u5219<\/span>\r\n    system_prompt <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\"\"\r\n    \u4f60\u662f\u4e00\u540d\u8dd1\u6b65\u6559\u7ec3\u3002\u8bf7\u53ea\u8fd4\u56de\u6709\u6548\u7684 JSON \u683c\u5f0f\uff1a\r\n    \u4e00\u4e2a\u5305\u542b\u4ee5\u4e0b\u5b57\u6bb5\u7684\u4f1a\u8bdd\u5217\u8868\uff1a\u661f\u671f\u51e0\u3001\u63cf\u8ff0\u3001\u65f6\u957f(\u5206\u949f)\u3001\u5f3a\u5ea6\u3002\r\n    \u4e25\u683c\u9075\u5b88\u6bcf\u5468\u8bad\u7ec3\u6b21\u6570\u9650\u5236\u3002\u9664\u975e\u662f\u51cf\u8f7d\u5468\uff0c\u5426\u5219\u8fdb\u5ea6\u589e\u5e45\u4e0d\u8d85\u8fc710%\u3002\r\n    \"\"\"<\/span>\r\n\r\n    <span class=\"token comment\"># \u7528\u6237\u63d0\u793a\u8bcd\uff1a\u6ce8\u5165\u5177\u4f53\u4e0a\u4e0b\u6587<\/span>\r\n    user_prompt <span class=\"token operator\">=<\/span> f<span class=\"token string\">\"\"\"\r\n    \u76ee\u6807\uff1a{goal}\r\n    \u8fd1\u671f\u8bad\u7ec3\u6c47\u603b\uff1a{summary}\r\n    \u5f53\u524d\u5efa\u8bae\uff1a{recommendation}\r\n    \u6bcf\u5468\u8bad\u7ec3\u6b21\u6570\uff1a{sessions}\r\n    \"\"\"<\/span>\r\n\r\n    <span class=\"token comment\"># \u8c03\u7528 LLM \u751f\u6210\u8ba1\u5212<\/span>\r\n    plan_json <span class=\"token operator\">=<\/span> llm<span class=\"token punctuation\">.<\/span>structured_completion<span class=\"token punctuation\">(<\/span>system_prompt<span class=\"token punctuation\">,<\/span> user_prompt<span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">return<\/span> {<span class=\"token string\">\"next_week_plan\"<\/span>: json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>plan_json<span class=\"token punctuation\">)<\/span>}<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u4e2a\u8282\u70b9\u5b8c\u5168\u7531<strong>\u72b6\u6001\u9a71\u52a8<\/strong>\uff0c\u804c\u8d23\u5355\u4e00\uff0c\u975e\u5e38\u5bb9\u6613\u6d4b\u8bd5\u548c\u4f18\u5316\u3002<\/p>\n<h4>\u7b2c\u4e94\u6b65\uff1a\u5c06\u8282\u70b9\u201c\u7ec4\u88c5\u201d\u6210\u667a\u80fd\u4f53<\/h4>\n<p>\u8fd9\u662f\u8ba9\u667a\u80fd\u4f53\u201c\u6d3b\u201d\u8d77\u6765\u7684\u5173\u952e\u2014\u2014\u5b9a\u4e49\u63a7\u5236\u6d41\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">from<\/span> langgraph<span class=\"token punctuation\">.<\/span>graph <span class=\"token keyword\">import<\/span> StateGraph<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">START<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">END<\/span>\r\n\r\n<span class=\"token comment\"># 1. \u521b\u5efa\u56fe<\/span>\r\ngraph <span class=\"token operator\">=<\/span> StateGraph<span class=\"token punctuation\">(<\/span>StravaTrainingAgentState<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># 2. \u6dfb\u52a0\u6240\u6709\u8282\u70b9<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"sync_strava\"<\/span><span class=\"token punctuation\">,<\/span> sync_strava_activities<span class=\"token punctuation\">)<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"summarize\"<\/span><span class=\"token punctuation\">,<\/span> summarize_recent_training<span class=\"token punctuation\">)<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"evaluate\"<\/span><span class=\"token punctuation\">,<\/span> evaluate_progress_vs_goal<span class=\"token punctuation\">)<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"generate_plan\"<\/span><span class=\"token punctuation\">,<\/span> generate_next_week_plan<span class=\"token punctuation\">)<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"adjust_plan\"<\/span><span class=\"token punctuation\">,<\/span> adjust_plan_add_warnings<span class=\"token punctuation\">)<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"compose_email\"<\/span><span class=\"token punctuation\">,<\/span> compose_weekly_email<span class=\"token punctuation\">)<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"send_email\"<\/span><span class=\"token punctuation\">,<\/span> send_email<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># 3. \u6dfb\u52a0\u8fb9\uff08\u5b9a\u4e49\u6267\u884c\u987a\u5e8f\uff09<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token keyword\">START<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"sync_strava\"<\/span><span class=\"token punctuation\">)<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"sync_strava\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"summarize\"<\/span><span class=\"token punctuation\">)<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"summarize\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"evaluate\"<\/span><span class=\"token punctuation\">)<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"evaluate\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"generate_plan\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># 4. \u5173\u952e\uff01\u6dfb\u52a0\u201c\u6761\u4ef6\u8fb9\u201d\uff0c\u5b9e\u73b0\u667a\u80fd\u8def\u7531<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_conditional_edges<span class=\"token punctuation\">(<\/span>\r\n    <span class=\"token string\">\"generate_plan\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token comment\"># \u4ece\u54ea\u4e2a\u8282\u70b9\u5f00\u59cb\u5206\u652f<\/span>\r\n    <span class=\"token comment\"># \u8def\u7531\u51fd\u6570\uff1a\u6839\u636e\u72b6\u6001\u4e2d\u7684\u201c\u63a8\u8350\u7b56\u7565\u201d\u51b3\u5b9a\u4e0b\u4e00\u6b65<\/span>\r\n    lambda state: state<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"evaluation\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"recommendation\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    {\r\n        <span class=\"token string\">\"keep\"<\/span>: <span class=\"token string\">\"compose_email\"<\/span><span class=\"token punctuation\">,<\/span>      <span class=\"token comment\"># \u82e5\u7b56\u7565\u4e3a\u201c\u4fdd\u6301\u201d\uff0c\u76f4\u63a5\u53bb\u5199\u90ae\u4ef6<\/span>\r\n        <span class=\"token string\">\"adjust\"<\/span>: <span class=\"token string\">\"adjust_plan\"<\/span><span class=\"token punctuation\">,<\/span>      <span class=\"token comment\"># \u82e5\u4e3a\u201c\u8c03\u6574\u201d\uff0c\u5148\u53bb\u8c03\u6574\u8ba1\u5212<\/span>\r\n        <span class=\"token string\">\"deload\"<\/span>: <span class=\"token string\">\"adjust_plan\"<\/span><span class=\"token punctuation\">,<\/span>      <span class=\"token comment\"># \u82e5\u4e3a\u201c\u51cf\u8f7d\u201d\uff0c\u4e5f\u53bb\u8c03\u6574\u8ba1\u5212<\/span>\r\n    }\r\n<span class=\"token punctuation\">)<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"adjust_plan\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"compose_email\"<\/span><span class=\"token punctuation\">)<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"compose_email\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"send_email\"<\/span><span class=\"token punctuation\">)<\/span>\r\ngraph<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"send_email\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">END<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># 5. \u7f16\u8bd1\u56fe\uff0c\u83b7\u5f97\u53ef\u6267\u884c\u7684\u5e94\u7528<\/span>\r\napp <span class=\"token operator\">=<\/span> graph<span class=\"token punctuation\">.<\/span>compile<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u81f3\u6b64\uff0c\u4e00\u4e2a\u5177\u5907<strong>\u5224\u65ad\u548c\u5faa\u73af\u80fd\u529b<\/strong>\u7684 AI \u667a\u80fd\u4f53\u5c31\u6784\u5efa\u5b8c\u6210\u4e86\uff01\u8fd0\u884c\u00a0<code>app<\/code>\uff0c\u5b83\u5c31\u4f1a\u6309\u7167\u4f60\u8bbe\u8ba1\u7684\u903b\u8f91\u81ea\u52a8\u6267\u884c\u3002<\/p>\n<h4>\u7b2c\u516d\u6b65\uff1a\u8fd0\u884c\u4e0e\u90e8\u7f72<\/h4>\n<p>\u5728\u672c\u5730\u6d4b\u8bd5\u6210\u529f\u540e\uff0c\u4f60\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06\u5176\u81ea\u52a8\u5316\u3002\u7531\u4e8e\u5b83\u53ea\u9700\u6bcf\u5468\u8fd0\u884c\u4e00\u6b21\uff0c\u4f7f\u7528\u00a0<strong>GitHub Actions<\/strong>\u00a0\u7684\u5b9a\u65f6\u4efb\u52a1\uff08cron job\uff09\u662f\u7b80\u5355\u53c8\u514d\u8d39\u7684\u7edd\u4f73\u9009\u62e9\u3002\u5c06\u5bc6\u94a5\u4fdd\u5b58\u5728 GitHub Secrets \u4e2d\uff0c\u5373\u53ef\u5b9e\u73b0\u5168\u81ea\u52a8\u6bcf\u5468\u8bad\u7ec3\u8ba1\u5212\u751f\u6210\u4e0e\u53d1\u9001\u3002<\/p>\n<h3>\u5199\u5728\u6700\u540e<\/h3>\n<p>\u8fd9\u4e2a\u6559\u7a0b\u7684\u76ee\u7684\uff0c\u4e0d\u662f\u6784\u5efa\u6700\u590d\u6742\u7684\u8bad\u7ec3\u7cfb\u7edf\uff0c\u800c\u662f\u5c55\u793a\u00a0<strong>LangGraph \u5982\u4f55\u8ba9\u590d\u6742\u667a\u80fd\u4f53\u7684\u6784\u5efa\u53d8\u5f97\u6e05\u6670\u3001\u53ef\u7ef4\u62a4<\/strong>\u3002<\/p>\n<p>\u901a\u8fc7\u201c\u56fe\u201d\u7684\u601d\u7ef4\u65b9\u5f0f\u2014\u2014\u7528<strong>\u72b6\u6001<\/strong>\u5171\u4eab\u8bb0\u5fc6\uff0c\u7528<strong>\u5c0f\u8282\u70b9<\/strong>\u5206\u89e3\u4efb\u52a1\uff0c\u7528<strong>\u663e\u5f0f\u7684\u8fb9<\/strong>\u63cf\u8ff0\u6d41\u7a0b\u2014\u2014\u4f60\u6784\u5efa\u51fa\u7684\u667a\u80fd\u4f53\uff0c\u5176\u884c\u4e3a\u5c06\u662f\u53ef\u9884\u6d4b\u3001\u53ef\u8c03\u8bd5\u7684\uff0c\u540c\u65f6\u53c8\u80fd\u7075\u6d3b\u9002\u5e94\u5404\u79cd\u8f93\u5165\u3002<\/p>\n<p>\u8fd9\u79cd\u6a21\u5f0f\u7684\u5e94\u7528\u8fdc\u4e0d\u6b62\u4e8e\u6b64\uff1a\u5ba2\u6237\u652f\u6301\u52a9\u624b\u3001\u6570\u636e\u5206\u6790\u667a\u80fd\u4f53\u3001\u5185\u90e8\u5ba1\u6279\u5de5\u5177\u2026\u2026\u4efb\u4f55\u9700\u8981\u201c\u63a8\u7406-\u884c\u52a8-\u5faa\u73af\u201d\u7684\u573a\u666f\uff0c\u90fd\u662f LangGraph \u7684\u7528\u6b66\u4e4b\u5730\u3002<\/p>\n<p><strong>\u672a\u6765\u7684\u6539\u8fdb\u65b9\u5411\u6709\u5f88\u591a<\/strong>\uff1a\u8bbe\u8ba1\u66f4\u7cbe\u51c6\u7684\u63d0\u793a\u8bcd\u3001\u63a5\u5165\u7761\u7720\/\u5fc3\u7387\u7b49\u66f4\u591a\u6570\u636e\u6e90\u3001\u52a0\u5165\u7528\u6237\u53cd\u9988\u95ed\u73af\u3002\u4f46\u6700\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e9b\u6539\u8fdb\u90fd\u53ef\u4ee5\u5728\u73b0\u6709\u56fe\u5f62\u5316\u67b6\u6784\u4e0a<strong>\u6e10\u8fdb\u5f0f\u5730\u5b8c\u6210<\/strong>\u3002<\/p>\n<p>\u5982\u679c\u4f60\u80fd\u5b66\u4f1a\u5c06\u4e00\u4e2a\u590d\u6742\u95ee\u9898\u5206\u89e3\u6210\u8282\u70b9\uff0c\u7cbe\u5fc3\u8bbe\u8ba1\u72b6\u6001\uff0c\u5e76\u6709\u610f\u5730\u8fde\u63a5\u5b83\u4eec\uff0c\u90a3\u4e48\u4f60\u5c31\u638c\u63e1\u4e86\u4f7f\u7528 LangGraph \u6784\u5efa\u5f3a\u5927\u3001\u81ea\u9002\u5e94 AI \u667a\u80fd\u4f53\u7684\u6838\u5fc3\u80fd\u529b\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_28845\" class=\"pvc_stats total_only  \" data-element-id=\"28845\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u672a\u6765\u7684\u6539\u8fdb\u65b9\u5411\u6709\u5f88\u591a\uff1a\u8bbe\u8ba1\u66f4\u7cbe\u51c6\u7684\u63d0\u793a\u8bcd\u3001\u63a5\u5165\u7761\u7720\/\u5fc3\u7387\u7b49\u66f4\u591a\u6570\u636e\u6e90\u3001\u52a0\u5165\u7528\u6237\u53cd\u9988\u95ed\u73af\u3002\u4f46\u6700\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e9b\u6539\u8fdb [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_28845\" class=\"pvc_stats total_only  \" data-element-id=\"28845\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":28847,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[2090],"class_list":["post-28845","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-langgraph--ai-"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28845","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=28845"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28845\/revisions"}],"predecessor-version":[{"id":28850,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28845\/revisions\/28850"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/28847"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=28845"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=28845"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=28845"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}