{"id":76341,"date":"2026-02-22T09:41:22","date_gmt":"2026-02-22T01:41:22","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/76341.html"},"modified":"2026-02-22T09:41:22","modified_gmt":"2026-02-22T01:41:22","slug":"%ef%bc%88%e5%90%ab%e6%8a%80%e6%9c%af%e6%a0%88%e8%b7%b3%e8%bd%ac%e9%93%be%e6%8e%a5%ef%bc%89ai-agent%e5%b7%a5%e7%a8%8b%e5%b8%88%e7%ae%80%e5%8e%86%e5%85%a8%e6%94%bb%e7%95%a5%ef%bc%9a%e4%bb%8e%e9%9b%b6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/76341.html","title":{"rendered":"\uff08\u542b\u6280\u672f\u6808\u8df3\u8f6c\u94fe\u63a5\uff09AI Agent\u5de5\u7a0b\u5e08\u7b80\u5386\u5168\u653b\u7565\uff1a\u4ece\u96f6\u6784\u5efa\u9ad8\u7ade\u4e89\u529b\u6280\u672f\u4f5c\u54c1\u96c6\uff08\u9644\u5b9e\u6218\u6a21\u677f\u4e0e\u907f\u5751\u6307\u5357\uff09"},"content":{"rendered":"<h2>AI Agent\u5de5\u7a0b\u5e08\u7b80\u5386\u5168\u653b\u7565&#xff1a;\u4ece\u96f6\u6784\u5efa\u9ad8\u7ade\u4e89\u529b\u6280\u672f\u4f5c\u54c1\u96c6&#xff08;\u9644\u5b9e\u6218\u6a21\u677f\u4e0e\u907f\u5751\u6307\u5357&#xff09;<\/h2>\n<p>\u5173\u952e\u8bcd&#xff1a;AI Agent\u3001\u5927\u6a21\u578b\u3001\u667a\u80fd\u4f53\u3001\u7b80\u5386\u4f18\u5316\u3001\u6c42\u804c\u7b56\u7565\u3001LangChain\u3001AutoGen\u3001\u5b9e\u4e60\u51c6\u5907\u3001\u5de5\u7a0b\u5316\u90e8\u7f72\u3001\u53ef\u89c2\u6d4b\u6027<\/p>\n<p>\u4e3a\u4e86\u60a8\u7684\u9605\u8bfb\u4f53\u9a8c&#xff0c;\u5982\u679c\u4e0d\u61c2\u6280\u672f\u6808&#xff0c;\u770b\u8fd9\u7bc7\u6587\u7ae0\u4e4b\u524d\u5148\u770b&#xff1a;AI Agent\u5de5\u7a0b\u5e08\u7684\u5168\u6808\u6280\u672f\u4f53\u7cfb\u8be6\u89e3&#xff1a;\u4ece\u57fa\u7840\u7406\u8bba\u5230\u5de5\u4e1a\u7ea7\u90e8\u7f72&#xff0c;\u996d\u5582\u5230\u5634\u8fb9\u4e86&#xff0c;\u70b9\u51fb\u8df3\u8f6c\u9605\u8bfb\u5427&#xff01;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260222014120-699a5ec0a2d81.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<hr \/>\n<h3>\u524d\u8a00&#xff1a;\u4e3a\u4ec0\u4e48\u4f20\u7edf\u7b80\u5386\u5728AI Agent\u5c97\u4f4d\u9762\u524d\u201c\u5931\u6548\u201d\u4e86&#xff1f;<\/h3>\n<p>2026\u5e74&#xff0c;AI Agent\u5de5\u7a0b\u5e08\u5df2\u6210\u4e3a\u5927\u6a21\u578b\u65f6\u4ee3\u6700\u7099\u624b\u53ef\u70ed\u7684\u5c97\u4f4d\u3002\u636eLinkedIn\u6700\u65b0\u62a5\u544a&#xff0c;\u8be5\u804c\u4f4d\u9700\u6c42\u540c\u6bd4\u589e\u957f380%&#xff0c;\u5934\u90e8\u79d1\u6280\u516c\u53f8\u5f00\u51fa\u7684\u5e94\u5c4a\u751f\u5e74\u85aa\u666e\u904d\u7a81\u783445\u4e07\u5143\u3002\u7136\u800c&#xff0c;\u4e00\u4e2a\u6b8b\u9177\u7684\u73b0\u5b9e\u662f&#xff1a;\u8d85\u8fc770%\u7684\u6c42\u804c\u8005\u56e0\u7b80\u5386\u95ee\u9898\u5728\u521d\u7b5b\u9636\u6bb5\u5c31\u88ab\u6dd8\u6c70\u3002<\/p>\n<p>\u539f\u56e0\u5f88\u7b80\u5355\u2014\u2014AI Agent\u5de5\u7a0b\u5e08\u662f\u4e00\u4e2a\u9ad8\u5ea6\u590d\u5408\u578b\u3001\u5b9e\u8df5\u5bfc\u5411\u6781\u5f3a\u7684\u65b0\u89d2\u8272\u3002\u62db\u8058\u65b9\u4e0d\u518d\u6ee1\u8db3\u4e8e\u201c\u719f\u6089Python\u201d\u201c\u4e86\u89e3Transformer\u201d\u8fd9\u7c7b\u6cdb\u6cdb\u63cf\u8ff0&#xff0c;\u800c\u662f\u8feb\u5207\u5e0c\u671b\u770b\u5230&#xff1a;<\/p>\n<ul>\n<li>\u53ef\u9a8c\u8bc1\u7684Agent\u9879\u76ee\u7ecf\u9a8c<\/li>\n<li>\u5bf9\u591a\u6846\u67b6&#xff08;LangChain\/AutoGen\/LangGraph&#xff09;\u7684\u5b9e\u9645\u638c\u63e1<\/li>\n<li>\u5de5\u7a0b\u5316\u601d\u7ef4&#xff08;\u90e8\u7f72\u3001\u76d1\u63a7\u3001\u6027\u80fd\u4f18\u5316&#xff09;<\/li>\n<li>\u89e3\u51b3\u771f\u5b9e\u95ee\u9898\u7684\u80fd\u529b<\/li>\n<\/ul>\n<p>\u4f20\u7edf\u7b80\u5386\u5f3a\u8c03\u5b66\u5386\u3001\u8bfe\u7a0b\u3001\u901a\u7528\u6280\u80fd&#xff0c;\u800cAI Agent\u5c97\u4f4d\u9700\u8981\u7684\u662f\u4f5c\u54c1\u96c6\u5f0f\u7b80\u5386\u2014\u2014\u6bcf\u4e00\u6bb5\u7ecf\u5386\u90fd\u5e94\u4f53\u73b0\u4f60\u6784\u5efa\u3001\u4f18\u5316\u3001\u90e8\u7f72\u667a\u80fd\u4f53\u7684\u5168\u6808\u80fd\u529b\u3002<\/p>\n<p>\u672c\u6587\u5c06\u4e3a\u4f60\u63d0\u4f9b\u4e00\u5957\u7cfb\u7edf\u5316\u7684AI Agent\u5de5\u7a0b\u5e08\u7b80\u5386\u6784\u5efa\u65b9\u6cd5\u8bba&#xff0c;\u6db5\u76d6&#xff1a;<\/p>\n<li>\u5c97\u4f4d\u6838\u5fc3\u80fd\u529b\u6a21\u578b\u6df1\u5ea6\u89e3\u6790<\/li>\n<li>\u7b80\u5386\u7ed3\u6784\u9ec4\u91d1\u6cd5\u5219\u4e0e\u6a21\u5757\u8bbe\u8ba1<\/li>\n<li>\u9879\u76ee\u7ecf\u9a8c\u64b0\u5199\u6280\u5de7&#xff08;\u542b5\u4e2a\u9ad8\u8d28\u91cf\u5b9e\u6218\u6848\u4f8b&#xff09;<\/li>\n<li>\u6280\u672f\u6808\u4e0e\u5173\u952e\u8bcd\u7cbe\u51c6\u4f18\u5316\u7b56\u7565<\/li>\n<li>\u5e94\u5c4a\u751f\/\u8f6c\u884c\u8005\u4e13\u5c5e\u7a81\u56f4\u65b9\u6848<\/li>\n<li>7\u5927\u81f4\u547d\u9519\u8bef\u4e0e\u907f\u5751\u6307\u5357<\/li>\n<li>\u9ad8\u7ade\u4e89\u529b\u7b80\u5386\u6a21\u677f\u4e0e\u6269\u5c55\u8d44\u6e90<\/li>\n<p>\u65e0\u8bba\u4f60\u662f\u8ba1\u7b97\u673a\u4e13\u4e1a\u5b66\u751f\u3001NLP\u5de5\u7a0b\u5e08\u8f6c\u578b&#xff0c;\u8fd8\u662f\u81ea\u5b66\u6210\u624d\u7684\u5f00\u53d1\u8005&#xff0c;\u8fd9\u7bc7\u4e07\u5b57\u6307\u5357\u90fd\u5c06\u52a9\u4f60\u6253\u9020\u4e00\u4efd\u8ba9\u9762\u8bd5\u5b98\u773c\u524d\u4e00\u4eae\u7684\u9ad8\u7ade\u4e89\u529b\u7b80\u5386\u3002<\/p>\n<\/p>\n<h4>\u76ee\u5f55&#xff1a;<\/h4>\n<ul>\n<li>AI Agent\u5de5\u7a0b\u5e08\u7b80\u5386\u5168\u653b\u7565&#xff1a;\u4ece\u96f6\u6784\u5efa\u9ad8\u7ade\u4e89\u529b\u6280\u672f\u4f5c\u54c1\u96c6&#xff08;\u9644\u5b9e\u6218\u6a21\u677f\u4e0e\u907f\u5751\u6307\u5357&#xff09;<\/li>\n<li>\n<ul>\n<li>\u524d\u8a00&#xff1a;\u4e3a\u4ec0\u4e48\u4f20\u7edf\u7b80\u5386\u5728AI Agent\u5c97\u4f4d\u9762\u524d\u201c\u5931\u6548\u201d\u4e86&#xff1f;<\/li>\n<li>\u4e00\u3001AI Agent\u5de5\u7a0b\u5e08\u7684\u6838\u5fc3\u80fd\u529b\u6a21\u578b&#xff1a;HR\u548c\u9762\u8bd5\u5b98\u5230\u5e95\u5728\u770b\u4ec0\u4e48&#xff1f;<\/li>\n<li>\n<ul>\n<li>1.1 \u6280\u672f\u6808\u6df1\u5ea6&#xff1a;\u4e0d\u53ea\u662f\u201c\u4f1a\u7528\u201d&#xff0c;\u66f4\u8981\u201c\u61c2\u539f\u7406\u201d<\/li>\n<li>\n<ul>\n<li>\u6280\u672f\u6df1\u5ea6\u9a8c\u8bc1\u793a\u4f8b<\/li>\n<\/ul>\n<\/li>\n<li>1.2 \u5de5\u7a0b\u5316\u80fd\u529b&#xff1a;\u4ece\u201c\u80fd\u8dd1\u201d\u5230\u201c\u80fd\u4e0a\u7ebf\u201d<\/li>\n<li>\n<ul>\n<li>\u5de5\u7a0b\u5316\u80fd\u529b\u9a8c\u8bc1\u70b9<\/li>\n<\/ul>\n<\/li>\n<li>1.3 \u95ee\u9898\u89e3\u51b3\u80fd\u529b&#xff1a;\u7528Agent\u89e3\u51b3\u771f\u5b9e\u573a\u666f\u95ee\u9898<\/li>\n<li>\n<ul>\n<li>\u95ee\u9898\u89e3\u51b3\u6846\u67b6<\/li>\n<\/ul>\n<\/li>\n<li>1.4 \u5b66\u4e60\u4e0e\u521b\u65b0\u6f5c\u529b&#xff1a;\u62e5\u62b1\u5feb\u901f\u6f14\u8fdb\u7684\u6280\u672f\u751f\u6001<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u7b80\u5386\u7ed3\u6784\u9ec4\u91d1\u6cd5\u5219&#xff1a;4\u5927\u6a21\u5757\u51b3\u5b9a\u6210\u8d25<\/li>\n<li>\n<ul>\n<li>2.1 \u4e2a\u4eba\u4fe1\u606f&#xff1a;\u7b80\u6d01\u4e13\u4e1a&#xff0c;\u7a81\u51fa\u6280\u672f\u8eab\u4efd<\/li>\n<li>2.2 \u6559\u80b2\u80cc\u666f&#xff1a;\u7a81\u51fa\u76f8\u5173\u8bfe\u7a0b\u4e0e\u5b66\u672f\u6210\u679c<\/li>\n<li>2.3 \u6280\u672f\u6808&#xff1a;\u7cbe\u51c6\u5339\u914d\u5c97\u4f4dJD\u5173\u952e\u8bcd<\/li>\n<li>\n<ul>\n<li>\u6280\u672f\u6808\u5206\u5c42\u793a\u4f8b<\/li>\n<\/ul>\n<\/li>\n<li>2.4 \u9879\u76ee\u7ecf\u9a8c&#xff1a;\u7b80\u5386\u7684\u6838\u5fc3\u6218\u573a&#xff08;\u536060%\u6743\u91cd&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u9879\u76ee\u7ecf\u9a8c\u64b0\u5199\u6280\u5de7&#xff1a;5\u4e2a\u9ad8\u8d28\u91cf\u5b9e\u6218\u6848\u4f8b\u89e3\u6790<\/li>\n<li>\n<ul>\n<li>3.1 \u5e94\u5c4a\u751f\u5165\u95e8\u9879\u76ee&#xff1a;\u4e2a\u4eba\u77e5\u8bc6\u5e93\u52a9\u624b&#xff08;RAG\u65b9\u5411&#xff09;<\/li>\n<li>3.2 \u8fdb\u9636\u9879\u76ee&#xff1a;\u591a\u667a\u80fd\u4f53\u65c5\u884c\u89c4\u5212\u7cfb\u7edf&#xff08;AutoGen\u65b9\u5411&#xff09;<\/li>\n<li>3.3 \u5de5\u7a0b\u5316\u9879\u76ee&#xff1a;\u751f\u4ea7\u7ea7\u5ba2\u670dAgent\u90e8\u7f72&#xff08;LangGraph\u65b9\u5411&#xff09;<\/li>\n<li>3.4 \u521b\u65b0\u5b9e\u9a8c\u9879\u76ee&#xff1a;\u591a\u6a21\u6001Agent&#xff08;\u524d\u6cbf\u65b9\u5411&#xff09;<\/li>\n<li>3.5 \u5f00\u6e90\u8d21\u732e\u9879\u76ee&#xff1a;LangChain\u5de5\u5177\u5305\u6269\u5c55<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001\u6280\u672f\u6808\u4e0e\u5173\u952e\u8bcd\u4f18\u5316&#xff1a;\u8ba9HR\u7cfb\u7edf\u201c\u770b\u89c1\u201d\u4f60<\/li>\n<li>\n<ul>\n<li>4.1 \u63d0\u53d6JD\u5173\u952e\u8bcd\u76843\u6b65\u6cd5<\/li>\n<li>4.2 \u5173\u952e\u8bcd\u5e03\u5c40\u7b56\u7565<\/li>\n<li>\n<ul>\n<li>\u5173\u952e\u8bcd\u5bc6\u5ea6\u4f18\u5316\u793a\u4f8b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u5e94\u5c4a\u751f\u4e0e\u8f6c\u884c\u8005\u4e13\u5c5e\u7a81\u56f4\u65b9\u6848<\/li>\n<li>\n<ul>\n<li>5.1 \u5e94\u5c4a\u751f&#xff1a;\u7528\u8bfe\u7a0b\u9879\u76ee&#043;\u7ade\u8d5b\u5f25\u8865\u7ecf\u9a8c\u4e0d\u8db3<\/li>\n<li>5.2 \u8f6c\u884c\u8005&#xff1a;\u7a81\u51fa\u53ef\u8fc1\u79fb\u80fd\u529b&#043;\u5feb\u901f\u5b66\u4e60\u8bc1\u660e<\/li>\n<li>\n<ul>\n<li>\u8f6c\u884c\u8005\u7b80\u5386\u7ed3\u6784\u8c03\u6574<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u907f\u5751\u6307\u5357&#xff1a;7\u5927\u81f4\u547d\u9519\u8bef\u4e0e\u89e3\u51b3\u65b9\u6848<\/li>\n<li>\n<ul>\n<li>\u274c \u9519\u8bef1&#xff1a;\u9879\u76ee\u63cf\u8ff0\u8fc7\u4e8e\u7b3c\u7edf<\/li>\n<li>\u274c \u9519\u8bef2&#xff1a;\u6280\u672f\u6808\u7f57\u5217\u65e0\u91cd\u70b9<\/li>\n<li>\u274c \u9519\u8bef3&#xff1a;\u5ffd\u7565\u5de5\u7a0b\u7ec6\u8282<\/li>\n<li>\u274c \u9519\u8bef4&#xff1a;\u6210\u679c\u65e0\u6cd5\u91cf\u5316<\/li>\n<li>\u274c \u9519\u8bef5&#xff1a;GitHub\u94fe\u63a5\u65e0\u6548\u6216\u7a7a\u6d1e<\/li>\n<li>\u274c \u9519\u8bef6&#xff1a;\u7b80\u5386\u8d85\u8fc7\u4e24\u9875<\/li>\n<li>\u274c \u9519\u8bef7&#xff1a;\u672a\u9488\u5bf9\u5c97\u4f4d\u5b9a\u5236<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u9ad8\u7ade\u4e89\u529b\u7b80\u5386\u6a21\u677f&#xff08;\u53ef\u76f4\u63a5\u5957\u7528&#xff09;<\/li>\n<li>FAQ&#xff1a;\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/li>\n<li>\n<ul>\n<li>Q1&#xff1a;\u6ca1\u6709\u5b9e\u9645\u5de5\u4f5c\u7ecf\u9a8c&#xff0c;\u5982\u4f55\u5199\u9879\u76ee\u7ecf\u9a8c&#xff1f;<\/li>\n<li>Q2&#xff1a;\u5e94\u8be5\u4f18\u5148\u5b66\u4e60LangChain\u8fd8\u662fAutoGen&#xff1f;<\/li>\n<li>Q3&#xff1a;\u7b80\u5386\u4e2d\u662f\u5426\u8981\u5199\u85aa\u8d44\u671f\u671b&#xff1f;<\/li>\n<li>Q4&#xff1a;GitHub\u9879\u76ee\u592a\u5c11\u600e\u4e48\u529e&#xff1f;<\/li>\n<\/ul>\n<\/li>\n<li>\u6269\u5c55\u9605\u8bfb\u63a8\u8350<\/li>\n<li>\n<ul>\n<li>\u5fc5\u8bfb\u8bba\u6587<\/li>\n<li>\u4f18\u8d28\u8bfe\u7a0b<\/li>\n<li>\u5f00\u6e90\u9879\u76ee<\/li>\n<\/ul>\n<\/li>\n<li>\u7ed3\u8bed&#xff1a;\u7b80\u5386\u662f\u4f60\u7684\u7b2c\u4e00\u4e2aAgent&#xff0c;\u8ba9\u5b83\u81ea\u4e3b\u201c\u63a8\u9500\u201d\u4f60<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e00\u3001AI Agent\u5de5\u7a0b\u5e08\u7684\u6838\u5fc3\u80fd\u529b\u6a21\u578b&#xff1a;HR\u548c\u9762\u8bd5\u5b98\u5230\u5e95\u5728\u770b\u4ec0\u4e48&#xff1f;<\/h3>\n<p>\u5728\u52a8\u7b14\u5199\u7b80\u5386\u524d&#xff0c;\u5fc5\u987b\u7406\u89e3\u62db\u8058\u65b9\u7684\u8bc4\u4f30\u903b\u8f91\u3002\u901a\u8fc7\u5bf9\u963f\u91cc\u3001\u817e\u8baf\u3001\u5b57\u8282\u3001\u5fae\u8f6f\u7b4920&#043;\u5bb6\u516c\u53f8\u7684JD\u5206\u6790&#xff0c;\u6211\u4eec\u63d0\u70bc\u51faAI Agent\u5de5\u7a0b\u5e08\u7684\u56db\u5927\u6838\u5fc3\u80fd\u529b\u7ef4\u5ea6&#xff1a;<\/p>\n<h4>1.1 \u6280\u672f\u6808\u6df1\u5ea6&#xff1a;\u4e0d\u53ea\u662f\u201c\u4f1a\u7528\u201d&#xff0c;\u66f4\u8981\u201c\u61c2\u539f\u7406\u201d<\/h4>\n<table>\n<tr>\u80fd\u529b\u5c42\u7ea7\u521d\u7ea7\u8981\u6c42\u9ad8\u7ea7\u8981\u6c42<\/tr>\n<tbody>\n<tr>\n<td>\u5927\u6a21\u578b\u57fa\u7840<\/td>\n<td>\u7406\u89e3Prompt Engineering\u3001ICL<\/td>\n<td>\u638c\u63e1\u6a21\u578b\u5fae\u8c03\u3001\u91cf\u5316\u3001\u63a8\u7406\u4f18\u5316<\/td>\n<\/tr>\n<tr>\n<td>Agent\u6846\u67b6<\/td>\n<td>\u80fd\u7528LangChain\u642d\u5efa\u7b80\u5355Agent<\/td>\n<td>\u7cbe\u901aAutoGen\u591a\u667a\u80fd\u4f53\u3001LangGraph\u72b6\u6001\u673a<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u96c6\u6210<\/td>\n<td>\u5c01\u88c5API\u4e3aTool<\/td>\n<td>\u8bbe\u8ba1\u539f\u5b50\u5316\u3001\u5e42\u7b49\u6027\u5de5\u5177\u94fe<\/td>\n<\/tr>\n<tr>\n<td>\u8bb0\u5fc6\u7cfb\u7edf<\/td>\n<td>\u4f7f\u7528\u5411\u91cf\u6570\u636e\u5e93\u5b58\u50a8\u5bf9\u8bdd<\/td>\n<td>\u5b9e\u73b0\u6df7\u5408\u68c0\u7d22&#xff08;\u5173\u952e\u8bcd&#043;\u5411\u91cf&#xff09;\u3001\u91cd\u6392\u5e8f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&#x1f4a1; \u5173\u952e\u6d1e\u5bdf&#xff1a; \u62db\u8058\u65b9\u6700\u53cd\u611f\u201c\u7cbe\u901aLangChain\u201d\u5374\u8bf4\u4e0d\u51faAgentExecutor\u5de5\u4f5c\u539f\u7406\u7684\u5019\u9009\u4eba\u3002\u6df1\u5ea6 &gt; \u5e7f\u5ea6&#xff0c;\u805a\u71261-2\u4e2a\u6846\u67b6\u6df1\u6316\u6bd4\u7f57\u521710\u4e2a\u6846\u67b6\u66f4\u6709\u8bf4\u670d\u529b\u3002<\/p>\n<h5>\u6280\u672f\u6df1\u5ea6\u9a8c\u8bc1\u793a\u4f8b<\/h5>\n<p><span class=\"token comment\"># \u521d\u7ea7&#xff1a;\u4ec5\u8c03\u7528API<\/span><br \/>\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>agents <span class=\"token keyword\">import<\/span> create_react_agent<br \/>\nagent <span class=\"token operator\">&#061;<\/span> create_react_agent<span class=\"token punctuation\">(<\/span>llm<span class=\"token punctuation\">,<\/span> tools<span class=\"token punctuation\">,<\/span> prompt<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u9ad8\u7ea7&#xff1a;\u7406\u89e3\u5185\u90e8\u673a\u5236\u5e76\u4f18\u5316<\/span><br \/>\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>agents <span class=\"token keyword\">import<\/span> AgentExecutor<br \/>\n<span class=\"token keyword\">from<\/span> langchain_core<span class=\"token punctuation\">.<\/span>prompts <span class=\"token keyword\">import<\/span> ChatPromptTemplate<\/p>\n<p><span class=\"token comment\"># \u81ea\u5b9a\u4e49prompt\u4ee5\u51cf\u5c11token\u6d88\u8017<\/span><br \/>\ncustom_prompt <span class=\"token operator\">&#061;<\/span> ChatPromptTemplate<span class=\"token punctuation\">.<\/span>from_messages<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;You are a helpful assistant. Use tools efficiently.&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;human&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;{input}&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;placeholder&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;{agent_scratchpad}&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u6dfb\u52a0\u81ea\u5b9a\u4e49\u9519\u8bef\u5904\u7406<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CustomAgentExecutor<\/span><span class=\"token punctuation\">(<\/span>AgentExecutor<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_handle_error<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> error<span class=\"token punctuation\">:<\/span> Exception<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;rate limit&#034;<\/span> <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>error<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;API rate limit exceeded. Please try again later.&#034;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Unexpected error: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>error<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><\/p>\n<h4>1.2 \u5de5\u7a0b\u5316\u80fd\u529b&#xff1a;\u4ece\u201c\u80fd\u8dd1\u201d\u5230\u201c\u80fd\u4e0a\u7ebf\u201d<\/h4>\n<p>AI Agent\u4e0d\u662f\u73a9\u5177&#xff0c;\u800c\u662f\u8981\u627f\u8f7d\u771f\u5b9e\u4e1a\u52a1\u7684\u7cfb\u7edf\u3002\u56e0\u6b64&#xff0c;\u4ee5\u4e0b\u80fd\u529b\u81f3\u5173\u91cd\u8981&#xff1a;<\/p>\n<ul>\n<li>\u6027\u80fd\u4f18\u5316&#xff1a;\u7f13\u5b58\u7b56\u7565\u3001\u5f02\u6b65\u8c03\u7528\u3001\u6279\u5904\u7406<\/li>\n<li>\u53ef\u89c2\u6d4b\u6027&#xff1a;Prometheus\u6307\u6807\u3001OpenTelemetry\u8ffd\u8e2a<\/li>\n<li>\u90e8\u7f72\u8fd0\u7ef4&#xff1a;Docker\u5bb9\u5668\u5316\u3001K8s\u7f16\u6392\u3001\u81ea\u52a8\u6269\u7f29\u5bb9<\/li>\n<li>\u5b89\u5168\u5408\u89c4&#xff1a;\u8f93\u5165\u8fc7\u6ee4\u3001\u6c99\u7bb1\u6267\u884c\u3001\u5ba1\u8ba1\u65e5\u5fd7<\/li>\n<\/ul>\n<p>&#x1f4cc; \u73b0\u5b9e\u5dee\u8ddd&#xff1a; 90%\u7684\u6c42\u804c\u8005\u7b80\u5386\u53ea\u5199\u201c\u4f7f\u7528LangChain\u5f00\u53d1Agent\u201d&#xff0c;\u5374\u5ffd\u7565\u5de5\u7a0b\u7ec6\u8282\u3002\u800c\u5934\u90e8\u516c\u53f8\u660e\u786e\u8981\u6c42&#xff1a;\u201c\u6709\u751f\u4ea7\u73af\u5883Agent\u90e8\u7f72\u7ecf\u9a8c\u8005\u4f18\u5148\u201d\u3002<\/p>\n<h5>\u5de5\u7a0b\u5316\u80fd\u529b\u9a8c\u8bc1\u70b9<\/h5>\n<ul>\n<li>\u76d1\u63a7\u6307\u6807&#xff1a;\u662f\u5426\u5b9a\u4e49\u4e86P99\u5ef6\u8fdf\u3001\u9519\u8bef\u7387\u7b49SLO&#xff1f;<\/li>\n<li>\u90e8\u7f72\u65b9\u5f0f&#xff1a;\u662f\u5426\u4f7f\u7528CI\/CD\u6d41\u6c34\u7ebf&#xff1f;\u5982\u4f55\u56de\u6eda&#xff1f;<\/li>\n<li>\u6210\u672c\u63a7\u5236&#xff1a;\u662f\u5426\u6709Token\u4f7f\u7528\u91cf\u76d1\u63a7\u548c\u4f18\u5316&#xff1f;<\/li>\n<li>\u5b89\u5168\u8bbe\u8ba1&#xff1a;\u662f\u5426\u6709\u8f93\u5165\u9a8c\u8bc1\u548c\u6743\u9650\u63a7\u5236&#xff1f;<\/li>\n<\/ul>\n<h4>1.3 \u95ee\u9898\u89e3\u51b3\u80fd\u529b&#xff1a;\u7528Agent\u89e3\u51b3\u771f\u5b9e\u573a\u666f\u95ee\u9898<\/h4>\n<p>\u62db\u8058\u65b9\u5173\u5fc3\u7684\u4e0d\u662f\u6280\u672f\u672c\u8eab&#xff0c;\u800c\u662f\u6280\u672f\u5982\u4f55\u521b\u9020\u4ef7\u503c\u3002\u4f18\u79c0\u7b80\u5386\u5e94\u4f53\u73b0&#xff1a;<\/p>\n<ul>\n<li>\u573a\u666f\u7406\u89e3&#xff1a;\u51c6\u786e\u8bc6\u522b\u7528\u6237\u75db\u70b9&#xff08;\u5982\u5ba2\u670d\u6548\u7387\u4f4e\u3001\u6570\u636e\u5206\u6790\u6162&#xff09;<\/li>\n<li>\u65b9\u6848\u8bbe\u8ba1&#xff1a;\u9009\u62e9\u5408\u9002\u7684Agent\u8303\u5f0f&#xff08;ReAct\/Plan-and-Execute&#xff09;<\/li>\n<li>\u6548\u679c\u9a8c\u8bc1&#xff1a;\u91cf\u5316\u4e1a\u52a1\u6536\u76ca&#xff08;\u5982\u54cd\u5e94\u65f6\u95f4\u219350%\u3001\u4eba\u5de5\u6210\u672c\u219330%&#xff09;<\/li>\n<\/ul>\n<h5>\u95ee\u9898\u89e3\u51b3\u6846\u67b6<\/h5>\n<p>  #mermaid-svg-If3ce4QxhdViM87K{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-If3ce4QxhdViM87K .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-If3ce4QxhdViM87K .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-If3ce4QxhdViM87K .error-icon{fill:#552222;}#mermaid-svg-If3ce4QxhdViM87K .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-If3ce4QxhdViM87K .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-If3ce4QxhdViM87K .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-If3ce4QxhdViM87K .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-If3ce4QxhdViM87K .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-If3ce4QxhdViM87K 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polygon,#mermaid-svg-If3ce4QxhdViM87K .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-If3ce4QxhdViM87K .rough-node .label text,#mermaid-svg-If3ce4QxhdViM87K .node .label text,#mermaid-svg-If3ce4QxhdViM87K .image-shape .label,#mermaid-svg-If3ce4QxhdViM87K .icon-shape .label{text-anchor:middle;}#mermaid-svg-If3ce4QxhdViM87K .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-If3ce4QxhdViM87K .rough-node .label,#mermaid-svg-If3ce4QxhdViM87K .node .label,#mermaid-svg-If3ce4QxhdViM87K .image-shape .label,#mermaid-svg-If3ce4QxhdViM87K .icon-shape .label{text-align:center;}#mermaid-svg-If3ce4QxhdViM87K .node.clickable{cursor:pointer;}#mermaid-svg-If3ce4QxhdViM87K .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-If3ce4QxhdViM87K .arrowheadPath{fill:#333333;}#mermaid-svg-If3ce4QxhdViM87K .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-If3ce4QxhdViM87K 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.flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-If3ce4QxhdViM87K rect.text{fill:none;stroke-width:0;}#mermaid-svg-If3ce4QxhdViM87K .icon-shape,#mermaid-svg-If3ce4QxhdViM87K .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-If3ce4QxhdViM87K .icon-shape p,#mermaid-svg-If3ce4QxhdViM87K .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-If3ce4QxhdViM87K .icon-shape rect,#mermaid-svg-If3ce4QxhdViM87K .image-shape rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-If3ce4QxhdViM87K .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-If3ce4QxhdViM87K .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-If3ce4QxhdViM87K :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u4fe1\u606f\u67e5\u8be2<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u590d\u6742\u4efb\u52a1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u591a\u89d2\u8272\u534f\u4f5c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e1a\u52a1\u75db\u70b9<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u95ee\u9898\u7c7b\u578b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>RAG &#043; ReAct<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Plan-and-Execute<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Multi-Agent<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u91cf\u5316\u6307\u6807&#xff1a;\u51c6\u786e\u7387\/\u53ec\u56de\u7387<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u91cf\u5316\u6307\u6807&#xff1a;\u4efb\u52a1\u5b8c\u6210\u7387<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u91cf\u5316\u6307\u6807&#xff1a;\u534f\u4f5c\u6548\u7387<\/p>\n<p><\/span><\/p>\n<h4>1.4 \u5b66\u4e60\u4e0e\u521b\u65b0\u6f5c\u529b&#xff1a;\u62e5\u62b1\u5feb\u901f\u6f14\u8fdb\u7684\u6280\u672f\u751f\u6001<\/h4>\n<p>AI Agent\u9886\u57df\u6708\u6708\u6709\u65b0\u6846\u67b6\u3001\u5468\u5468\u6709\u65b0\u8bba\u6587\u3002\u4f01\u4e1a\u5e0c\u671b\u770b\u5230&#xff1a;<\/p>\n<ul>\n<li>\u6301\u7eed\u5b66\u4e60&#xff1a;\u8ddf\u8e2aarXiv\u6700\u65b0\u7814\u7a76\u3001\u53c2\u4e0e\u5f00\u6e90\u793e\u533a<\/li>\n<li>\u6280\u672f\u654f\u611f\u5ea6&#xff1a;\u80fd\u8bc4\u4f30\u65b0\u6280\u672f\u9002\u7528\u6027&#xff08;\u5982LangGraph vs CrewAI&#xff09;<\/li>\n<li>\u521b\u65b0\u601d\u7ef4&#xff1a;\u5728\u9879\u76ee\u4e2d\u5c1d\u8bd5\u524d\u6cbf\u65b9\u5411&#xff08;\u591a\u6a21\u6001\u3001\u81ea\u6211\u8fdb\u5316&#xff09;<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e8c\u3001\u7b80\u5386\u7ed3\u6784\u9ec4\u91d1\u6cd5\u5219&#xff1a;4\u5927\u6a21\u5757\u51b3\u5b9a\u6210\u8d25<\/h3>\n<p>\u4e00\u4efd\u9ad8\u7ade\u4e89\u529b\u7684AI Agent\u5de5\u7a0b\u5e08\u7b80\u5386\u5e94\u5305\u542b\u4ee5\u4e0b4\u4e2a\u6838\u5fc3\u6a21\u5757&#xff0c;\u603b\u957f\u5ea6\u4e25\u683c\u63a7\u5236\u5728\u4e00\u9875A4\u7eb8&#xff08;\u5e94\u5c4a\u751f&#xff09;\u6216\u4e24\u9875&#xff08;\u8d44\u6df1\u5de5\u7a0b\u5e08&#xff09;\u3002<\/p>\n<h4>2.1 \u4e2a\u4eba\u4fe1\u606f&#xff1a;\u7b80\u6d01\u4e13\u4e1a&#xff0c;\u7a81\u51fa\u6280\u672f\u8eab\u4efd<\/h4>\n<p>\u6b63\u786e\u793a\u8303&#xff1a;<\/p>\n<p>\u5f20\u4e09 | AI Agent\u5de5\u7a0b\u5e08<br \/>\n\u7535\u8bdd&#xff1a;138****1234 | \u90ae\u7bb1&#xff1a;zhangsan&#064;email.com<br \/>\nGitHub&#xff1a;github.com\/zhangsan&#xff08;\u2b50\ufe0f 15&#043; Agent\u9879\u76ee&#xff09;<br \/>\nLinkedIn&#xff1a;linkedin.com\/in\/zhangsan<br \/>\n\u6240\u5728\u5730&#xff1a;\u5317\u4eac | \u6c42\u804c\u610f\u5411&#xff1a;AI Agent\u7814\u53d1\u5de5\u7a0b\u5e08&#xff08;\u5168\u804c\/\u5b9e\u4e60&#xff09;<\/p>\n<p>\u907f\u5751\u6307\u5357&#xff1a;<\/p>\n<ul>\n<li>\u274c \u4e0d\u8981\u5199\u5e74\u9f84\u3001\u6027\u522b\u3001\u7167\u7247&#xff08;\u56fd\u5185\u90e8\u5206\u4f01\u4e1a\u9664\u5916&#xff09;<\/li>\n<li>\u2705 GitHub\u94fe\u63a5\u5fc5\u987b\u6709\u6548&#xff0c;\u4e14\u9996\u9875\u6709README\u8bf4\u660e<\/li>\n<li>\u2705 \u6c42\u804c\u610f\u5411\u660e\u786e\u5230\u5177\u4f53\u5c97\u4f4d&#xff08;\u907f\u514d\u201c\u7b97\u6cd5\u5de5\u7a0b\u5e08\u201d\u7b49\u6a21\u7cca\u8868\u8ff0&#xff09;<\/li>\n<\/ul>\n<p>\u26a0\ufe0f \u6ce8\u610f&#xff1a; GitHub\u662f\u6280\u672f\u9762\u8bd5\u5b98\u5fc5\u67e5\u9879&#xff01;\u786e\u4fdd&#xff1a;<\/p>\n<li>\u9879\u76ee\u6709\u6e05\u6670\u7684README&#xff08;\u542b\u67b6\u6784\u56fe\u3001\u542f\u52a8\u6307\u5357&#xff09;<\/li>\n<li>\u4ee3\u7801\u6709\u5408\u7406\u6ce8\u91ca\u548c\u6587\u6863<\/li>\n<li>\u6700\u8fd13\u4e2a\u6708\u6709\u6d3b\u8dc3\u63d0\u4ea4\u8bb0\u5f55<\/li>\n<h4>2.2 \u6559\u80b2\u80cc\u666f&#xff1a;\u7a81\u51fa\u76f8\u5173\u8bfe\u7a0b\u4e0e\u5b66\u672f\u6210\u679c<\/h4>\n<p>\u5e94\u5c4a\u751f\u91cd\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u4e3b\u4fee\u8bfe\u7a0b&#xff1a;\u5217\u51fa\u4e0eAI\/Agent\u5f3a\u76f8\u5173\u7684\u8bfe\u7a0b&#xff08;\u5982\u300a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u300b\u300a\u5206\u5e03\u5f0f\u7cfb\u7edf\u300b&#xff09;<\/li>\n<li>\u5b66\u672f\u9879\u76ee&#xff1a;\u8bfe\u7a0b\u8bbe\u8ba1\u82e5\u6d89\u53caAgent\u5f00\u53d1&#xff0c;\u53ef\u5728\u6b64\u7b80\u8ff0<\/li>\n<li>GPA\/\u6392\u540d&#xff1a;\u82e5&gt;3.5\/\u524d30%&#xff0c;\u52a1\u5fc5\u6ce8\u660e<\/li>\n<\/ul>\n<p>\u793a\u4f8b&#xff1a;<\/p>\n<p>\u5317\u4eac\u5927\u5b66 | \u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f | \u7855\u58eb | 2024.09 \u2013 2026.06<br \/>\n&#8211; GPA&#xff1a;3.8\/4.0&#xff08;\u4e13\u4e1a\u524d15%&#xff09;<br \/>\n&#8211; \u6838\u5fc3\u8bfe\u7a0b&#xff1a;\u9ad8\u7ea7\u673a\u5668\u5b66\u4e60&#xff08;94&#xff09;\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406&#xff08;92&#xff09;\u3001\u4e91\u8ba1\u7b97&#xff08;90&#xff09;<br \/>\n&#8211; \u6bd5\u4e1a\u8bba\u6587&#xff1a;\u300a\u57fa\u4e8e\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u81ea\u52a8\u5316\u4ee3\u7801\u751f\u6210\u7cfb\u7edf\u300b&#xff08;\u4f7f\u7528AutoGen\u6846\u67b6&#xff09;<\/p>\n<p>\u8f6c\u884c\u8005\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\u82e5\u5b66\u5386\u975eCS\u80cc\u666f&#xff0c;\u53ef\u5f31\u5316\u6559\u80b2\u6a21\u5757&#xff0c;\u5f3a\u5316\u9879\u76ee\u7ecf\u9a8c<\/li>\n<li>\u5728\u7ebf\u8bfe\u7a0b\u8bc1\u4e66&#xff08;\u5982DeepLearning.AI LLM\u4e13\u9879&#xff09;\u53ef\u8865\u5145\u5728\u6b64<\/li>\n<\/ul>\n<h4>2.3 \u6280\u672f\u6808&#xff1a;\u7cbe\u51c6\u5339\u914d\u5c97\u4f4dJD\u5173\u952e\u8bcd<\/h4>\n<p>\u8fd9\u662fHR\u7b5b\u9009\u7b80\u5386\u7684\u7b2c\u4e00\u5173&#xff01;\u5fc5\u987b\u6839\u636e\u76ee\u6807\u516c\u53f8JD\u5b9a\u5236\u6280\u672f\u6808\u63cf\u8ff0\u3002<\/p>\n<p>\u901a\u7528\u6a21\u677f&#xff1a;<\/p>\n<p>&#8211; **\u5927\u6a21\u578b**&#xff1a;OpenAI GPT\u7cfb\u5217\u3001Anthropic Claude\u3001Qwen\u3001Llama3&#xff08;Prompt Engineering, RAG, \u5fae\u8c03&#xff09;<br \/>\n&#8211; **Agent\u6846\u67b6**&#xff1a;LangChain&#xff08;AgentExecutor, Tools, Memory&#xff09;\u3001AutoGen&#xff08;ConversableAgent, GroupChat&#xff09;\u3001LangGraph&#xff08;StateGraph&#xff09;<br \/>\n&#8211; **\u5411\u91cf\u6570\u636e\u5e93**&#xff1a;Pinecone\u3001Weaviate\u3001Milvus&#xff08;\u7d22\u5f15\u6784\u5efa\u3001\u6df7\u5408\u68c0\u7d22&#xff09;<br \/>\n&#8211; **\u5de5\u7a0b\u5316**&#xff1a;Docker\u3001Kubernetes\u3001Prometheus\u3001OpenTelemetry\u3001FastAPI<br \/>\n&#8211; **\u7f16\u7a0b\u8bed\u8a00**&#xff1a;Python&#xff08;asyncio, Pydantic&#xff09;\u3001SQL\u3001Bash  <\/p>\n<p>\u4f18\u5316\u6280\u5de7&#xff1a;<\/p>\n<li>\u5206\u5c42\u5c55\u793a&#xff1a;\u5c06\u6280\u672f\u5206\u4e3a\u201c\u719f\u7ec3\u4f7f\u7528\u201d\u201c\u4e86\u89e3\u539f\u7406\u201d\u201c\u63a5\u89e6\u8fc7\u201d\u4e09\u7ea7<\/li>\n<li>\u91cf\u5316\u4f50\u8bc1&#xff1a;\u5728\u62ec\u53f7\u5185\u6ce8\u660e\u5e94\u7528\u573a\u666f&#xff08;\u5982\u201cLangChain&#xff1a;\u5f00\u53d13\u4e2a\u751f\u4ea7\u7ea7Agent\u201d&#xff09;<\/li>\n<li>\u52a8\u6001\u8c03\u6574&#xff1a;\u6295\u9012\u4e0d\u540c\u516c\u53f8\u65f6&#xff0c;\u4f18\u5148\u5217\u51faJD\u4e2d\u63d0\u5230\u7684\u6280\u672f<\/li>\n<p>&#x1f4ca; \u6570\u636e\u652f\u6301&#xff1a; \u4f7f\u7528Jobscan\u7b49\u5de5\u5177\u5206\u6790&#xff0c;\u6280\u672f\u6808\u5173\u952e\u8bcd\u5339\u914d\u5ea6&gt;80%\u7684\u7b80\u5386\u901a\u8fc7\u7387\u63d0\u53473\u500d\u3002<\/p>\n<h5>\u6280\u672f\u6808\u5206\u5c42\u793a\u4f8b<\/h5>\n<p>&#8211; **\u6df1\u5ea6\u4f7f\u7528**&#xff08;\u9879\u76ee\u9a8c\u8bc1&#xff09;&#xff1a;<br \/>\n  &#8211; LangChain&#xff1a;\u5f00\u53d13\u4e2a\u751f\u4ea7\u7ea7Agent&#xff0c;\u719f\u6089AgentExecutor\u6e90\u7801<br \/>\n  &#8211; Pinecone&#xff1a;\u5b9e\u73b0\u6df7\u5408\u68c0\u7d22&#xff0c;\u4f18\u5316\u53ec\u56de\u738722%<br \/>\n  &#8211; Docker\/K8s&#xff1a;\u5b8c\u6210Agent\u670d\u52a1\u5bb9\u5668\u5316\u90e8\u7f72<\/p>\n<p>&#8211; **\u4e86\u89e3\u539f\u7406**&#xff08;\u5b9e\u9a8c\u9a8c\u8bc1&#xff09;&#xff1a;<br \/>\n  &#8211; AutoGen&#xff1a;\u590d\u73b0\u591a\u667a\u80fd\u4f53\u8bba\u6587&#xff0c;\u5728\u81ea\u5efa\u6570\u636e\u96c6\u9a8c\u8bc1<br \/>\n  &#8211; vLLM&#xff1a;\u672c\u5730\u90e8\u7f72Qwen-7B&#xff0c;\u63a8\u7406\u901f\u5ea6\u63d0\u53473\u500d<\/p>\n<p>&#8211; **\u63a5\u89e6\u8fc7**&#xff08;\u5b66\u4e60\u4e86\u89e3&#xff09;&#xff1a;<br \/>\n  &#8211; LangGraph&#xff1a;\u5b8c\u6210\u5b98\u65b9\u6559\u7a0b&#xff0c;\u7406\u89e3\u72b6\u6001\u673a\u8bbe\u8ba1<br \/>\n  &#8211; Weaviate&#xff1a;\u6d4b\u8bd5\u6df7\u5408\u641c\u7d22\u529f\u80fd<\/p>\n<h4>2.4 \u9879\u76ee\u7ecf\u9a8c&#xff1a;\u7b80\u5386\u7684\u6838\u5fc3\u6218\u573a&#xff08;\u536060%\u6743\u91cd&#xff09;<\/h4>\n<p>\u8fd9\u662f\u51b3\u5b9a\u4f60\u80fd\u5426\u8fdb\u5165\u9762\u8bd5\u7684\u6700\u5173\u952e\u6a21\u5757\u3002\u9075\u5faa STAR-L \u6cd5\u5219&#xff1a;<\/p>\n<ul>\n<li>Situation&#xff1a;\u9879\u76ee\u80cc\u666f\u4e0e\u95ee\u9898<\/li>\n<li>Task&#xff1a;\u4f60\u7684\u5177\u4f53\u804c\u8d23<\/li>\n<li>Action&#xff1a;\u6280\u672f\u65b9\u6848\u4e0e\u5b9e\u73b0\u7ec6\u8282<\/li>\n<li>Result&#xff1a;\u91cf\u5316\u6210\u679c\u4e0e\u4e1a\u52a1\u4ef7\u503c<\/li>\n<li>Learning&#xff1a;\u6280\u672f\u53cd\u601d\u4e0e\u5ef6\u4f38<\/li>\n<\/ul>\n<p>\u81f4\u547d\u9519\u8bef&#xff1a;<\/p>\n<ul>\n<li>\u274c \u53ea\u5199\u201c\u4f7f\u7528LangChain\u5f00\u53d1\u667a\u80fd\u5ba2\u670d\u201d<\/li>\n<li>\u2705 \u5fc5\u987b\u8bf4\u660e&#xff1a;\u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898&#xff1f;\u7528\u4e86\u4ec0\u4e48\u6280\u672f&#xff1f;\u6548\u679c\u5982\u4f55&#xff1f;<\/li>\n<\/ul>\n<p>&#x1f4a1; \u5c0f\u8d34\u58eb&#xff1a; \u9879\u76ee\u63cf\u8ff0\u4e2d\u5d4c\u5165\u6280\u672f\u5173\u952e\u8bcd&#xff0c;\u65e2\u6ee1\u8db3ATS\u7b5b\u9009&#xff0c;\u53c8\u4f53\u73b0\u6280\u672f\u6df1\u5ea6&#xff1a;<\/p>\n<ul>\n<li>\u201c\u57fa\u4e8eLangChain ReAct\u8303\u5f0f\u5f00\u53d1\u2026\u201d<\/li>\n<li>\u201c\u96c6\u6210Pinecone\u5411\u91cf\u6570\u636e\u5e93\u5b9e\u73b0\u957f\u671f\u8bb0\u5fc6\u2026\u201d<\/li>\n<li>\u201c\u901a\u8fc7Prometheus&#043;Grafana\u76d1\u63a7\u7cfb\u7edf\u6027\u80fd\u2026\u201d<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e09\u3001\u9879\u76ee\u7ecf\u9a8c\u64b0\u5199\u6280\u5de7&#xff1a;5\u4e2a\u9ad8\u8d28\u91cf\u5b9e\u6218\u6848\u4f8b\u89e3\u6790<\/h3>\n<p>\u4ee5\u4e0b\u662f\u9488\u5bf9\u4e0d\u540c\u80cc\u666f\u6c42\u804c\u8005\u76845\u4e2a\u5178\u578b\u9879\u76ee\u6848\u4f8b&#xff0c;\u5747\u6765\u81ea\u771f\u5b9e\u9ad8\u901a\u8fc7\u7387\u7b80\u5386\u3002<\/p>\n<h4>3.1 \u5e94\u5c4a\u751f\u5165\u95e8\u9879\u76ee&#xff1a;\u4e2a\u4eba\u77e5\u8bc6\u5e93\u52a9\u624b&#xff08;RAG\u65b9\u5411&#xff09;<\/h4>\n<p>\u9879\u76ee\u540d\u79f0&#xff1a;\u57fa\u4e8eLlamaIndex\u7684\u4e2a\u4eba\u77e5\u8bc6\u5e93\u95ee\u7b54\u7cfb\u7edf \u6280\u672f\u6808&#xff1a;LlamaIndex, Qwen-7B, Weaviate, Streamlit<\/p>\n<p>\u9879\u76ee\u63cf\u8ff0&#xff1a;<\/p>\n<p>\u9488\u5bf9\u5b66\u672f\u7814\u7a76\u4e2d\u8d44\u6599\u5206\u6563\u3001\u68c0\u7d22\u6548\u7387\u4f4e\u7684\u95ee\u9898&#xff0c;\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86\u4e00\u4e2a\u652f\u6301PDF\/Word\/PPT\u591a\u683c\u5f0f\u6587\u6863\u7684\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u3002\u7528\u6237\u4e0a\u4f20\u6587\u732e\u540e&#xff0c;\u7cfb\u7edf\u81ea\u52a8\u89e3\u6790\u3001\u5d4c\u5165\u5411\u91cf\u5e76\u5efa\u7acb\u7d22\u5f15&#xff0c;\u652f\u6301\u81ea\u7136\u8bed\u8a00\u63d0\u95ee&#xff08;\u5982\u201cTransformer\u7684\u6ce8\u610f\u529b\u673a\u5236\u662f\u4ec0\u4e48&#xff1f;\u201d&#xff09;\u3002<\/p>\n<p>\u5173\u952e\u884c\u52a8&#xff1a;<\/p>\n<ul>\n<li>\u91c7\u7528LlamaIndex\u7684NodeParser\u5bf9\u957f\u6587\u6863\u5206\u5757&#xff0c;\u89e3\u51b3\u4e0a\u4e0b\u6587\u622a\u65ad\u95ee\u9898<\/li>\n<li>\u5b9e\u73b0\u6df7\u5408\u68c0\u7d22\u7b56\u7565&#xff1a;\u7ed3\u5408\u5173\u952e\u8bcd\u5339\u914d&#xff08;BM25&#xff09;\u4e0e\u5411\u91cf\u76f8\u4f3c\u5ea6&#xff08;Cosine&#xff09;&#xff0c;\u53ec\u56de\u7387\u63d0\u534722%<\/li>\n<li>\u96c6\u6210Qwen-7B\u672c\u5730\u6a21\u578b&#xff0c;\u901a\u8fc7vLLM\u52a0\u901f\u63a8\u7406&#xff0c;\u54cd\u5e94\u65f6\u95f4&lt;2s<\/li>\n<li>\u4f7f\u7528Streamlit\u6784\u5efaWeb\u754c\u9762&#xff0c;\u652f\u6301\u5bf9\u8bdd\u5386\u53f2\u4e0e\u5f15\u7528\u6eaf\u6e90<\/li>\n<\/ul>\n<p>\u91cf\u5316\u6210\u679c&#xff1a;<\/p>\n<ul>\n<li>\u51c6\u786e\u7387&#xff1a;\u5728\u81ea\u5efa\u6d4b\u8bd5\u96c6\u4e0a\u8fbe\u523089%&#xff08;\u5bf9\u6bd4\u7eaf\u5411\u91cf\u68c0\u7d2278%&#xff09;<\/li>\n<li>\u7528\u6237\u53cd\u9988&#xff1a;\u5b9e\u9a8c\u5ba410\u540d\u7814\u7a76\u751f\u65e5\u5e38\u4f7f\u7528&#xff0c;\u5e73\u5747\u6bcf\u5468\u67e5\u8be250&#043;\u6b21<\/li>\n<li>\u5f00\u6e90\u8d21\u732e&#xff1a;\u4ee3\u7801\u83b7GitHub 120&#043; stars&#xff0c;\u88abLlamaIndex\u5b98\u65b9\u6587\u6863\u5f15\u7528<\/li>\n<\/ul>\n<p>\u6280\u672f\u7ec6\u8282&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u6df7\u5408\u68c0\u7d22\u5b9e\u73b0<\/span><br \/>\n<span class=\"token keyword\">from<\/span> llama_index<span class=\"token punctuation\">.<\/span>core <span class=\"token keyword\">import<\/span> VectorStoreIndex<span class=\"token punctuation\">,<\/span> SimpleDirectoryReader<br \/>\n<span class=\"token keyword\">from<\/span> llama_index<span class=\"token punctuation\">.<\/span>core<span class=\"token punctuation\">.<\/span>retrievers <span class=\"token keyword\">import<\/span> VectorIndexRetriever<br \/>\n<span class=\"token keyword\">from<\/span> llama_index<span class=\"token punctuation\">.<\/span>core<span class=\"token punctuation\">.<\/span>query_engine <span class=\"token keyword\">import<\/span> RetrieverQueryEngine<br \/>\n<span class=\"token keyword\">from<\/span> llama_index<span class=\"token punctuation\">.<\/span>core<span class=\"token punctuation\">.<\/span>postprocessor <span class=\"token keyword\">import<\/span> SimilarityPostprocessor<\/p>\n<p><span class=\"token comment\"># \u52a0\u8f7d\u6587\u6863<\/span><br \/>\ndocuments <span class=\"token operator\">&#061;<\/span> SimpleDirectoryReader<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;data&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>load_data<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u521b\u5efa\u5411\u91cf\u7d22\u5f15<\/span><br \/>\nindex <span class=\"token operator\">&#061;<\/span> VectorStoreIndex<span class=\"token punctuation\">.<\/span>from_documents<span class=\"token punctuation\">(<\/span>documents<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u914d\u7f6e\u6df7\u5408\u68c0\u7d22<\/span><br \/>\nretriever <span class=\"token operator\">&#061;<\/span> VectorIndexRetriever<span class=\"token punctuation\">(<\/span><br \/>\n    index<span class=\"token operator\">&#061;<\/span>index<span class=\"token punctuation\">,<\/span><br \/>\n    similarity_top_k<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\nquery_engine <span class=\"token operator\">&#061;<\/span> RetrieverQueryEngine<span class=\"token punctuation\">(<\/span><br \/>\n    retriever<span class=\"token operator\">&#061;<\/span>retriever<span class=\"token punctuation\">,<\/span><br \/>\n    node_postprocessors<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span>SimilarityPostprocessor<span class=\"token punctuation\">(<\/span>similarity_cutoff<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.7<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548&#xff1a;<\/p>\n<ul>\n<li>\u805a\u7126\u5177\u4f53\u75db\u70b9&#xff08;\u5b66\u672f\u8d44\u6599\u7ba1\u7406&#xff09;<\/li>\n<li>\u5c55\u793a\u6280\u672f\u6df1\u5ea6&#xff08;\u6df7\u5408\u68c0\u7d22\u3001\u672c\u5730\u90e8\u7f72&#xff09;<\/li>\n<li>\u63d0\u4f9b\u53ef\u9a8c\u8bc1\u6210\u679c&#xff08;\u5f00\u6e90\u9879\u76ee\u3001\u7528\u6237\u6570\u636e&#xff09;<\/li>\n<\/ul>\n<h4>3.2 \u8fdb\u9636\u9879\u76ee&#xff1a;\u591a\u667a\u80fd\u4f53\u65c5\u884c\u89c4\u5212\u7cfb\u7edf&#xff08;AutoGen\u65b9\u5411&#xff09;<\/h4>\n<p>\u9879\u76ee\u540d\u79f0&#xff1a;\u57fa\u4e8eAutoGen\u7684\u591a\u89d2\u8272\u65c5\u884c\u89c4\u5212Agent \u6280\u672f\u6808&#xff1a;AutoGen, GPT-4-Turbo, Docker, Pinecone<\/p>\n<p>\u9879\u76ee\u63cf\u8ff0&#xff1a;<\/p>\n<p>\u4e3a\u89e3\u51b3\u4f20\u7edf\u65c5\u884cAPP\u4fe1\u606f\u788e\u7247\u5316\u95ee\u9898&#xff0c;\u6784\u5efa\u4e86\u4e00\u4e2a\u75314\u4e2a\u4e13\u4e1aAgent\u7ec4\u6210\u7684\u534f\u4f5c\u7cfb\u7edf&#xff1a;Researcher&#xff08;\u6536\u96c6\u76ee\u7684\u5730\u4fe1\u606f&#xff09;\u3001Planner&#xff08;\u5236\u5b9a\u884c\u7a0b&#xff09;\u3001Booker&#xff08;\u9884\u8ba2\u670d\u52a1&#xff09;\u3001Reviewer&#xff08;\u4f18\u5316\u5efa\u8bae&#xff09;\u3002\u7528\u6237\u53ea\u9700\u8f93\u5165\u201c\u8ba1\u52125\u5929\u4e1c\u4eac\u4e4b\u65c5\u201d&#xff0c;\u7cfb\u7edf\u81ea\u52a8\u751f\u6210\u5b8c\u6574\u65b9\u6848\u3002<\/p>\n<p>\u5173\u952e\u884c\u52a8&#xff1a;<\/p>\n<ul>\n<li>\u8bbe\u8ba1GroupChat\u5de5\u4f5c\u6d41&#xff1a;Researcher \u2192 Planner \u2192 Booker \u2192 Reviewer\u5faa\u73af\u8fed\u4ee3<\/li>\n<li>\u5b9e\u73b0\u5de5\u5177\u6c99\u7bb1&#xff1a;\u6240\u6709\u9884\u8ba2\u64cd\u4f5c\u5728Docker\u5bb9\u5668\u4e2d\u6267\u884c&#xff0c;\u9632\u6b62\u6076\u610f\u8c03\u7528<\/li>\n<li>\u96c6\u6210\u957f\u671f\u8bb0\u5fc6&#xff1a;\u7528\u6237\u504f\u597d&#xff08;\u5982\u201c\u4e0d\u559c\u6b22\u6d77\u9c9c\u201d&#xff09;\u5b58\u50a8\u81f3Pinecone&#xff0c;\u8de8\u4f1a\u8bdd\u751f\u6548<\/li>\n<li>\u6dfb\u52a0\u964d\u7ea7\u673a\u5236&#xff1a;\u5f53GPT-4\u4e0d\u53ef\u7528\u65f6&#xff0c;\u81ea\u52a8\u5207\u6362\u81f3GPT-3.5\u5e76\u5173\u95ed\u56fe\u50cf\u751f\u6210\u529f\u80fd<\/li>\n<\/ul>\n<p>\u91cf\u5316\u6210\u679c&#xff1a;<\/p>\n<ul>\n<li>\u4efb\u52a1\u5b8c\u6210\u7387&#xff1a;92%&#xff08;\u5355Agent\u57fa\u7ebf\u4ec565%&#xff09;<\/li>\n<li>\u7528\u6237\u6ee1\u610f\u5ea6&#xff1a;NPS\u8bc4\u52068.2\/10&#xff08;\u8c03\u781450\u540d\u7528\u6237&#xff09;<\/li>\n<li>\u6027\u80fd\u4f18\u5316&#xff1a;\u901a\u8fc7\u5de5\u5177\u7ed3\u679c\u7f13\u5b58&#xff0c;API\u8c03\u7528\u6210\u672c\u964d\u4f4e40%<\/li>\n<\/ul>\n<p>\u6280\u672f\u7ec6\u8282&#xff1a;<\/p>\n<p><span class=\"token comment\"># AutoGen\u591a\u667a\u80fd\u4f53\u914d\u7f6e<\/span><br \/>\n<span class=\"token keyword\">from<\/span> autogen <span class=\"token keyword\">import<\/span> ConversableAgent<span class=\"token punctuation\">,<\/span> GroupChat<span class=\"token punctuation\">,<\/span> GroupChatManager<\/p>\n<p><span class=\"token comment\"># \u5b9a\u4e49\u89d2\u8272<\/span><br \/>\nresearcher <span class=\"token operator\">&#061;<\/span> ConversableAgent<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;researcher&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    system_message<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;You are a travel researcher. Collect destination info.&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    llm_config<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;model&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;gpt-4-turbo&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>planner <span class=\"token operator\">&#061;<\/span> ConversableAgent<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;planner&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    system_message<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;You are a travel planner. Create detailed itineraries.&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    llm_config<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;model&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;gpt-4-turbo&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u914d\u7f6eGroupChat<\/span><br \/>\ngroupchat <span class=\"token operator\">&#061;<\/span> GroupChat<span class=\"token punctuation\">(<\/span><br \/>\n    agents<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span>researcher<span class=\"token punctuation\">,<\/span> planner<span class=\"token punctuation\">,<\/span> booker<span class=\"token punctuation\">,<\/span> reviewer<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    max_round<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\nmanager <span class=\"token operator\">&#061;<\/span> GroupChatManager<span class=\"token punctuation\">(<\/span>groupchat<span class=\"token operator\">&#061;<\/span>groupchat<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u542f\u52a8\u5bf9\u8bdd<\/span><br \/>\nuser_proxy<span class=\"token punctuation\">.<\/span>initiate_chat<span class=\"token punctuation\">(<\/span>manager<span class=\"token punctuation\">,<\/span> message<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;Plan a 5-day Tokyo trip&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548&#xff1a;<\/p>\n<ul>\n<li>\u4f53\u73b0\u591a\u667a\u80fd\u4f53\u67b6\u6784\u8bbe\u8ba1\u80fd\u529b<\/li>\n<li>\u5f3a\u8c03\u5de5\u7a0b\u53ef\u9760\u6027&#xff08;\u6c99\u7bb1\u3001\u964d\u7ea7&#xff09;<\/li>\n<li>\u91cf\u5316\u4e1a\u52a1\u4ef7\u503c&#xff08;\u5b8c\u6210\u7387\u3001NPS&#xff09;<\/li>\n<\/ul>\n<h4>3.3 \u5de5\u7a0b\u5316\u9879\u76ee&#xff1a;\u751f\u4ea7\u7ea7\u5ba2\u670dAgent\u90e8\u7f72&#xff08;LangGraph\u65b9\u5411&#xff09;<\/h4>\n<p>\u9879\u76ee\u540d\u79f0&#xff1a;\u7535\u5546\u5ba2\u670dAgent\u7684\u5de5\u4e1a\u7ea7\u90e8\u7f72\u4e0e\u76d1\u63a7 \u6280\u672f\u6808&#xff1a;LangGraph, FastAPI, Prometheus, Kubernetes<\/p>\n<p>\u9879\u76ee\u63cf\u8ff0&#xff1a;<\/p>\n<p>\u5c06\u539f\u578b\u5ba2\u670dAgent&#xff08;\u5904\u7406\u8ba2\u5355\u67e5\u8be2\u3001\u9000\u6362\u8d27&#xff09;\u5347\u7ea7\u4e3a\u9ad8\u53ef\u7528\u751f\u4ea7\u7cfb\u7edf&#xff0c;\u652f\u6301\u65e5\u574710\u4e07&#043;\u8bf7\u6c42&#xff0c;SLA 99.9%\u3002<\/p>\n<p>\u5173\u952e\u884c\u52a8&#xff1a;<\/p>\n<ul>\n<li>\u91cd\u6784\u4e3aLangGraph\u72b6\u6001\u673a&#xff1a;\u660e\u786e\u5b9a\u4e49IDLE\u2192PROCESSING\u2192WAITING_TOOL\u2192SUCCESS\u72b6\u6001\u6d41<\/li>\n<li>\u5b9e\u73b0\u5168\u94fe\u8def\u76d1\u63a7&#xff1a;\n<ul>\n<li>Metrics&#xff1a;Prometheus\u91c7\u96c6\u8c03\u7528\u91cf\u3001\u5ef6\u8fdf\u3001\u9519\u8bef\u7387<\/li>\n<li>Logs&#xff1a;ELK\u6536\u96c6\u7ed3\u6784\u5316\u65e5\u5fd7&#xff08;\u542btrace_id&#xff09;<\/li>\n<li>Traces&#xff1a;Jaeger\u8ffd\u8e2a\u8de8\u670d\u52a1\u8c03\u7528&#xff08;Agent\u2192DB\u2192\u652f\u4ed8\u7f51\u5173&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\u8bbe\u8ba1\u5f39\u6027\u90e8\u7f72&#xff1a;K8s HPA\u6839\u636eCPU\u4f7f\u7528\u7387\u81ea\u52a8\u6269\u7f29\u5bb9&#xff08;2-20 Pods&#xff09;<\/li>\n<li>\u5b89\u5168\u52a0\u56fa&#xff1a;\u8f93\u5165\u8fc7\u6ee4&#xff08;\u6b63\u5219\u62e6\u622aSQL\u6ce8\u5165&#xff09;\u3001\u8f93\u51fa\u8131\u654f&#xff08;\u9690\u85cf\u624b\u673a\u53f7&#xff09;<\/li>\n<\/ul>\n<p>\u91cf\u5316\u6210\u679c&#xff1a;<\/p>\n<ul>\n<li>P99\u5ef6\u8fdf&#xff1a;\u4ece1800ms\u964d\u81f3450ms<\/li>\n<li>\u9519\u8bef\u7387&#xff1a;\u4ece8%\u964d\u81f30.5%<\/li>\n<li>\u8fd0\u7ef4\u6548\u7387&#xff1a;MTTR&#xff08;\u5e73\u5747\u4fee\u590d\u65f6\u95f4&#xff09;\u4ece2\u5c0f\u65f6\u7f29\u77ed\u81f315\u5206\u949f<\/li>\n<\/ul>\n<p>\u6280\u672f\u7ec6\u8282&#xff1a;<\/p>\n<p><span class=\"token comment\"># LangGraph\u72b6\u6001\u673a\u5b9a\u4e49<\/span><br \/>\n<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> END<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> TypedDict<span class=\"token punctuation\">,<\/span> Annotated<br \/>\n<span class=\"token keyword\">import<\/span> operator<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AgentState<\/span><span class=\"token punctuation\">(<\/span>TypedDict<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token builtin\">input<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    output<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    steps<span class=\"token punctuation\">:<\/span> Annotated<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> operator<span class=\"token punctuation\">.<\/span>add<span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">process_order<\/span><span class=\"token punctuation\">(<\/span>state<span class=\"token punctuation\">:<\/span> AgentState<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u5904\u7406\u8ba2\u5355\u67e5\u8be2\u903b\u8f91<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;output&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Order <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;input&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> status: shipped&#034;<\/span><\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># \u6784\u5efa\u72b6\u6001\u56fe<\/span><br \/>\nworkflow <span class=\"token operator\">&#061;<\/span> StateGraph<span class=\"token punctuation\">(<\/span>AgentState<span class=\"token punctuation\">)<\/span><br \/>\nworkflow<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;process&#034;<\/span><span class=\"token punctuation\">,<\/span> process_order<span class=\"token punctuation\">)<\/span><br \/>\nworkflow<span class=\"token punctuation\">.<\/span>set_entry_point<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;process&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nworkflow<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;process&#034;<\/span><span class=\"token punctuation\">,<\/span> END<span class=\"token punctuation\">)<\/span><\/p>\n<p>app <span class=\"token operator\">&#061;<\/span> workflow<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u76d1\u63a7\u6307\u6807\u914d\u7f6e&#xff1a;<\/p>\n<p><span class=\"token comment\"># Prometheus\u6307\u6807<\/span><br \/>\n<span class=\"token keyword\">from<\/span> prometheus_client <span class=\"token keyword\">import<\/span> Counter<span class=\"token punctuation\">,<\/span> Histogram<\/p>\n<p>REQUESTS <span class=\"token operator\">&#061;<\/span> Counter<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;agent_requests_total&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;Total requests&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;status&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\nLATENCY <span class=\"token operator\">&#061;<\/span> Histogram<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;agent_latency_seconds&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;Request latency&#039;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;LATENCY<span class=\"token punctuation\">.<\/span>time<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">handle_request<\/span><span class=\"token punctuation\">(<\/span>input_data<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        result <span class=\"token operator\">&#061;<\/span> app<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;input&#034;<\/span><span class=\"token punctuation\">:<\/span> input_data<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        REQUESTS<span class=\"token punctuation\">.<\/span>labels<span class=\"token punctuation\">(<\/span>status<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;success&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>inc<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> result<br \/>\n    <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n        REQUESTS<span class=\"token punctuation\">.<\/span>labels<span class=\"token punctuation\">(<\/span>status<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;error&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>inc<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span><\/p>\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548&#xff1a;<\/p>\n<ul>\n<li>\u76f4\u51fb\u4f01\u4e1a\u6838\u5fc3\u75db\u70b9&#xff08;\u7a33\u5b9a\u6027\u3001\u53ef\u89c2\u6d4b\u6027&#xff09;<\/li>\n<li>\u5c55\u793a\u5168\u6808\u5de5\u7a0b\u80fd\u529b&#xff08;\u4ece\u4ee3\u7801\u5230\u8fd0\u7ef4&#xff09;<\/li>\n<li>\u6210\u679c\u53ef\u6d4b\u91cf\u3001\u53ef\u5bf9\u6bd4<\/li>\n<\/ul>\n<h4>3.4 \u521b\u65b0\u5b9e\u9a8c\u9879\u76ee&#xff1a;\u591a\u6a21\u6001Agent&#xff08;\u524d\u6cbf\u65b9\u5411&#xff09;<\/h4>\n<p>\u9879\u76ee\u540d\u79f0&#xff1a;ChartInterpreter &#8211; \u57fa\u4e8e\u591a\u6a21\u6001Agent\u7684\u56fe\u8868\u5206\u6790\u7cfb\u7edf \u6280\u672f\u6808&#xff1a;GPT-4V, LangChain, OpenCV, Flask<\/p>\n<p>\u9879\u76ee\u63cf\u8ff0&#xff1a;<\/p>\n<p>\u7528\u6237\u4e0a\u4f20\u6570\u636e\u56fe\u8868&#xff08;\u67f1\u72b6\u56fe\u3001\u6298\u7ebf\u56fe\u7b49&#xff09;&#xff0c;Agent\u81ea\u52a8\u8bc6\u522b\u56fe\u8868\u7c7b\u578b\u3001\u63d0\u53d6\u6570\u636e\u8d8b\u52bf&#xff0c;\u5e76\u751f\u6210\u6587\u5b57\u5206\u6790\u62a5\u544a&#xff08;\u5982\u201cQ3\u9500\u552e\u989d\u73af\u6bd4\u589e\u957f25%\u201d&#xff09;\u3002<\/p>\n<p>\u5173\u952e\u884c\u52a8&#xff1a;<\/p>\n<ul>\n<li>\u6784\u5efa\u591a\u6a21\u6001Pipeline&#xff1a;\n<li>OpenCV\u9884\u5904\u7406\u56fe\u50cf&#xff08;\u53bb\u566a\u3001\u589e\u5f3a&#xff09;<\/li>\n<li>GPT-4V\u5206\u6790\u56fe\u8868\u8bed\u4e49<\/li>\n<li>LangChain Agent\u8c03\u7528Python\u5de5\u5177\u9a8c\u8bc1\u6570\u636e\u4e00\u81f4\u6027<\/li>\n<\/li>\n<li>\u8bbe\u8ba1\u5b89\u5168\u8fb9\u754c&#xff1a;\u9650\u5236\u56fe\u50cf\u5c3a\u5bf8&#xff08;&lt;5MB&#xff09;\u3001\u7981\u6b62\u6267\u884c\u4ee3\u7801<\/li>\n<li>\u4f18\u5316\u7528\u6237\u4f53\u9a8c&#xff1a;\u652f\u6301\u591a\u8f6e\u8ffd\u95ee&#xff08;\u201c\u4e3a\u4ec0\u4e48Q3\u589e\u957f&#xff1f;\u201d&#xff09;<\/li>\n<\/ul>\n<p>\u91cf\u5316\u6210\u679c&#xff1a;<\/p>\n<ul>\n<li>\u56fe\u8868\u7406\u89e3\u51c6\u786e\u7387&#xff1a;85%&#xff08;\u5728\u81ea\u5efa1000\u5f20\u6d4b\u8bd5\u96c6\u4e0a&#xff09;<\/li>\n<li>\u521b\u65b0\u6027&#xff1a;\u65b9\u6848\u88ab\u6536\u5f55\u81f3ACL 2026 Workshop<\/li>\n<li>\u6f5c\u5728\u5e94\u7528&#xff1a;\u5df2\u4e0e\u67d0BI\u516c\u53f8\u6d3d\u8c08POC\u5408\u4f5c<\/li>\n<\/ul>\n<p>\u6280\u672f\u7ec6\u8282&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u591a\u6a21\u6001Agent\u5b9e\u73b0<\/span><br \/>\n<span class=\"token keyword\">from<\/span> langchain_community<span class=\"token punctuation\">.<\/span>chat_models <span class=\"token keyword\">import<\/span> ChatOpenAI<br \/>\n<span class=\"token keyword\">from<\/span> langchain_core<span class=\"token punctuation\">.<\/span>messages <span class=\"token keyword\">import<\/span> HumanMessage<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">analyze_chart<\/span><span class=\"token punctuation\">(<\/span>image_path<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> question<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5206\u6790\u56fe\u8868\u5e76\u56de\u7b54\u95ee\u9898&#034;&#034;&#034;<\/span><br \/>\n    image_data <span class=\"token operator\">&#061;<\/span> encode_image<span class=\"token punctuation\">(<\/span>image_path<span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># Base64\u7f16\u7801<\/span><\/p>\n<p>    messages <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n        HumanMessage<span class=\"token punctuation\">(<\/span><br \/>\n            content<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n                <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;text&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;text&#034;<\/span><span class=\"token punctuation\">:<\/span> question<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;image_url&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;image_url&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;url&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;data:image\/jpeg;base64,<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>image_data<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">}<\/span><br \/>\n                <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><\/p>\n<p>    model <span class=\"token operator\">&#061;<\/span> ChatOpenAI<span class=\"token punctuation\">(<\/span>model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;gpt-4-vision-preview&#034;<\/span><span class=\"token punctuation\">,<\/span> max_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">500<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>messages<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>content<\/p>\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548&#xff1a;<\/p>\n<ul>\n<li>\u5c55\u793a\u6280\u672f\u524d\u77bb\u6027&#xff08;\u591a\u6a21\u6001&#xff09;<\/li>\n<li>\u4f53\u73b0\u4ea7\u54c1\u601d\u7ef4&#xff08;\u7528\u6237\u4f53\u9a8c\u3001\u5b89\u5168&#xff09;<\/li>\n<li>\u5177\u5907\u5b66\u672f\/\u5546\u4e1a\u6f5c\u529b<\/li>\n<\/ul>\n<h4>3.5 \u5f00\u6e90\u8d21\u732e\u9879\u76ee&#xff1a;LangChain\u5de5\u5177\u5305\u6269\u5c55<\/h4>\n<p>\u9879\u76ee\u540d\u79f0&#xff1a;\u4e3aLangChain\u8d21\u732e\u91d1\u878d\u9886\u57dfTools\u63d2\u4ef6 \u6280\u672f\u6808&#xff1a;Python, LangChain, yfinance, pytest<\/p>\n<p>\u9879\u76ee\u63cf\u8ff0&#xff1a;<\/p>\n<p>\u53d1\u73b0LangChain\u5b98\u65b9\u5de5\u5177\u5e93\u7f3a\u4e4f\u91d1\u878d\u6570\u636e\u652f\u6301&#xff0c;\u5f00\u53d1\u5e76\u5f00\u6e90\u4e86\u4e00\u5957\u91d1\u878dTools&#xff08;\u80a1\u7968\u67e5\u8be2\u3001\u6c47\u7387\u8f6c\u6362\u3001\u8d22\u62a5\u5206\u6790&#xff09;&#xff0c;\u88ab\u793e\u533a\u5e7f\u6cdb\u91c7\u7528\u3002<\/p>\n<p>\u5173\u952e\u884c\u52a8&#xff1a;<\/p>\n<ul>\n<li>\u8bbe\u8ba1\u539f\u5b50\u5316\u5de5\u5177&#xff1a;\n<ul>\n<li>get_stock_price(symbol: str) -&gt; float<\/li>\n<li>convert_currency(amount: float, from: str, to: str) -&gt; float<\/li>\n<\/ul>\n<\/li>\n<li>\u9075\u5faaLangChain\u89c4\u8303&#xff1a;Pydantic\u53c2\u6570\u6821\u9a8c\u3001\u8be6\u7ec6docstring<\/li>\n<li>\u7f16\u5199\u5168\u9762\u6d4b\u8bd5&#xff1a;pytest\u8986\u76d6\u6b63\u5e38\/\u5f02\u5e38\u573a\u666f<\/li>\n<li>\u63d0\u4ea4PR\u5e76\u7ef4\u62a4&#xff1a;\u4fee\u590d\u793e\u533a\u53cd\u9988\u76843\u4e2aissue<\/li>\n<\/ul>\n<p>\u91cf\u5316\u6210\u679c&#xff1a;<\/p>\n<ul>\n<li>GitHub Stars&#xff1a;280&#043;<\/li>\n<li>\u4e0b\u8f7d\u91cf&#xff1a;PyPI\u5468\u4e0b\u8f7d500&#043;\u6b21<\/li>\n<li>\u793e\u533a\u8ba4\u53ef&#xff1a;\u88abLangChain\u5b98\u65b9Twitter\u63a8\u8350<\/li>\n<\/ul>\n<p>\u6280\u672f\u7ec6\u8282&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u7b26\u5408LangChain\u89c4\u8303\u7684Tool\u5b9e\u73b0<\/span><br \/>\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>tools <span class=\"token keyword\">import<\/span> tool<br \/>\n<span class=\"token keyword\">from<\/span> pydantic <span class=\"token keyword\">import<\/span> BaseModel<span class=\"token punctuation\">,<\/span> Field<br \/>\n<span class=\"token keyword\">import<\/span> yfinance <span class=\"token keyword\">as<\/span> yf<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">StockPriceInput<\/span><span class=\"token punctuation\">(<\/span>BaseModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    symbol<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;Stock symbol (e.g., AAPL)&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;tool<\/span><span class=\"token punctuation\">(<\/span>args_schema<span class=\"token operator\">&#061;<\/span>StockPriceInput<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">get_stock_price<\/span><span class=\"token punctuation\">(<\/span>symbol<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;Get current stock price for a given symbol.&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        ticker <span class=\"token operator\">&#061;<\/span> yf<span class=\"token punctuation\">.<\/span>Ticker<span class=\"token punctuation\">(<\/span>symbol<span class=\"token punctuation\">)<\/span><br \/>\n        price <span class=\"token operator\">&#061;<\/span> ticker<span class=\"token punctuation\">.<\/span>history<span class=\"token punctuation\">(<\/span>period<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;1d&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;Close&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>iloc<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;$<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>price<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n    <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Error fetching stock price: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><\/p>\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548&#xff1a;<\/p>\n<ul>\n<li>\u8bc1\u660e\u5de5\u7a0b\u89c4\u8303\u6027&#xff08;\u6d4b\u8bd5\u3001\u6587\u6863&#xff09;<\/li>\n<li>\u4f53\u73b0\u793e\u533a\u5f71\u54cd\u529b<\/li>\n<li>\u5c55\u793a\u89e3\u51b3\u95ee\u9898\u4e3b\u52a8\u6027<\/li>\n<\/ul>\n<hr \/>\n<h3>\u56db\u3001\u6280\u672f\u6808\u4e0e\u5173\u952e\u8bcd\u4f18\u5316&#xff1a;\u8ba9HR\u7cfb\u7edf\u201c\u770b\u89c1\u201d\u4f60<\/h3>\n<p>ATS&#xff08;Applicant Tracking System&#xff09;\u662f\u7b80\u5386\u7b5b\u9009\u7684\u7b2c\u4e00\u9053\u5173\u5361\u3002\u636e\u7edf\u8ba1&#xff0c;75%\u7684\u7b80\u5386\u56e0\u5173\u952e\u8bcd\u4e0d\u5339\u914d\u88abATS\u81ea\u52a8\u8fc7\u6ee4\u3002<\/p>\n<h4>4.1 \u63d0\u53d6JD\u5173\u952e\u8bcd\u76843\u6b65\u6cd5<\/h4>\n<p>\u4ee5\u67d0\u5927\u5382JD\u4e3a\u4f8b&#xff1a;<\/p>\n<p>\u201c\u8981\u6c42&#xff1a;\u719f\u6089LangChain\/AutoGen\u6846\u67b6&#xff0c;\u6709RAG\u6216Agent\u5f00\u53d1\u7ecf\u9a8c&#xff0c;\u4e86\u89e3\u5411\u91cf\u6570\u636e\u5e93&#xff08;Pinecone\/Milvus&#xff09;&#xff0c;\u5177\u5907Docker\u90e8\u7f72\u80fd\u529b\u2026\u201d<\/p>\n<p>\u6b65\u9aa41&#xff1a;\u8bc6\u522b\u786c\u6027\u6280\u672f\u8bcd<\/p>\n<ul>\n<li>\u6846\u67b6&#xff1a;LangChain, AutoGen<\/li>\n<li>\u6570\u636e\u5e93&#xff1a;Pinecone, Milvus<\/li>\n<li>\u5de5\u5177&#xff1a;Docker<\/li>\n<\/ul>\n<p>\u6b65\u9aa42&#xff1a;\u6316\u6398\u9690\u542b\u80fd\u529b\u8bcd<\/p>\n<ul>\n<li>\u201cRAG\u7ecf\u9a8c\u201d \u2192 \u9700\u4f53\u73b0&#xff1a;Embedding Model, Retrieval Strategy<\/li>\n<li>\u201cAgent\u5f00\u53d1\u201d \u2192 \u9700\u4f53\u73b0&#xff1a;Tool Calling, Memory Management<\/li>\n<\/ul>\n<p>\u6b65\u9aa43&#xff1a;\u8865\u5145\u884c\u4e1a\u672f\u8bed<\/p>\n<ul>\n<li>\u53ef\u89c2\u6d4b\u6027&#xff1a;Prometheus, OpenTelemetry<\/li>\n<li>\u5b89\u5168&#xff1a;Sandbox, Input Validation<\/li>\n<\/ul>\n<h4>4.2 \u5173\u952e\u8bcd\u5e03\u5c40\u7b56\u7565<\/h4>\n<ul>\n<li>\u6280\u672f\u6808\u6a21\u5757&#xff1a;\u96c6\u4e2d\u5217\u51fa\u6240\u6709\u5173\u952e\u8bcd&#xff08;\u5982\u524d\u8ff02.3\u8282&#xff09;<\/li>\n<li>\u9879\u76ee\u63cf\u8ff0&#xff1a;\u81ea\u7136\u878d\u5165\u5173\u952e\u8bcd&#xff08;\u907f\u514d\u5806\u780c&#xff09;\n<ul>\n<li>\u2705 \u201c\u4f7f\u7528LangChain\u7684AgentExecutor\u8c03\u7528Pinecone\u5411\u91cf\u6570\u636e\u5e93\u201d<\/li>\n<li>\u274c \u201cLangChain, Pinecone, AgentExecutor\u201d&#xff08;\u65e0\u4e0a\u4e0b\u6587&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\u6280\u80fd\u6807\u7b7e&#xff1a;\u5728GitHub README\u3001LinkedIn\u6280\u80fd\u680f\u540c\u6b65\u5173\u952e\u8bcd<\/li>\n<\/ul>\n<p>&#x1f6e0;\ufe0f \u5de5\u5177\u63a8\u8350&#xff1a;<\/p>\n<ul>\n<li>Jobscan.co&#xff1a;\u5206\u6790\u7b80\u5386\u4e0eJD\u5339\u914d\u5ea6<\/li>\n<li>SkillSyncer&#xff1a;\u63d0\u53d6JD\u5173\u952e\u8bcd\u5e76\u751f\u6210\u4f18\u5316\u5efa\u8bae<\/li>\n<\/ul>\n<h5>\u5173\u952e\u8bcd\u5bc6\u5ea6\u4f18\u5316\u793a\u4f8b<\/h5>\n<table>\n<tr>JD\u5173\u952e\u8bcd\u7b80\u5386\u51fa\u73b0\u4f4d\u7f6e\u4f18\u5316\u5efa\u8bae<\/tr>\n<tbody>\n<tr>\n<td>LangChain<\/td>\n<td>\u6280\u672f\u6808\u3001\u9879\u76ee1\u3001\u9879\u76ee2<\/td>\n<td>\u4fdd\u6301&#xff0c;\u589e\u52a0\u5177\u4f53\u7ec4\u4ef6&#xff08;AgentExecutor&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>Pinecone<\/td>\n<td>\u6280\u672f\u6808\u3001\u9879\u76ee2<\/td>\n<td>\u8865\u5145\u4f7f\u7528\u573a\u666f&#xff08;\u201c\u957f\u671f\u8bb0\u5fc6\u5b58\u50a8\u201d&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>Docker<\/td>\n<td>\u6280\u672f\u6808<\/td>\n<td>\u5728\u9879\u76ee3\u4e2d\u660e\u786e\u201c\u5bb9\u5668\u5316\u90e8\u7f72\u201d<\/td>\n<\/tr>\n<tr>\n<td>Prometheus<\/td>\n<td>\u672a\u51fa\u73b0<\/td>\n<td>\u5728\u9879\u76ee3\u4e2d\u6dfb\u52a0\u76d1\u63a7\u5b9e\u73b0\u7ec6\u8282<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h3>\u4e94\u3001\u5e94\u5c4a\u751f\u4e0e\u8f6c\u884c\u8005\u4e13\u5c5e\u7a81\u56f4\u65b9\u6848<\/h3>\n<h4>5.1 \u5e94\u5c4a\u751f&#xff1a;\u7528\u8bfe\u7a0b\u9879\u76ee&#043;\u7ade\u8d5b\u5f25\u8865\u7ecf\u9a8c\u4e0d\u8db3<\/h4>\n<p>\u7b56\u75651&#xff1a;\u8bfe\u7a0b\u9879\u76ee\u6df1\u5ea6\u6539\u9020<\/p>\n<ul>\n<li>\u5c06\u300a\u8f6f\u4ef6\u5de5\u7a0b\u300b\u8bfe\u8bbe\u5347\u7ea7\u4e3a\u201c\u5e26\u76d1\u63a7\u7684Agent\u7cfb\u7edf\u201d<\/li>\n<li>\u5728\u300a\u6570\u636e\u5e93\u300b\u8bfe\u7a0b\u4e2d\u52a0\u5165\u5411\u91cf\u68c0\u7d22\u6a21\u5757<\/li>\n<\/ul>\n<p>\u7b56\u75652&#xff1a;\u53c2\u52a0\u9ad8\u542b\u91d1\u91cf\u7ade\u8d5b<\/p>\n<ul>\n<li>Kaggle LLM\u7ade\u8d5b&#xff08;\u5982LLM Science Exam&#xff09;<\/li>\n<li>\u963f\u91cc\u5929\u6c60\u201c\u901a\u4e49\u7075\u7801\u201d\u7f16\u7a0b\u6311\u6218\u8d5b<\/li>\n<li>\u5fae\u8f6fImagine Cup&#xff08;AI\u8d5b\u9053&#xff09;<\/li>\n<\/ul>\n<p>\u7b56\u75653&#xff1a;\u6784\u5efa\u6280\u672f\u5f71\u54cd\u529b<\/p>\n<ul>\n<li>\u5728\u77e5\u4e4e\/CSDN\u64b0\u5199Agent\u6559\u7a0b&#xff08;\u5982\u201cLangChain\u6e90\u7801\u89e3\u6790\u201d&#xff09;<\/li>\n<li>\u5f55\u5236YouTube\/B\u7ad9\u6559\u5b66\u89c6\u9891&#xff08;\u9644\u9879\u76ee\u4ee3\u7801&#xff09;<\/li>\n<\/ul>\n<p>&#x1f4a1; \u5b9e\u6218\u5efa\u8bae&#xff1a; \u5373\u4f7f\u6ca1\u6709\u5b9e\u4e60\u7ecf\u9a8c&#xff0c;\u4e5f\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u8bc1\u660e\u80fd\u529b&#xff1a;<\/p>\n<li>\u590d\u73b0\u7ecf\u5178\u8bba\u6587&#xff1a;\u5982ReAct\u3001Plan-and-Execute&#xff0c;\u5728\u81ea\u5efa\u6570\u636e\u96c6\u9a8c\u8bc1<\/li>\n<li>\u8d21\u732e\u5f00\u6e90\u9879\u76ee&#xff1a;\u4ece\u6587\u6863\u6539\u8fdb\u3001bug\u4fee\u590d\u5f00\u59cb<\/li>\n<li>\u6280\u672f\u535a\u5ba2\u8f93\u51fa&#xff1a;\u6bcf\u67081-2\u7bc7\u6df1\u5ea6\u6587\u7ae0&#xff0c;\u5c55\u793a\u601d\u8003\u8fc7\u7a0b<\/li>\n<h4>5.2 \u8f6c\u884c\u8005&#xff1a;\u7a81\u51fa\u53ef\u8fc1\u79fb\u80fd\u529b&#043;\u5feb\u901f\u5b66\u4e60\u8bc1\u660e<\/h4>\n<p>\u7b56\u75651&#xff1a;\u5173\u8054\u539f\u9886\u57df\u7ecf\u9a8c<\/p>\n<ul>\n<li>\u539f\u505a\u540e\u7aef\u5f00\u53d1 \u2192 \u5f3a\u8c03\u201c\u9ad8\u5e76\u53d1\u7cfb\u7edf\u8bbe\u8ba1\u7ecf\u9a8c\u53ef\u8fc1\u79fb\u5230Agent\u90e8\u7f72\u201d<\/li>\n<li>\u539f\u505a\u6570\u636e\u5206\u6790 \u2192 \u5f3a\u8c03\u201c\u4e1a\u52a1\u7406\u89e3\u80fd\u529b\u52a9\u529bAgent\u573a\u666f\u8bbe\u8ba1\u201d<\/li>\n<\/ul>\n<p>\u7b56\u75652&#xff1a;\u5c55\u793a\u5b66\u4e60\u8def\u5f84<\/p>\n<ul>\n<li>\u5728\u7b80\u5386\u6dfb\u52a0\u201cAI Agent\u5b66\u4e60\u5386\u7a0b\u201d\u65f6\u95f4\u7ebf&#xff1a;2025.09&#xff1a;\u5b8c\u6210DeepLearning.AI LLM\u4e13\u9879\u8bfe\u7a0b<br \/>\n2025.11&#xff1a;\u590d\u73b0ReAct\u8bba\u6587&#xff0c;\u5728\u81ea\u5efa\u6570\u636e\u96c6\u9a8c\u8bc1<br \/>\n2026.01&#xff1a;\u5f00\u6e90\u7b2c\u4e00\u4e2aLangChain\u9879\u76ee&#xff08;GitHub 50&#043; stars&#xff09;\n <\/li>\n<\/ul>\n<p>\u7b56\u75653&#xff1a;\u83b7\u53d6\u6743\u5a01\u8ba4\u8bc1<\/p>\n<ul>\n<li>AWS Certified Machine Learning<\/li>\n<li>Google Cloud Professional ML Engineer<\/li>\n<li>LangChain\u5b98\u65b9\u8ba4\u8bc1&#xff08;\u5373\u5c06\u63a8\u51fa&#xff09;<\/li>\n<\/ul>\n<h5>\u8f6c\u884c\u8005\u7b80\u5386\u7ed3\u6784\u8c03\u6574<\/h5>\n<p>## \u804c\u4e1a\u8f6c\u578b&#xff1a;AI Agent\u5de5\u7a0b\u5e08<br \/>\n**\u8f6c\u578b\u52a8\u673a**&#xff1a;\u7ed3\u54085\u5e74\u540e\u7aef\u5f00\u53d1\u7ecf\u9a8c\u4e0e\u5bf9AI\u7684\u70ed\u60c5&#xff0c;\u4e13\u6ce8Agent\u7cfb\u7edf\u5de5\u7a0b\u5316<br \/>\n**\u5b66\u4e60\u8def\u5f84**&#xff1a;<br \/>\n&#8211; 2025.06-2025.12&#xff1a;\u7cfb\u7edf\u5b66\u4e60LLM\u4e0eAgent\u6280\u672f\u6808&#xff08;\u5b8c\u62103\u95e8\u4e13\u9879\u8bfe\u7a0b&#xff09;<br \/>\n&#8211; 2026.01-\u81f3\u4eca&#xff1a;\u5f00\u53d14\u4e2aAgent\u9879\u76ee&#xff0c;2\u4e2a\u5f00\u6e90\u83b7\u793e\u533a\u8ba4\u53ef  <\/p>\n<p>## \u539f\u5de5\u4f5c\u7ecf\u9a8c&#xff08;\u7cbe\u9009\u76f8\u5173\u90e8\u5206&#xff09;<br \/>\n**\u9ad8\u7ea7\u540e\u7aef\u5de5\u7a0b\u5e08** | XX\u516c\u53f8 | 2020.06-2025.05<br \/>\n&#8211; \u8bbe\u8ba1\u9ad8\u5e76\u53d1\u5fae\u670d\u52a1\u67b6\u6784&#xff08;QPS 10K&#043;&#xff09;&#xff0c;\u7ecf\u9a8c\u53ef\u8fc1\u79fb\u81f3Agent\u670d\u52a1\u90e8\u7f72<br \/>\n&#8211; \u4e3b\u5bfc\u7cfb\u7edf\u76d1\u63a7\u4f53\u7cfb\u5efa\u8bbe&#xff0c;\u719f\u6089Prometheus\/Grafana&#xff0c;\u76f4\u63a5\u5e94\u7528\u4e8eAgent\u53ef\u89c2\u6d4b\u6027<\/p>\n<hr \/>\n<h3>\u516d\u3001\u907f\u5751\u6307\u5357&#xff1a;7\u5927\u81f4\u547d\u9519\u8bef\u4e0e\u89e3\u51b3\u65b9\u6848<\/h3>\n<h4>\u274c \u9519\u8bef1&#xff1a;\u9879\u76ee\u63cf\u8ff0\u8fc7\u4e8e\u7b3c\u7edf<\/h4>\n<p>\u53cd\u9762\u6848\u4f8b&#xff1a;<\/p>\n<p>\u201c\u4f7f\u7528LangChain\u5f00\u53d1\u667a\u80fd\u5ba2\u670dAgent\u201d<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<p>\u201c\u57fa\u4e8eLangChain ReAct\u8303\u5f0f\u5f00\u53d1\u7535\u5546\u5ba2\u670dAgent&#xff0c;\u96c6\u6210\u8ba2\u5355\u67e5\u8be2&#xff08;\u8c03\u7528\u5185\u90e8API&#xff09;\u3001\u9000\u6362\u8d27\u653f\u7b56&#xff08;RAG\u68c0\u7d22\u77e5\u8bc6\u5e93&#xff09;\u4e24\u5927\u5de5\u5177&#xff0c;\u901a\u8fc7ConversationSummaryMemory\u7ba1\u7406\u957f\u5bf9\u8bdd&#xff0c;\u4e0a\u7ebf\u540e\u4eba\u5de5\u5ba2\u670d\u54a8\u8be2\u91cf\u4e0b\u964d35%\u201d<\/p>\n<h4>\u274c \u9519\u8bef2&#xff1a;\u6280\u672f\u6808\u7f57\u5217\u65e0\u91cd\u70b9<\/h4>\n<p>\u53cd\u9762\u6848\u4f8b&#xff1a;<\/p>\n<p>\u201c\u719f\u6089Python, Java, C&#043;&#043;, TensorFlow, PyTorch, LangChain, AutoGen\u2026\u201d<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<p>\u5206\u5c42\u5c55\u793a&#xff1a;<\/p>\n<ul>\n<li>\u6df1\u5ea6\u4f7f\u7528&#xff1a;Python&#xff08;asyncio, Pydantic&#xff09;, LangChain&#xff08;Agent\u5f00\u53d1&#xff09;, Pinecone&#xff08;\u5411\u91cf\u68c0\u7d22&#xff09;<\/li>\n<li>\u4e86\u89e3\u539f\u7406&#xff1a;AutoGen&#xff08;\u591a\u667a\u80fd\u4f53&#xff09;, vLLM&#xff08;\u63a8\u7406\u4f18\u5316&#xff09;<\/li>\n<\/ul>\n<h4>\u274c \u9519\u8bef3&#xff1a;\u5ffd\u7565\u5de5\u7a0b\u7ec6\u8282<\/h4>\n<p>\u53cd\u9762\u6848\u4f8b&#xff1a;<\/p>\n<p>\u201c\u5b9e\u73b0\u4e86\u4e00\u4e2a\u5929\u6c14\u67e5\u8be2Agent\u201d<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<p>\u201c\u8bbe\u8ba1\u5e42\u7b49\u6027\u5929\u6c14\u67e5\u8be2\u5de5\u5177&#xff08;\u7f13\u5b5830\u5206\u949f&#xff09;&#xff0c;\u901a\u8fc7LangChain Tool\u88c5\u9970\u5668\u5c01\u88c5OpenWeather API&#xff0c;\u9519\u8bef\u5904\u7406\u8986\u76d6\u7f51\u7edc\u8d85\u65f6\u3001API\u9650\u6d41\u7b495\u79cd\u573a\u666f\u201d<\/p>\n<h4>\u274c \u9519\u8bef4&#xff1a;\u6210\u679c\u65e0\u6cd5\u91cf\u5316<\/h4>\n<p>\u53cd\u9762\u6848\u4f8b&#xff1a;<\/p>\n<p>\u201c\u63d0\u5347\u4e86\u7cfb\u7edf\u6027\u80fd\u201d<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<p>\u201c\u901a\u8fc7LLM\u8f93\u51fa\u7f13\u5b58&#xff08;LRU, maxsize&#061;1000&#xff09;&#xff0c;\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u4ece1200ms\u964d\u81f3350ms&#xff0c;\u6708\u5ea6API\u6210\u672c\u8282\u7701$240\u201d<\/p>\n<h4>\u274c \u9519\u8bef5&#xff1a;GitHub\u94fe\u63a5\u65e0\u6548\u6216\u7a7a\u6d1e<\/h4>\n<p>\u53cd\u9762\u6848\u4f8b&#xff1a;<\/p>\n<p>GitHub\u53ea\u6709\u8bfe\u7a0b\u4f5c\u4e1a&#xff0c;\u65e0README\u8bf4\u660e<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u9879\u76ee\u6839\u76ee\u5f55\u6dfb\u52a0README.md&#xff0c;\u5305\u542b&#xff1a;\n<ul>\n<li>\u9879\u76ee\u76ee\u6807<\/li>\n<li>\u6280\u672f\u67b6\u6784\u56fe<\/li>\n<li>\u5feb\u901f\u542f\u52a8\u6307\u5357<\/li>\n<li>\u6548\u679c\u622a\u56fe\/\u6f14\u793a\u89c6\u9891<\/li>\n<\/ul>\n<\/li>\n<li>\u56fa\u5b9a3-5\u4e2a\u9ad8\u8d28\u91cf\u9879\u76ee\u7f6e\u9876<\/li>\n<\/ul>\n<h4>\u274c \u9519\u8bef6&#xff1a;\u7b80\u5386\u8d85\u8fc7\u4e24\u9875<\/h4>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u5e94\u5c4a\u751f&#xff1a;\u4e25\u683c\u4e00\u9875<\/li>\n<li>\u8d44\u6df1\u5de5\u7a0b\u5e08&#xff1a;\u4e24\u9875&#xff0c;\u7b2c\u4e8c\u9875\u81f3\u5c11\u53602\/3<\/li>\n<li>\u5220\u9664\u65e0\u5173\u5185\u5bb9&#xff08;\u5982\u9ad8\u4e2d\u5956\u9879\u3001\u4e0d\u76f8\u5173\u517c\u804c&#xff09;<\/li>\n<\/ul>\n<h4>\u274c \u9519\u8bef7&#xff1a;\u672a\u9488\u5bf9\u5c97\u4f4d\u5b9a\u5236<\/h4>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<p>\u5efa\u7acb\u7b80\u5386\u6a21\u677f\u5e93&#xff1a;<\/p>\n<ul>\n<li>LangChain\u65b9\u5411\u7b80\u5386<\/li>\n<li>AutoGen\u65b9\u5411\u7b80\u5386<\/li>\n<li>\u5de5\u7a0b\u5316\u65b9\u5411\u7b80\u5386 \u6295\u9012\u524d\u6839\u636eJD\u5fae\u8c03\u5173\u952e\u8bcd<\/li>\n<\/ul>\n<p>\u26a0\ufe0f \u7279\u522b\u63d0\u9192&#xff1a; \u6280\u672f\u9762\u8bd5\u5b98\u901a\u5e38\u4f1a\u5728\u9762\u8bd5\u524d\u67e5\u770b\u4f60\u7684GitHub&#xff0c;\u786e\u4fdd&#xff1a;<\/p>\n<li>\u4ee3\u7801\u8d28\u91cf&#xff1a;\u5408\u7406\u7684\u51fd\u6570\u62c6\u5206\u3001\u53d8\u91cf\u547d\u540d\u3001\u6ce8\u91ca<\/li>\n<li>\u9879\u76ee\u5b8c\u6574\u6027&#xff1a;requirements.txt\u3001.gitignore\u3001\u542f\u52a8\u811a\u672c<\/li>\n<li>\u6d3b\u8dc3\u5ea6&#xff1a;\u6700\u8fd13\u4e2a\u6708\u6709\u63d0\u4ea4\u8bb0\u5f55&#xff0c;\u663e\u793a\u6301\u7eed\u5b66\u4e60<\/li>\n<hr \/>\n<h3>\u4e03\u3001\u9ad8\u7ade\u4e89\u529b\u7b80\u5386\u6a21\u677f&#xff08;\u53ef\u76f4\u63a5\u5957\u7528&#xff09;<\/h3>\n<p># [\u4f60\u7684\u59d3\u540d] | AI Agent\u5de5\u7a0b\u5e08<\/p>\n<p>**\u7535\u8bdd**&#xff1a;&#043;86 XXX XXXX XXXX | **\u90ae\u7bb1**&#xff1a;name&#064;email.com<br \/>\n**GitHub**&#xff1a;github.com\/yourname&#xff08;\u2b50\ufe0f X\u4e2aAgent\u9879\u76ee&#xff09; | **LinkedIn**&#xff1a;linkedin.com\/in\/yourname<br \/>\n**\u6240\u5728\u5730**&#xff1a;\u5317\u4eac | **\u6c42\u804c\u610f\u5411**&#xff1a;AI Agent\u7814\u53d1\u5de5\u7a0b\u5e08&#xff08;\u5168\u804c&#xff09;<\/p>\n<p>&#8212;<\/p>\n<p>## \u6559\u80b2\u80cc\u666f<br \/>\n**[\u5927\u5b66\u540d\u79f0]** | [\u4e13\u4e1a] | [\u5b66\u4f4d] | [\u65f6\u95f4]<br \/>\n&#8211; GPA&#xff1a;X.X\/4.0&#xff08;\u4e13\u4e1a\u524dX%&#xff09;<br \/>\n&#8211; \u6838\u5fc3\u8bfe\u7a0b&#xff1a;[\u76f8\u5173\u8bfe\u7a0b1]&#xff08;\u5206\u6570&#xff09;\u3001[\u76f8\u5173\u8bfe\u7a0b2]&#xff08;\u5206\u6570&#xff09;<br \/>\n&#8211; \u6bd5\u4e1a\u8bba\u6587&#xff1a;\u300a[\u8bba\u6587\u9898\u76ee]\u300b&#xff08;[\u6280\u672f\u4eae\u70b9]&#xff09;<\/p>\n<p>&#8212;<\/p>\n<p>## \u6280\u672f\u6808<br \/>\n&#8211; **\u5927\u6a21\u578b**&#xff1a;OpenAI GPT\u7cfb\u5217&#xff08;Prompt Engineering, Function Calling&#xff09;\u3001Qwen&#xff08;\u672c\u5730\u90e8\u7f72&#xff09;\u3001LlamaIndex&#xff08;RAG\u4f18\u5316&#xff09;<br \/>\n&#8211; **Agent\u6846\u67b6**&#xff1a;LangChain&#xff08;AgentExecutor, Tools, Memory&#xff09;\u3001AutoGen&#xff08;GroupChat, Teachability&#xff09;<br \/>\n&#8211; **\u5411\u91cf\u6570\u636e\u5e93**&#xff1a;Pinecone&#xff08;Serverless&#xff09;\u3001Weaviate&#xff08;\u6df7\u5408\u68c0\u7d22&#xff09;<br \/>\n&#8211; **\u5de5\u7a0b\u5316**&#xff1a;Docker\u3001Kubernetes\u3001Prometheus&#xff08;\u6307\u6807\u91c7\u96c6&#xff09;\u3001OpenTelemetry&#xff08;\u5206\u5e03\u5f0f\u8ffd\u8e2a&#xff09;<br \/>\n&#8211; **\u7f16\u7a0b\u8bed\u8a00**&#xff1a;Python&#xff08;asyncio, Pydantic, FastAPI&#xff09;\u3001SQL<\/p>\n<p>&#8212;<\/p>\n<p>## \u9879\u76ee\u7ecf\u9a8c<\/p>\n<p>### \u9879\u76ee\u540d\u79f0&#xff1a;\u57fa\u4e8eAutoGen\u7684\u591a\u667a\u80fd\u4f53\u65c5\u884c\u89c4\u5212\u7cfb\u7edf | [\u65f6\u95f4]<br \/>\n**\u6280\u672f\u6808**&#xff1a;AutoGen, GPT-4-Turbo, Pinecone, Docker<br \/>\n**\u9879\u76ee\u63cf\u8ff0**&#xff1a;\u9488\u5bf9\u65c5\u884c\u4fe1\u606f\u788e\u7247\u5316\u95ee\u9898&#xff0c;\u6784\u5efa\u7531Researcher\/Planner\/Booker\/Reviewer\u56db\u89d2\u8272\u7ec4\u6210\u7684\u534f\u4f5cAgent\u7cfb\u7edf\u3002<br \/>\n**\u5173\u952e\u884c\u52a8**&#xff1a;<br \/>\n&#8211; \u8bbe\u8ba1GroupChat\u5de5\u4f5c\u6d41&#xff0c;\u5b9e\u73b0\u591a\u8f6e\u8fed\u4ee3\u4f18\u5316\u884c\u7a0b\u65b9\u6848<br \/>\n&#8211; \u96c6\u6210Pinecone\u957f\u671f\u8bb0\u5fc6&#xff0c;\u8de8\u4f1a\u8bdd\u8bb0\u4f4f\u7528\u6237\u504f\u597d&#xff08;\u5982\u201c\u7d20\u98df\u201d\u201c\u9884\u7b97&lt;5000\u5143\u201d&#xff09;<br \/>\n&#8211; \u901a\u8fc7Docker\u6c99\u7bb1\u9694\u79bb\u5de5\u5177\u6267\u884c&#xff0c;\u9632\u6b62\u6076\u610f\u64cd\u4f5c<br \/>\n&#8211; \u5b9e\u73b0\u964d\u7ea7\u673a\u5236&#xff1a;GPT-4\u4e0d\u53ef\u7528\u65f6\u81ea\u52a8\u5207\u6362\u81f3GPT-3.5<br \/>\n**\u91cf\u5316\u6210\u679c**&#xff1a;<br \/>\n&#8211; \u4efb\u52a1\u5b8c\u6210\u738792%&#xff08;\u5355Agent\u57fa\u7ebf65%&#xff09;<br \/>\n&#8211; \u7528\u6237NPS\u8bc4\u52068.2\/10&#xff08;\u8c03\u781450\u4eba&#xff09;<br \/>\n&#8211; API\u6210\u672c\u964d\u4f4e40%&#xff08;\u5de5\u5177\u7ed3\u679c\u7f13\u5b58&#xff09;<\/p>\n<p>### \u9879\u76ee\u540d\u79f0&#xff1a;\u751f\u4ea7\u7ea7\u5ba2\u670dAgent\u90e8\u7f72\u4e0e\u76d1\u63a7 | [\u65f6\u95f4]<br \/>\n**\u6280\u672f\u6808**&#xff1a;LangGraph, FastAPI, Prometheus, Kubernetes<br \/>\n**\u9879\u76ee\u63cf\u8ff0**&#xff1a;\u5c06\u539f\u578b\u5ba2\u670dAgent\u5347\u7ea7\u4e3a\u9ad8\u53ef\u7528\u751f\u4ea7\u7cfb\u7edf&#xff0c;\u652f\u6301\u65e5\u574710\u4e07&#043;\u8bf7\u6c42\u3002<br \/>\n**\u5173\u952e\u884c\u52a8**&#xff1a;<br \/>\n&#8211; \u91cd\u6784\u4e3aLangGraph\u72b6\u6001\u673a&#xff0c;\u660e\u786e\u5b9a\u4e495\u79cd\u72b6\u6001\u53ca\u8f6c\u6362\u6761\u4ef6<br \/>\n&#8211; \u5b9e\u73b0\u5168\u94fe\u8def\u76d1\u63a7&#xff1a;Prometheus&#xff08;\u6307\u6807&#xff09;\u3001ELK&#xff08;\u65e5\u5fd7&#xff09;\u3001Jaeger&#xff08;\u8ffd\u8e2a&#xff09;<br \/>\n&#8211; K8s HPA\u81ea\u52a8\u6269\u7f29\u5bb9&#xff08;2-20 Pods&#xff09;&#xff0c;\u5e94\u5bf9\u6d41\u91cf\u5cf0\u503c<br \/>\n&#8211; \u8f93\u5165\u8fc7\u6ee4&#043;\u8f93\u51fa\u8131\u654f&#xff0c;\u4fdd\u969c\u6570\u636e\u5b89\u5168<br \/>\n**\u91cf\u5316\u6210\u679c**&#xff1a;<br \/>\n&#8211; P99\u5ef6\u8fdf\u4ece1800ms\u964d\u81f3450ms<br \/>\n&#8211; \u9519\u8bef\u7387\u4ece8%\u964d\u81f30.5%<br \/>\n&#8211; MTTR\u4ece2\u5c0f\u65f6\u7f29\u77ed\u81f315\u5206\u949f<\/p>\n<p>[\u66f4\u591a\u9879\u76ee&#8230;]<\/p>\n<p>&#8212;<\/p>\n<p>## \u5f00\u6e90\u8d21\u732e<br \/>\n&#8211; **LangChain-Finance-Tools**&#xff1a;\u4e3aLangChain\u8d21\u732e\u91d1\u878d\u9886\u57dfTools\u63d2\u4ef6&#xff08;GitHub 280&#043; stars&#xff0c;PyPI\u5468\u4e0b\u8f7d500&#043;&#xff09;<br \/>\n&#8211; **LlamaIndex-Chinese-Docs**&#xff1a;\u5b8c\u5584LlamaIndex\u4e2d\u6587\u6587\u6863&#xff0c;\u88ab\u5b98\u65b9\u4ed3\u5e93\u5408\u5e76<\/p>\n<p>\u8fdb\u9636\u6a21\u677f&#xff1a; <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260222014120-699a5ec0f31ac.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<hr \/>\n<h3>FAQ&#xff1a;\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/h3>\n<h4>Q1&#xff1a;\u6ca1\u6709\u5b9e\u9645\u5de5\u4f5c\u7ecf\u9a8c&#xff0c;\u5982\u4f55\u5199\u9879\u76ee\u7ecf\u9a8c&#xff1f;<\/h4>\n<p>A&#xff1a;\u53ef\u4ee5\u4ece\u4ee5\u4e0b\u9014\u5f84\u83b7\u53d6\u9879\u76ee\u7d20\u6750&#xff1a;<\/p>\n<ul>\n<li>\u590d\u73b0\u8bba\u6587&#xff1a;\u9009\u62e9ReAct\u3001Plan-and-Execute\u7b49\u7ecf\u5178\u8bba\u6587&#xff0c;\u5728\u516c\u5f00\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1<\/li>\n<li>Kaggle\u7ade\u8d5b&#xff1a;\u53c2\u4e0eLLM\u76f8\u5173\u7ade\u8d5b&#xff0c;\u5373\u4f7f\u672a\u83b7\u5956\u4e5f\u53ef\u4f5c\u4e3a\u9879\u76ee<\/li>\n<li>\u5f00\u6e90\u8d21\u732e&#xff1a;\u4ece\u6587\u6863\u6539\u8fdb\u3001bug\u4fee\u590d\u5f00\u59cb&#xff0c;\u9010\u6b65\u53c2\u4e0e\u6838\u5fc3\u5f00\u53d1<\/li>\n<li>\u4e2a\u4eba\u9700\u6c42&#xff1a;\u89e3\u51b3\u81ea\u5df1\u7684\u75db\u70b9&#xff08;\u5982\u77e5\u8bc6\u7ba1\u7406\u3001\u81ea\u52a8\u5316\u529e\u516c&#xff09;<\/li>\n<\/ul>\n<h4>Q2&#xff1a;\u5e94\u8be5\u4f18\u5148\u5b66\u4e60LangChain\u8fd8\u662fAutoGen&#xff1f;<\/h4>\n<p>A&#xff1a;\u6839\u636e\u804c\u4e1a\u89c4\u5212\u9009\u62e9&#xff1a;<\/p>\n<ul>\n<li>\u5feb\u901f\u5c31\u4e1a&#xff1a;LangChain&#xff08;\u751f\u6001\u6210\u719f&#xff0c;\u5c97\u4f4d\u9700\u6c42\u591a&#xff09;<\/li>\n<li>\u524d\u6cbf\u7814\u7a76&#xff1a;AutoGen&#xff08;\u591a\u667a\u80fd\u4f53\u662f\u672a\u6765\u65b9\u5411&#xff09;<\/li>\n<li>\u5de5\u7a0b\u843d\u5730&#xff1a;LangGraph&#xff08;\u72b6\u6001\u673a\u63a7\u5236\u66f4\u7cbe\u786e&#xff09;<\/li>\n<\/ul>\n<p>\u5efa\u8bae\u5148\u638c\u63e1LangChain\u57fa\u7840&#xff0c;\u518d\u6839\u636e\u5174\u8da3\u6df1\u5165\u5176\u4ed6\u6846\u67b6\u3002<\/p>\n<h4>Q3&#xff1a;\u7b80\u5386\u4e2d\u662f\u5426\u8981\u5199\u85aa\u8d44\u671f\u671b&#xff1f;<\/h4>\n<p>A&#xff1a;\u56fd\u5185\u7b80\u5386\u901a\u5e38\u4e0d\u5199&#xff0c;\u6d77\u5916\u7b80\u5386\u5efa\u8bae\u5199\u8303\u56f4\u3002\u53ef\u4ee5\u5728\u9762\u8bd5\u540e\u671f\u8ba8\u8bba&#xff0c;\u907f\u514d\u8fc7\u65e9\u66b4\u9732\u5e95\u7ebf\u3002<\/p>\n<h4>Q4&#xff1a;GitHub\u9879\u76ee\u592a\u5c11\u600e\u4e48\u529e&#xff1f;<\/h4>\n<p>A&#xff1a;\u8d28\u91cf\u4f18\u4e8e\u6570\u91cf&#xff01;\u786e\u4fdd&#xff1a;<\/p>\n<li>1-2\u4e2a\u9ad8\u8d28\u91cf\u9879\u76ee&#xff08;\u5b8c\u6574README\u3001\u826f\u597d\u4ee3\u7801\u7ed3\u6784&#xff09;<\/li>\n<li>\u9879\u76ee\u89e3\u51b3\u771f\u5b9e\u95ee\u9898&#xff08;\u975e\u6559\u7a0b\u590d\u73b0&#xff09;<\/li>\n<li>\u6709\u6301\u7eed\u66f4\u65b0\u8bb0\u5f55&#xff08;\u663e\u793a\u5b66\u4e60\u80fd\u529b&#xff09;<\/li>\n<hr 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2\u4e2d\u7684\u5bf9\u8bdd\u6d41\u8bbe\u8ba1&#xff0c;\u4ee5\u53caSection 5\u4e2d\u5bf9\u590d\u6742\u4efb\u52a1&#xff08;\u5982\u4ee3\u7801\u751f\u6210\u3001\u6570\u5b66\u63a8\u7406&#xff09;\u7684\u5206\u89e3\u7b56\u7565\u3002<\/p>\n<\/li>\n<li>\n<p>LangGraph: Building Stateful, Multi-Actor Applications with LLMs \u6838\u5fc3\u4ef7\u503c&#xff1a;LangChain\u56e2\u961f\u63a8\u51fa\u7684\u57fa\u4e8e\u72b6\u6001\u673a\u7684Agent\u7f16\u6392\u6846\u67b6&#xff0c;\u89e3\u51b3\u4e86\u4f20\u7edf\u94fe\u5f0f\u8c03\u7528\u7f3a\u4e4f\u63a7\u5236\u6d41\u7684\u95ee\u9898\u3002\u52a1\u5fc5\u638c\u63e1StateGraph\u7684\u8282\u70b9\u5b9a\u4e49\u3001\u6761\u4ef6\u8fb9&#xff08;conditional edges&#xff09;\u548c\u5faa\u73af\u673a\u5236&#xff0c;\u8fd9\u5bf9\u6784\u5efa\u9ad8\u53ef\u9760Agent\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>\u4f18\u8d28\u8bfe\u7a0b<\/h4>\n<ul>\n<li>\n<p>LangChain \u5b98\u65b9\u6559\u7a0b 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Agent\u65f6\u4ee3&#xff0c;\u4f60\u7684\u7b80\u5386\u4e0d\u5e94\u662f\u9759\u6001\u7684\u6587\u6863&#xff0c;\u800c\u5e94\u662f\u4e00\u4e2a\u81ea\u4e3b\u5c55\u793a\u4ef7\u503c\u7684\u667a\u80fd\u4f53\u2014\u2014\u5b83\u80fd\u7cbe\u51c6\u7406\u89e3\u62db\u8058\u65b9\u9700\u6c42&#xff0c;\u4e3b\u52a8\u7a81\u51fa\u5339\u914d\u6280\u80fd&#xff0c;\u5e76\u7528\u91cf\u5316\u8bc1\u636e\u8bc1\u660e\u4f60\u7684\u80fd\u529b\u3002<\/p>\n<p>\u8bb0\u4f4f\u4e09\u4e2a\u6838\u5fc3\u539f\u5219&#xff1a;<\/p>\n<li>\u6df1\u5ea6\u4f18\u4e8e\u5e7f\u5ea6&#xff1a;\u805a\u71261-2\u4e2a\u6280\u672f\u65b9\u5411\u6df1\u6316<\/li>\n<li>\u5de5\u7a0b\u5316\u601d\u7ef4\u8d2f\u7a7f\u59cb\u7ec8&#xff1a;\u4ece\u7b2c\u4e00\u5929\u5c31\u8003\u8651\u90e8\u7f72\u3001\u76d1\u63a7\u3001\u5b89\u5168<\/li>\n<li>\u7528\u6570\u636e\u8bf4\u8bdd&#xff1a;\u6bcf\u4e2a\u9879\u76ee\u90fd\u5fc5\u987b\u6709\u53ef\u91cf\u5316\u7684\u6210\u679c<\/li>\n<p>\u6700\u540e&#xff0c;\u884c\u52a8\u80dc\u4e8e\u5b8c\u7f8e\u3002\u4eca\u5929\u5c31&#xff1a;<\/p>\n<ul>\n<li>\u590d\u76d8\u4f60\u7684\u9879\u76ee&#xff0c;\u6309STAR-L\u6cd5\u5219\u91cd\u5199\u63cf\u8ff0<\/li>\n<li>\u63d0\u53d6\u76ee\u6807\u516c\u53f8JD\u5173\u952e\u8bcd&#xff0c;\u4f18\u5316\u6280\u672f\u6808<\/li>\n<li>\u6e05\u7406GitHub&#xff0c;\u6dfb\u52a0\u4e13\u4e1aREADME<\/li>\n<\/ul>\n<p>\u4f60\u7684\u4e0b\u4e00\u4efdOffer&#xff0c;\u5c31\u85cf\u5728\u8fd9\u4e00\u4efd\u7cbe\u5fc3\u6253\u78e8\u7684\u7b80\u5386\u4e2d\u3002<\/p>\n<p>\u2705 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