{"id":91831,"date":"2026-08-08T14:00:44","date_gmt":"2026-08-08T06:00:44","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/91831.html"},"modified":"2026-08-08T14:00:44","modified_gmt":"2026-08-08T06:00:44","slug":"agent%e8%ae%b0%e5%bf%86%e8%ae%b0%e5%be%97%e4%b8%80%e5%88%87%e5%8d%b4%e7%90%86%e8%a7%a3%e4%b8%8d%e4%ba%86-%e5%9b%a0%e4%b8%ba%e7%bc%ba%e5%b0%91%e5%a4%a7%e8%84%91%e8%93%9d%e5%9b%be","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/91831.html","title":{"rendered":"Agent\u8bb0\u5fc6\u8bb0\u5f97\u4e00\u5207\u5374\u7406\u89e3\u4e0d\u4e86 \u56e0\u4e3a\u7f3a\u5c11\u5927\u8111\u84dd\u56fe"},"content":{"rendered":"<p>Agent\u8bb0\u5fc6\u8bb0\u5f97\u4e00\u5207\u5374\u7406\u89e3\u4e0d\u4e86 \u56e0\u4e3a\u7f3a\u5c11\u5927\u8111\u84dd\u56fe<\/p>\n<p>\u4f60\u7684Agent\u628a\u6240\u6709\u5bf9\u8bdd\u3001\u6587\u6863\u3001\u4e8b\u5b9e\u90fd\u5b58\u8fdb\u4e86\u8bb0\u5fc6&#xff0c;\u67e5\u8be2\u65f6\u5374\u7ecf\u5e38\u8fd4\u56de\u566a\u58f0\u3002\u5411\u91cf\u5e93\u6309\u76f8\u4f3c\u5ea6\u53ec\u56de&#xff0c;\u8de8\u5757\u8fde\u63a5\u76f4\u63a5\u5931\u6548&#xff1b;\u6362\u4e0a\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u8282\u70b9\u548c\u8fb9\u6709\u4e86&#xff0c;\u53ef\u5b9e\u4f53\u5168\u662f\u201cTopic\u201d&#xff0c;\u5173\u7cfb\u5168\u662f\u201cRELATES_TO\u201d&#xff0c;\u6309\u4e25\u91cd\u7a0b\u5ea6\u6216\u5ba2\u6237\u5c42\u7ea7\u8fc7\u6ee4\u6839\u672c\u505a\u4e0d\u5230\u3002\u6570\u636e\u5728&#xff0c;\u7ed3\u6784\u5374\u4e0d\u5728\u3002Agent\u6ca1\u5fd8\u4efb\u4f55\u4e1c\u897f&#xff0c;\u53ea\u662f\u6ca1\u4eba\u544a\u8bc9\u5b83\u8be5\u5173\u6ce8\u4ec0\u4e48\u3002<\/p>\n<p>\u6211\u8d77\u521d\u4ee5\u4e3a&#xff0c;\u628a\u4e8b\u5b9e\u585e\u8fdb\u56fe\u8c31\u5c31\u80fd\u81ea\u52a8\u83b7\u5f97\u591a\u8df3\u63a8\u7406\u3002\u540e\u6765\u628a\u5ba2\u670d\u573a\u666f\u768450\u6bb5\u771f\u5b9e\u5bf9\u8bdd\u8dd1\u901a&#xff0c;\u624d\u53d1\u73b0&#xff1a;LLM\u81ea\u5df1\u51b3\u5b9a\u5b9e\u4f53\u7c7b\u578b\u3001\u5173\u7cfb\u6807\u7b7e\u548c\u5c5e\u6027\u65f6&#xff0c;\u7ed3\u679c\u6c38\u8fdc\u662f\u901a\u7528\u7684\u3002\u56fe\u8c31\u9000\u5316\u6210\u4e86\u6602\u8d35\u7684\u5411\u91cf\u5e93\u3002\u771f\u6b63\u7684\u4fee\u590d\u5f88\u76f4\u63a5\u2014\u2014\u63d0\u524d\u5b9a\u4e49\u6a21\u5f0f&#xff0c;\u628a\u9886\u57df\u84dd\u56fe\u5199\u8fdb\u63d0\u53d6\u6a21\u578b\u3002\u8fd9\u4efd\u84dd\u56fe\u5c31\u662f\u672c\u4f53\u3002<\/p>\n<h4>\u5e73\u9762\u68c0\u7d22\u4e3a\u4f55\u5728\u591a\u8df3\u63a8\u7406\u4e0a\u5d29\u6e83<\/h4>\n<p>\u5411\u91cf\u8bb0\u5fc6\u628a\u4e8b\u5b9e\u5207\u6210\u6587\u672c\u5757&#xff0c;\u9760\u8bed\u4e49\u76f8\u4f3c\u5ea6\u53ec\u56de\u3002\u8fd9\u5728\u5355\u5757\u4e8b\u5b9e\u65f6\u591f\u7528&#xff0c;\u4e00\u65e6\u67e5\u8be2\u9700\u8981\u8fde\u63a5\u4e0d\u540c\u5757\u7684\u4e8b\u5b9e&#xff0c;\u7acb\u523b\u5931\u6548\u3002<\/p>\n<p>\u4e09\u53e5\u4e8b\u5b9e&#xff1a;<\/p>\n<ul>\n<li>Alice\u7ba1\u7406Project Atlas<\/li>\n<li>Project Atlas\u8dd1\u5728PostgreSQL\u4e0a<\/li>\n<li>PostgreSQL\u96c6\u7fa4\u5468\u4e8c\u5b95\u673a<\/li>\n<\/ul>\n<p>\u95ee\u201cAlice\u7684\u9879\u76ee\u662f\u5426\u53d7\u5468\u4e8c\u5b95\u673a\u5f71\u54cd\u201d&#xff0c;\u9700\u8981\u4e09\u6761\u5168\u90e8\u4e32\u8d77\u6765\u3002\u5411\u91cf\u641c\u7d22\u901a\u5e38\u53ea\u53ec\u56de\u7b2c1\u548c\u7b2c3\u6761\u2014\u2014\u5b83\u4eec\u90fd\u63d0\u5230\u76f8\u5173\u8bcd\u3002\u7b2c2\u6761\u662f\u6865\u6881&#xff0c;\u65e2\u4e0d\u63d0Alice\u4e5f\u4e0d\u63d0\u5468\u4e8c&#xff0c;\u76f8\u4f3c\u5ea6\u5339\u914d\u76f4\u63a5\u6f0f\u6389\u3002<\/p>\n<p>\u77e5\u8bc6\u56fe\u8c31\u628a\u5b9e\u4f53\u53d8\u6210\u8282\u70b9\u3001\u5173\u7cfb\u53d8\u6210\u8fb9&#xff0c;\u9760\u904d\u5386\u800c\u4e0d\u662f\u5339\u914d\u3002\u90a3\u6761\u94fe&#xff08;Alice \u2192 manages \u2192 Project Atlas \u2192 runs on \u2192 PostgreSQL&#xff09;\u5bf9\u5e73\u9762\u68c0\u7d22\u4e0d\u53ef\u89c1&#xff0c;\u5bf9\u56fe\u8c31\u5374\u662f\u539f\u751f\u652f\u6301\u3002<\/p>\n<h4>\u8bb0\u5fc6\u6d41\u6c34\u7ebf\u91cc\u771f\u6b63\u51b3\u5b9a\u4e00\u5207\u7684\u4e00\u6b65<\/h4>\n<p>\u56fe\u57faAgent\u8bb0\u5fc6\u51e0\u4e4e\u90fd\u8d70\u540c\u4e00\u6761\u6d41\u6c34\u7ebf&#xff1a;<\/p>\n<li>\u6444\u5165&#xff1a;\u539f\u59cb\u6570\u636e&#xff08;\u5bf9\u8bdd\u3001\u6587\u6863\u3001JSON&#xff09;\u8fdb\u6765<\/li>\n<li>\u63d0\u53d6&#xff1a;LLM\u8bfb\u6570\u636e&#xff0c;\u51b3\u5b9a\u5b9e\u4f53\u3001\u5173\u7cfb\u548c\u5c5e\u6027<\/li>\n<li>\u5b58\u50a8&#xff1a;\u5b9e\u4f53\u53d8\u8282\u70b9&#xff0c;\u5173\u7cfb\u53d8\u8fb9&#xff0c;\u5199\u5165\u56fe\u8c31<\/li>\n<li>\u68c0\u7d22&#xff1a;\u67e5\u8be2\u65f6\u904d\u5386\u56fe\u8c31&#xff0c;\u7ec4\u88c5\u76f8\u5173\u4e8b\u5b9e<\/li>\n<li>\u4ea4\u4ed8&#xff1a;\u683c\u5f0f\u5316\u6210\u4e0a\u4e0b\u6587\u5757&#xff0c;\u6ce8\u5165Agent\u63d0\u793a<\/li>\n<p>\u63d0\u53d6\u662f\u9ed1\u76d2\u3002\u4f60\u628a\u6587\u672c\u4e22\u8fdb\u53bb&#xff0c;LLM\u81ea\u5df1\u6311\u7c7b\u578b\u3001\u6807\u7b7e\u3001\u5c5e\u6027\u3002\u4f60\u5bf9\u5206\u7c7b\u548c\u7ed3\u6784\u96f6\u63a7\u5236\u3002\u5ba2\u670d\u573a\u666f\u91cc&#xff0c;\u5de5\u5355\u53d8\u6210\u201cTopic\u201d&#xff0c;\u5ba2\u6237\u53d8\u6210\u201cObject\u201d&#xff0c;\u5173\u7cfb\u53d8\u6210\u201cRELATES_TO\u201d\u3002\u6570\u636e\u5168\u5728&#xff0c;\u5374\u65e0\u6cd5\u6309\u7c7b\u578b\u3001\u4e25\u91cd\u7a0b\u5ea6\u6216\u5957\u9910\u5c42\u7ea7\u8fc7\u6ee4\u3002\u67e5\u8be2\u8fd4\u56de\u566a\u58f0\u3002<\/p>\n<h4>\u7528Pydantic\u628a\u6a21\u5f0f\u63d0\u524d\u9489\u6b7b<\/h4>\n<p>\u4fee\u590d\u65b9\u5f0f\u548cAI\u6808\u5176\u4ed6\u5730\u65b9\u4e00\u6a21\u4e00\u6837\u3002FastAPI\u7528Pydantic\u54cd\u5e94\u6a21\u578b&#xff0c;\u51fd\u6570\u8c03\u7528\u7528Pydantic schema&#xff0c;Agent\u8bb0\u5fc6\u4e5f\u4e00\u6837\u3002<\/p>\n<p>\u5728Zep\u91cc&#xff0c;\u7528EntityModel&#xff08;Pydantic BaseModel\u5b50\u7c7b&#xff09;\u5b9a\u4e49\u81ea\u5b9a\u4e49\u5b9e\u4f53\u7c7b\u578b&#xff0c;\u914d\u4e0aEntityText\u5b57\u6bb5\u548c\u63cf\u8ff0\u3002\u63cf\u8ff0\u548c\u6587\u6863\u5b57\u7b26\u4e32\u81f3\u5173\u91cd\u8981\u2014\u2014\u5177\u4f53\u4f8b\u5b50\u7ed9\u63d0\u53d6\u6a21\u578b\u8db3\u591f\u4fe1\u53f7&#xff0c;\u6559\u5b83\u539f\u672c\u4e0d\u77e5\u9053\u7684\u8bcd\u6c47\u3002<\/p>\n<p><span class=\"token comment\"># \u5b9a\u4e49\u7528\u6237\u5b9e\u4f53 \u2014\u2014 \u63cf\u8ff0\u76f4\u63a5\u6307\u5bfc\u63d0\u53d6\u6a21\u578b\u5206\u7c7b<\/span><br \/>\n<span class=\"token keyword\">from<\/span> zep_cloud<span class=\"token punctuation\">.<\/span>types <span class=\"token keyword\">import<\/span> EntityModel<span class=\"token punctuation\">,<\/span> EntityText<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">User<\/span><span class=\"token punctuation\">(<\/span>EntityModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u516c\u53f8\u5185\u90e8\u6216\u5916\u90e8\u7684\u5b9e\u9645\u4eba\u5458&#xff0c;\u5305\u62ec\u5458\u5de5\u3001\u5ba2\u6237\u3001\u5408\u4f5c\u4f19\u4f34&#034;&#034;&#034;<\/span><br \/>\n    name<span class=\"token punctuation\">:<\/span> EntityText <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u5168\u540d&#xff0c;\u4f8b\u5982 &#039;Alex Chen&#039; \u6216 &#039;\u4f01\u4e1a\u5ba2\u6237 Acme&#039;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    role<span class=\"token punctuation\">:<\/span> EntityText <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u804c\u4f4d\u6216\u89d2\u8272&#xff0c;\u4f8b\u5982 &#039;lead developer&#039; \u6216 &#039;enterprise account manager&#039;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    plan_tier<span class=\"token punctuation\">:<\/span> EntityText <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u5ba2\u6237\u5957\u9910\u5c42\u7ea7&#xff0c;\u4ec5\u5ba2\u6237\u5b9e\u4f53\u6709\u6548&#xff0c;\u4f8b\u5982 &#039;enterprise&#039; \u6216 &#039;pro&#039;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u6280\u672f\u5b9e\u4f53\u540c\u6837\u6a21\u5f0f<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Technology<\/span><span class=\"token punctuation\">(<\/span>EntityModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7f16\u7a0b\u8bed\u8a00\u3001\u6846\u67b6\u3001\u6570\u636e\u5e93\u6216\u57fa\u7840\u8bbe\u65bd\u7ec4\u4ef6&#034;&#034;&#034;<\/span><br \/>\n    name<span class=\"token punctuation\">:<\/span> EntityText <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u6280\u672f\u540d\u79f0&#xff0c;\u4f8b\u5982 &#039;PostgreSQL&#039; \u6216 &#039;Docker&#039;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    category<span class=\"token punctuation\">:<\/span> EntityText <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u7c7b\u522b&#xff0c;\u4f8b\u5982 &#039;database&#039;\u3001&#039;container&#039; \u6216 &#039;language&#039;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fb9\u7c7b\u578b\u7528EdgeModel&#xff0c;\u5e76\u643a\u5e26\u5c5e\u6027&#xff1a;<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">WorksOn<\/span><span class=\"token punctuation\">(<\/span>EdgeModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7528\u6237\u5728\u67d0\u4e2a\u9879\u76ee\u4e0a\u7684\u5de5\u4f5c\u5173\u7cfb&#034;&#034;&#034;<\/span><br \/>\n    role<span class=\"token punctuation\">:<\/span> EntityText <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u5728\u8be5\u9879\u76ee\u4e2d\u7684\u5177\u4f53\u89d2\u8272&#xff0c;\u4f8b\u5982 &#039;lead developer&#039;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">UsesTechnology<\/span><span class=\"token punctuation\">(<\/span>EdgeModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7528\u6237\u4f7f\u7528\u67d0\u9879\u6280\u672f\u7684\u719f\u7ec3\u7a0b\u5ea6\u5173\u7cfb&#034;&#034;&#034;<\/span><br \/>\n    proficiency<span class=\"token punctuation\">:<\/span> EntityText <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u719f\u7ec3\u5ea6&#xff0c;\u4f8b\u5982 &#039;advanced&#039; \u6216 &#039;intermediate&#039;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u6700\u540e\u7528EntityEdgeSourceTarget\u628a\u6e90\/\u76ee\u6807\u7ea6\u675f\u5199\u8fdb\u56fe\u8c31&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u7ea6\u675f\u5f3a\u5236\u7c7b\u578b\u5b89\u5168<\/span><br \/>\n<span class=\"token comment\"># WORKS_ON \u53ea\u80fd\u8fde\u63a5 User \u2192 Project<\/span><br \/>\n<span class=\"token comment\"># USES_TECHNOLOGY \u53ea\u80fd\u8fde\u63a5 User \u2192 Technology<\/span><br \/>\n<span class=\"token comment\"># \u4e0d\u7b26\u5408\u7ea6\u675f\u7684\u5173\u7cfb\u4e0d\u4f1a\u4ea7\u751f\u7c7b\u578b\u5316\u8fb9<\/span><\/p>\n<p>\u6a21\u5f0f\u4e00\u65e6\u6fc0\u6d3b&#xff0c;\u63d0\u53d6\u6d41\u6c34\u7ebf\u8dd1\u4e94\u6b65&#xff1a;\u5b9e\u4f53\u8bc6\u522b \u2192 \u5b9e\u4f53\u89e3\u6790&#xff08;\u5408\u5e76\u201cNexus\u201d\u548c\u201cthe Nexus project\u201d&#xff09;\u2192 \u4e8b\u5b9e\u63d0\u53d6&#xff08;\u8f93\u51fa\u7c7b\u578b\u5316\u8fb9&#xff09;\u2192 \u4e8b\u5b9e\u89e3\u6790&#xff08;\u68c0\u6d4b\u77db\u76fe\u5e76\u5931\u6548\u65e7\u4e8b\u5b9e&#xff0c;\u4fdd\u7559\u5386\u53f2&#xff09;\u2192 \u65f6\u95f4\u63d0\u53d6&#xff08;\u628a\u65f6\u95f4\u5f15\u7528\u6620\u5c04\u5230\u8fb9\u7684\u6709\u6548\u7a97\u53e3&#xff09;\u3002\u4f60\u7684Pydantic\u6a21\u5f0f\u76f4\u63a5\u6307\u5bfc\u7b2c1\u548c\u7b2c3\u6b65\u3002<\/p>\n<h4>\u5b9e\u9645\u8d70\u901a\u4e00\u6b21\u6444\u5165\u4e0e\u67e5\u8be2<\/h4>\n<p>\u6444\u5165\u4e00\u6bb5\u5f00\u53d1\u8005Alex\u8ba8\u8bba\u5de5\u4f5c\u7684\u5bf9\u8bdd&#xff08;\u6d3b\u8dc3Web\u5e94\u7528Nexus\u3001\u6280\u672f\u6808\u3001\u719f\u7ec3\u5ea6&#xff09;\u3002\u67e5\u8be2Project\u8282\u70b9&#xff0c;\u8fd4\u56de\u7684\u662f\u5e26project_status\u548cproject_type\u5c5e\u6027\u7684Nexus&#xff0c;\u800c\u4e0d\u662f\u901a\u7528\u201cTopic\u201d\u3002\u8fb9\u4e5f\u662f\u7c7b\u578b\u5316\u7684&#xff1a;WORKS_ON\u5e26\u7740role: lead 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