{"id":112664,"date":"2026-10-04T12:49:10","date_gmt":"2026-10-04T04:49:10","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/112664.html"},"modified":"2026-10-04T12:49:10","modified_gmt":"2026-10-04T04:49:10","slug":"%e3%80%90%e4%b8%80%e8%b5%b7%e5%ad%a6ai-%c2%b7-03%e3%80%91agent-%e6%80%bb%e6%8a%8a%e8%af%b7%e6%b1%82%e6%b4%be%e9%94%99%ef%bc%9f%e5%85%88%e6%8a%8a%e6%84%8f%e5%9b%be%e8%af%86%e5%88%ab%e6%8b%86%e6%88%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/112664.html","title":{"rendered":"\u3010\u4e00\u8d77\u5b66AI \u00b7 03\u3011Agent \u603b\u628a\u8bf7\u6c42\u6d3e\u9519\uff1f\u5148\u628a\u610f\u56fe\u8bc6\u522b\u62c6\u6210\u4e09\u5c42"},"content":{"rendered":"<h3>\u524d\u8a00<\/h3>\n<p>\u7528\u6237\u4e00\u53e5\u8bdd\u8fdb\u6765&#xff0c;\u7cfb\u7edf\u8981\u5148\u5224\u65ad\u8fd9\u53e5\u8bdd\u8be5\u4ea4\u7ed9\u54ea\u4e2a Agent\u3001\u8fd8\u7f3a\u4ec0\u4e48\u53c2\u6570\u3002\u8fd9\u4e00\u6b65\u5224\u9519\u4e86&#xff0c;\u540e\u9762\u7684 Agent 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schema 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.note{stroke:#aaaa33;fill:#fff5ad;}#mermaid-svg-QaB0Hfhl9d3QOwko .noteText,#mermaid-svg-QaB0Hfhl9d3QOwko .noteText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-QaB0Hfhl9d3QOwko .activation0{fill:#f4f4f4;stroke:#666;}#mermaid-svg-QaB0Hfhl9d3QOwko .activation1{fill:#f4f4f4;stroke:#666;}#mermaid-svg-QaB0Hfhl9d3QOwko .activation2{fill:#f4f4f4;stroke:#666;}#mermaid-svg-QaB0Hfhl9d3QOwko .actorPopupMenu{position:absolute;}#mermaid-svg-QaB0Hfhl9d3QOwko .actorPopupMenuPanel{position:absolute;fill:#ECECFF;box-shadow:0px 8px 16px 0px rgba(0,0,0,0.2);filter:drop-shadow(3px 5px 2px rgb(0 0 0 \/ 0.4));}#mermaid-svg-QaB0Hfhl9d3QOwko .actor-man line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-QaB0Hfhl9d3QOwko .actor-man circle,#mermaid-svg-QaB0Hfhl9d3QOwko line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;stroke-width:2px;}#mermaid-svg-QaB0Hfhl9d3QOwko :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>   \u5148\u628a\u4e0a\u5468\u90a3\u5355\u9000\u4e86<\/p>\n<p>   \u8bfb\u53d6\u4e0a\u4e00\u5355\u8ba2\u5355\u53f7<\/p>\n<p>   \u8bb0\u4e0b\u5f85\u529e\u4efb\u52a1&#xff0c;\u7f3a reason<\/p>\n<p>   \u8bf7\u95ee\u9000\u6b3e\u539f\u56e0\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p>   \u5c3a\u7801\u4e0d\u5408\u9002<\/p>\n<p>   \u53d6\u51fa\u5f85\u529e\u4efb\u52a1&#xff0c;\u8865\u4e0a reason<\/p>\n<p>   \u786e\u8ba4\u5bf9\u8ba2\u5355 2024100801 \u9000\u6b3e\u5417&#xff1f;<\/p>\n<p>   \u786e\u8ba4<\/p>\n<p>   refund(order_id, reason)<\/p>\n<p>\u8fd9\u91cc\u6709\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u7ec6\u8282&#xff1a;\u8ba2\u5355\u53f7\u662f\u4ece\u4e0a\u4e0b\u6587\u7ee7\u627f\u6765\u7684\u3002\u7528\u6237\u524d\u9762\u67e5\u8fc7 2024100801&#xff0c;\u73b0\u5728\u8bf4\u201c\u4e0a\u5468\u90a3\u5355\u201d&#xff0c;\u7cfb\u7edf\u731c\u662f\u540c\u4e00\u5355\u3002\u731c\u5bf9\u7684\u6982\u7387\u53ef\u80fd\u4e0d\u4f4e&#xff0c;\u4f46\u9000\u6b3e\u662f\u5199\u64cd\u4f5c&#xff0c;\u731c\u9519\u4e86\u5c31\u662f\u7ed9\u522b\u4eba\u7684\u8ba2\u5355\u53d1\u8d77\u9000\u6b3e\u3002\u6240\u4ee5\u4ece\u4e0a\u4e0b\u6587\u63a8\u51fa\u6765\u7684\u53c2\u6570\u8981\u6253\u4e2a\u6807\u8bb0&#xff0c;\u5230\u4e86\u5199\u64cd\u4f5c\u524d&#xff0c;\u8981\u4e48\u8ba9\u7528\u6237\u786e\u8ba4&#xff0c;\u8981\u4e48\u91cd\u65b0\u95ee\u4e00\u904d\u3002<\/p>\n<p>\u8ffd\u95ee\u8fd8\u4f1a\u9047\u5230\u53e6\u4e00\u79cd\u60c5\u51b5&#xff1a;\u7cfb\u7edf\u5728\u7b49\u9000\u6b3e\u539f\u56e0&#xff0c;\u7528\u6237\u56de\u4e86\u4e00\u53e5\u201c\u8c22\u8c22\u201d\u3002\u5982\u679c\u628a\u201c\u8c22\u8c22\u201d\u5f53\u6210\u9000\u6b3e\u539f\u56e0\u586b\u8fdb\u53bb&#xff0c;\u5c31\u95f9\u7b11\u8bdd\u4e86\u3002\u5904\u7406\u987a\u5e8f\u5e94\u8be5\u662f\u5148\u770b\u8fd9\u53e5\u8bdd\u672c\u8eab\u6709\u6ca1\u6709\u53ef\u8bc6\u522b\u7684\u610f\u56fe&#xff0c;\u662f\u95f2\u804a\u5c31\u56de\u95f2\u804a&#xff0c;\u5f85\u529e\u4efb\u52a1\u7559\u7740&#xff1b;\u4ec0\u4e48\u90fd\u8bc6\u522b\u4e0d\u51fa\u6765&#xff0c;\u624d\u5f53\u4f5c\u5bf9\u8ffd\u95ee\u7684\u56de\u7b54\u3002<\/p>\n<h3>\u4e94\u3001\u4e00\u53e5\u8bdd\u91cc\u6709\u4e24\u4ef6\u4e8b<\/h3>\n<p>\u201c\u5148\u628a\u4e0a\u5468\u90a3\u5355\u9000\u4e86&#xff0c;\u7136\u540e\u5f00\u5f20\u53d1\u7968\u201d\u5305\u542b\u4e24\u4e2a\u610f\u56fe&#xff0c;\u800c\u4e14\u6709\u5148\u540e\u5173\u7cfb&#xff0c;\u6309\u5e38\u89c1\u7684\u4e1a\u52a1\u89c4\u5219&#xff0c;\u53d1\u7968\u8981\u57fa\u4e8e\u9000\u6b3e\u540e\u7684\u91d1\u989d\u5f00\u3002<\/p>\n<p>\u591a\u610f\u56fe\u6709\u4e24\u79cd\u5904\u7406\u65b9\u5f0f\u3002\u7b80\u5355\u7684\u60c5\u51b5&#xff0c;\u51e0\u4e2a\u610f\u56fe\u4e92\u4e0d\u4f9d\u8d56&#xff0c;\u5404\u81ea\u8def\u7531\u5230\u5bf9\u5e94 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class=\"nodeLabel\"><\/p>\n<p>Policy\u80fd\u4e0d\u80fd\u76f4\u63a5\u6267\u884c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8def\u7531\u5230\u4e1a\u52a1 Agent<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5411\u7528\u6237\u786e\u8ba4<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Fallback \u515c\u5e95<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>State\u5f85\u529e\u961f\u5217 \/ \u4e0a\u4e00\u5355\u8ba2\u5355\u53f7<\/p>\n<p><\/span><\/p>\n<p>state \u8d1f\u8d23\u4e0a\u4e0b\u6587\u3002 \u5f85\u529e\u4efb\u52a1\u961f\u5217\u3001\u4e0a\u4e00\u6b21\u63d0\u5230\u7684\u8ba2\u5355\u53f7\u3001\u6b63\u5728\u8ffd\u95ee\u54ea\u4e2a\u53c2\u6570&#xff0c;\u90fd\u653e\u5728\u8fd9\u91cc\u3002\u6ca1\u6709 state&#xff0c;\u6bcf\u4e00\u8f6e\u5bf9\u8bdd\u90fd\u662f\u4ece\u96f6\u5f00\u59cb&#xff0c;\u8ffd\u95ee\u548c\u6307\u4ee3\u90fd\u505a\u4e0d\u4e86\u3002<\/p>\n<p>policy \u8d1f\u8d23\u7ea6\u675f\u3002 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\u4e09\u5c42\u90fd\u8bc6\u522b\u4e0d\u51fa\u6765\u65f6&#xff0c;\u4e0d\u8981\u6c89\u9ed8&#xff0c;\u4e5f\u4e0d\u8981\u968f\u4fbf\u731c\u4e00\u4e2a\u3002\u7ed9\u7528\u6237\u4e00\u4e2a\u6709\u9650\u7684\u9009\u9879&#xff0c;\u6bd4\u5982\u201c\u4f60\u662f\u60f3\u67e5\u8ba2\u5355\u3001\u9000\u6b3e&#xff0c;\u8fd8\u662f\u5f00\u53d1\u7968&#xff1f;\u201d&#xff0c;\u628a\u5f00\u653e\u95ee\u9898\u53d8\u6210\u9009\u62e9\u9898\u3002fallback \u89e6\u53d1\u7684\u6b21\u6570\u672c\u8eab\u4e5f\u662f\u5f88\u597d\u7684\u76d1\u63a7\u4fe1\u53f7&#xff0c;\u5b83\u7a81\u7136\u5347\u9ad8&#xff0c;\u901a\u5e38\u8bf4\u660e\u7528\u6237\u5728\u95ee\u4e00\u7c7b\u4f60\u8fd8\u6ca1\u8986\u76d6\u7684\u4e8b\u3002<\/p>\n<h3>\u4e03\u3001\u8dd1\u4e00\u4e2a\u80fd\u9a8c\u8bc1\u7684\u5c0f\u4f8b\u5b50<\/h3>\n<p>\u4e0b\u9762\u628a\u4e0a\u9762\u51e0\u5757\u62fc\u6210\u4e00\u4e2a\u80fd\u8fd0\u884c\u7684\u6700\u5c0f\u7248\u672c\u3002\u5c0f\u6a21\u578b\u5c42\u7528\u5173\u952e\u8bcd\u4ee3\u66ff&#xff0c;\u5927\u6a21\u578b\u5c42\u5199\u6b7b\u4e00\u6761\u6837\u4f8b\u8fd4\u56de&#xff0c;\u76ee\u7684\u662f\u770b\u6e05\u5206\u5c42\u3001\u8ffd\u95ee\u3001\u591a\u610f\u56fe\u961f\u5217\u548c policy \u662f\u600e\u4e48\u4e32\u8d77\u6765\u7684&#xff0c;\u4e0d\u662f\u505a\u4e00\u4e2a\u771f\u80fd\u7528\u7684\u5206\u7c7b\u5668\u3002\u4ee3\u7801\u57fa\u4e8e Python 3.10 \u53ca\u4ee5\u4e0a\u7248\u672c&#xff08;\u7528\u5230\u4e86 str | None \u5199\u6cd5&#xff09;\u3002<\/p>\n<p><span class=\"token comment\"># crayontech\/agent\/intent_router.py<\/span><br \/>\n<span class=\"token keyword\">import<\/span> re<br \/>\n<span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<span class=\"token punctuation\">,<\/span> field<\/p>\n<p><span class=\"token comment\"># \u610f\u56fe\u6ce8\u518c\u8868&#xff1a;\u610f\u56fe\u540d -&gt; \u76ee\u6807 Agent\u3001\u5fc5\u586b\u53c2\u6570\u3001\u662f\u5426\u5199\u64cd\u4f5c<\/span><br \/>\nREGISTRY <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;order_query&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;agent&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;order_agent&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;slots&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;write&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;refund_apply&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;agent&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;refund_agent&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;slots&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;reason&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;write&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;invoice_issue&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;agent&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;invoice_agent&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;slots&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;title&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;write&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;chitchat&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;agent&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;slots&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;write&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>ORDER_ID <span class=\"token operator\">&#061;<\/span> re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;\\\\d{10}&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nMULTI_HINTS <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7136\u540e&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u518d\u7ed9&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u987a\u4fbf&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u53e6\u5916&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Task<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    intent<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    confidence<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><br \/>\n    source<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    slots<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span> <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default_factory<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    inherited<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">set<\/span> <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default_factory<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">set<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u4ece\u4e0a\u4e0b\u6587\u7ee7\u627f\u6765\u7684\u53c2\u6570<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SessionState<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    queue<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span> <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default_factory<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u8fd8\u6ca1\u6267\u884c\u5b8c\u7684\u4efb\u52a1&#xff0c;\u6309\u987a\u5e8f\u6392\u961f<\/span><br \/>\n    last_order_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">|<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">rule_layer<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u7b2c\u4e00\u5c42&#xff1a;\u683c\u5f0f\u56fa\u5b9a\u7684\u8bf7\u6c42&#xff0c;\u6b63\u5219\u76f4\u63a5\u547d\u4e2d<\/span><br \/>\n    m <span class=\"token operator\">&#061;<\/span> re<span class=\"token punctuation\">.<\/span>fullmatch<span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;(\u67e5\u8be2?)?\u8ba2\u5355\\\\s*(\\\\d{10})&#034;<\/span><span class=\"token punctuation\">,<\/span> text<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> m<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span>Task<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_query&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1.0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;rule&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">:<\/span> m<span class=\"token punctuation\">.<\/span>group<span class=\"token punctuation\">(<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><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 punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>KEYWORDS <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;order_query&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u5230\u54ea&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u7269\u6d41&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u53d1\u8d27&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;refund_apply&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u9000\u6b3e&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u9000\u8d27&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;invoice_issue&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u53d1\u7968&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5f00\u7968&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;chitchat&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u4f60\u597d&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u8c22\u8c22&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">small_model_layer<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u7b2c\u4e8c\u5c42&#xff1a;\u7ebf\u4e0a\u901a\u5e38\u662f\u8f7b\u91cf\u5206\u7c7b\u6a21\u578b&#xff0c;\u8fd9\u91cc\u7528\u5173\u952e\u8bcd\u6253\u5206\u4ee3\u66ff<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span>h <span class=\"token keyword\">in<\/span> text <span class=\"token keyword\">for<\/span> h <span class=\"token keyword\">in<\/span> MULTI_HINTS<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span>  <span class=\"token comment\"># \u7591\u4f3c\u591a\u610f\u56fe&#xff0c;\u4e0d\u5728\u8fd9\u4e00\u5c42\u786c\u5224<\/span><br \/>\n    hits <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>k <span class=\"token keyword\">for<\/span> k<span class=\"token punctuation\">,<\/span> words <span class=\"token keyword\">in<\/span> KEYWORDS<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span>w <span class=\"token keyword\">in<\/span> text <span class=\"token keyword\">for<\/span> w <span class=\"token keyword\">in<\/span> words<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span>Task<span class=\"token punctuation\">(<\/span>hits<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.9<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;small_model&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>hits<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">1<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">llm_layer<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u7b2c\u4e09\u5c42&#xff1a;\u7ebf\u4e0a\u8c03\u7528\u5927\u6a21\u578b\u5e76\u8981\u6c42\u6309 schema \u8f93\u51fa\u610f\u56fe\u5217\u8868&#xff0c;\u8fd9\u91cc\u5199\u6b7b\u4e00\u6761\u6837\u4f8b<\/span><br \/>\n    canned <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;\u5148\u628a\u4e0a\u5468\u90a3\u5355\u9000\u4e86&#xff0c;\u7136\u540e\u5f00\u5f20\u53d1\u7968&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n            Task<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;refund_apply&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.82<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;llm&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            Task<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;invoice_issue&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.78<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;llm&#034;<\/span><span class=\"token punctuation\">)<\/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 keyword\">return<\/span> canned<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">classify<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> layer <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span>rule_layer<span class=\"token punctuation\">,<\/span> small_model_layer<span class=\"token punctuation\">,<\/span> llm_layer<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        tasks <span class=\"token operator\">&#061;<\/span> layer<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> tasks<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> tasks<br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">missing_slots<\/span><span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">,<\/span> text<span class=\"token punctuation\">,<\/span> state<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    m <span class=\"token operator\">&#061;<\/span> ORDER_ID<span class=\"token punctuation\">.<\/span>search<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> m<span class=\"token punctuation\">:<\/span><br \/>\n        task<span class=\"token punctuation\">.<\/span>slots<span class=\"token punctuation\">.<\/span>setdefault<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">,<\/span> m<span class=\"token punctuation\">.<\/span>group<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> <span class=\"token string\">&#034;order_id&#034;<\/span> <span class=\"token keyword\">in<\/span> REGISTRY<span class=\"token punctuation\">[<\/span>task<span class=\"token punctuation\">.<\/span>intent<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;slots&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">and<\/span> state<span class=\"token punctuation\">.<\/span>last_order_id<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;order_id&#034;<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token keyword\">in<\/span> task<span class=\"token punctuation\">.<\/span>slots<span class=\"token punctuation\">:<\/span><br \/>\n            task<span class=\"token punctuation\">.<\/span>slots<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> state<span class=\"token punctuation\">.<\/span>last_order_id<br \/>\n            task<span class=\"token punctuation\">.<\/span>inherited<span class=\"token punctuation\">.<\/span>add<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span>s <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> REGISTRY<span class=\"token punctuation\">[<\/span>task<span class=\"token punctuation\">.<\/span>intent<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;slots&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> s <span class=\"token keyword\">not<\/span> <span class=\"token keyword\">in<\/span> task<span class=\"token punctuation\">.<\/span>slots<span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">policy<\/span><span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u5199\u64cd\u4f5c&#xff1a;\u7f6e\u4fe1\u5ea6\u4e0d\u8db3\u6216\u8ba2\u5355\u53f7\u6765\u81ea\u4e0a\u4e0b\u6587\u63a8\u65ad&#xff0c;\u90fd\u5148\u8ba9\u7528\u6237\u786e\u8ba4<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> REGISTRY<span class=\"token punctuation\">[<\/span>task<span class=\"token punctuation\">.<\/span>intent<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;write&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;OK&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> task<span class=\"token punctuation\">.<\/span>confidence <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">0.8<\/span> <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;order_id&#034;<\/span> <span class=\"token keyword\">in<\/span> task<span class=\"token punctuation\">.<\/span>inherited<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;CONFIRM&#034;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;OK&#034;<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">handle<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">,<\/span> state<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    tasks <span class=\"token operator\">&#061;<\/span> classify<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> tasks <span class=\"token keyword\">and<\/span> tasks<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>intent <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;chitchat&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        hint <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#xff08;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>state<span class=\"token punctuation\">.<\/span>queue<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>intent<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u8fd8\u5728\u7b49\u4f60\u8865\u5145\u4fe1\u606f&#xff09;&#034;<\/span><\/span> <span class=\"token keyword\">if<\/span> state<span class=\"token punctuation\">.<\/span>queue <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;CHITCHAT \u4e0d\u5ba2\u6c14&#034;<\/span> <span class=\"token operator\">&#043;<\/span> hint<span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> tasks<span class=\"token punctuation\">:<\/span><br \/>\n        state<span class=\"token punctuation\">.<\/span>queue <span class=\"token operator\">&#061;<\/span> tasks  <span class=\"token comment\"># \u65b0\u610f\u56fe\u8986\u76d6\u65e7\u961f\u5217<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> state<span class=\"token punctuation\">.<\/span>queue<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u6ca1\u8bc6\u522b\u51fa\u65b0\u610f\u56fe&#xff0c;\u5c31\u628a\u8fd9\u53e5\u8bdd\u5f53\u6210\u4e0a\u4e00\u8f6e\u8ffd\u95ee\u7684\u56de\u7b54<\/span><br \/>\n        head <span class=\"token operator\">&#061;<\/span> state<span class=\"token punctuation\">.<\/span>queue<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        slot <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>s <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> REGISTRY<span class=\"token punctuation\">[<\/span>head<span class=\"token punctuation\">.<\/span>intent<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;slots&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> s <span class=\"token keyword\">not<\/span> <span class=\"token keyword\">in<\/span> head<span class=\"token punctuation\">.<\/span>slots<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        head<span class=\"token punctuation\">.<\/span>slots<span class=\"token punctuation\">[<\/span>slot<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> text<br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;FALLBACK \u4f60\u662f\u60f3\u67e5\u8ba2\u5355\u3001\u9000\u6b3e&#xff0c;\u8fd8\u662f\u5f00\u53d1\u7968&#xff1f;&#034;<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    out <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">while<\/span> state<span class=\"token punctuation\">.<\/span>queue<span class=\"token punctuation\">:<\/span><br \/>\n        task <span class=\"token operator\">&#061;<\/span> state<span class=\"token punctuation\">.<\/span>queue<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        missing <span class=\"token operator\">&#061;<\/span> missing_slots<span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">,<\/span> text<span class=\"token punctuation\">,<\/span> state<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> missing<span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;ASK <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>task<span class=\"token punctuation\">.<\/span>intent<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u7f3a\u5c11 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>missing<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">break<\/span><br \/>\n        state<span class=\"token punctuation\">.<\/span>queue<span class=\"token punctuation\">.<\/span>pop<span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> policy<span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;CONFIRM&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;CONFIRM <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>task<span class=\"token punctuation\">.<\/span>intent<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>task<span class=\"token punctuation\">.<\/span>slots<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">continue<\/span><br \/>\n        state<span class=\"token punctuation\">.<\/span>last_order_id <span class=\"token operator\">&#061;<\/span> task<span class=\"token punctuation\">.<\/span>slots<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">,<\/span> state<span class=\"token punctuation\">.<\/span>last_order_id<span class=\"token punctuation\">)<\/span><br \/>\n        out<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;ROUTE <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>REGISTRY<span class=\"token punctuation\">[<\/span>task<span class=\"token punctuation\">.<\/span>intent<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;agent&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>task<span class=\"token punctuation\">.<\/span>slots<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> via <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>task<span class=\"token punctuation\">.<\/span>source<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> out<\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    state <span class=\"token operator\">&#061;<\/span> SessionState<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> line <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token string\">&#034;\u8ba2\u5355 2024100801&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;\u6211\u7684\u5feb\u9012\u5230\u54ea\u4e86&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;\u5148\u628a\u4e0a\u5468\u90a3\u5355\u9000\u4e86&#xff0c;\u7136\u540e\u5f00\u5f20\u53d1\u7968&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;\u5c3a\u7801\u4e0d\u5408\u9002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;\u8c22\u8c22&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;\u8721\u7b14\u79d1\u6280\u6709\u9650\u516c\u53f8&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;\u90a3\u4e2a\u4e1c\u897f\u4f60\u770b\u4e0b&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&gt; <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>line<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> step <span class=\"token keyword\">in<\/span> handle<span class=\"token punctuation\">(<\/span>line<span class=\"token punctuation\">,<\/span> state<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>step<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u6211\u5728\u672c\u5730\u7528 Python 3.14 \u8fd0\u884c&#xff0c;\u8f93\u51fa\u5982\u4e0b&#xff1a;<\/p>\n<p>&gt; \u8ba2\u5355 2024100801<br \/>\n  ROUTE order_agent {&#039;order_id&#039;: &#039;2024100801&#039;} via rule<br \/>\n&gt; \u6211\u7684\u5feb\u9012\u5230\u54ea\u4e86<br \/>\n  ROUTE order_agent {&#039;order_id&#039;: &#039;2024100801&#039;} via small_model<br \/>\n&gt; \u5148\u628a\u4e0a\u5468\u90a3\u5355\u9000\u4e86&#xff0c;\u7136\u540e\u5f00\u5f20\u53d1\u7968<br \/>\n  ASK refund_apply \u7f3a\u5c11 reason<br \/>\n&gt; \u5c3a\u7801\u4e0d\u5408\u9002<br \/>\n  CONFIRM refund_apply {&#039;order_id&#039;: &#039;2024100801&#039;, &#039;reason&#039;: &#039;\u5c3a\u7801\u4e0d\u5408\u9002&#039;}<br \/>\n  ASK invoice_issue \u7f3a\u5c11 title<br \/>\n&gt; \u8c22\u8c22<br \/>\n  CHITCHAT \u4e0d\u5ba2\u6c14&#xff08;invoice_issue \u8fd8\u5728\u7b49\u4f60\u8865\u5145\u4fe1\u606f&#xff09;<br \/>\n&gt; \u8721\u7b14\u79d1\u6280\u6709\u9650\u516c\u53f8<br \/>\n  CONFIRM invoice_issue {&#039;order_id&#039;: &#039;2024100801&#039;, &#039;title&#039;: &#039;\u8721\u7b14\u79d1\u6280\u6709\u9650\u516c\u53f8&#039;}<br \/>\n&gt; \u90a3\u4e2a\u4e1c\u897f\u4f60\u770b\u4e0b<br \/>\n  FALLBACK \u4f60\u662f\u60f3\u67e5\u8ba2\u5355\u3001\u9000\u6b3e&#xff0c;\u8fd8\u662f\u5f00\u53d1\u7968&#xff1f;<\/p>\n<p>\u9010\u884c\u5bf9\u4e00\u4e0b\u524d\u9762\u8bb2\u7684\u51e0\u4ef6\u4e8b\u3002<\/p>\n<p>\u7b2c\u4e00\u53e5\u683c\u5f0f\u56fa\u5b9a&#xff0c;\u89c4\u5219\u5c42\u76f4\u63a5\u62ff\u5230\u8ba2\u5355\u53f7\u3002\u7b2c\u4e8c\u53e5\u53e3\u8bed\u5316\u4f46\u53ea\u6709\u4e00\u4e2a\u610f\u56fe&#xff0c;\u5c0f\u6a21\u578b\u5c42\u63a5\u4f4f&#xff0c;\u8ba2\u5355\u53f7\u4ece state \u91cc\u8865\u4e0a&#xff0c;\u56e0\u4e3a\u662f\u53ea\u8bfb\u67e5\u8be2&#xff0c;policy \u76f4\u63a5\u653e\u884c\u3002<\/p>\n<p>\u7b2c\u4e09\u53e5\u5e26\u201c\u7136\u540e\u201d&#xff0c;\u5c0f\u6a21\u578b\u5c42\u4e3b\u52a8\u653e\u624b&#xff0c;\u5927\u6a21\u578b\u5c42\u8fd4\u56de\u4e24\u4e2a\u610f\u56fe&#xff0c;\u8fdb\u5165\u961f\u5217\u3002\u9000\u6b3e\u7f3a\u539f\u56e0&#xff0c;\u7cfb\u7edf\u8ffd\u95ee&#xff0c;\u5f00\u7968\u4efb\u52a1\u7559\u5728\u961f\u5217\u91cc\u6ca1\u52a8\u3002<\/p>\n<p>\u7b2c\u56db\u53e5\u8865\u4e0a\u539f\u56e0\u540e&#xff0c;\u9000\u6b3e\u4efb\u52a1\u53c2\u6570\u9f50\u4e86&#xff0c;\u4f46\u8ba2\u5355\u53f7\u662f\u4ece\u4e0a\u4e0b\u6587\u7ee7\u627f\u7684&#xff0c;policy 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