{"id":21493,"date":"2025-02-19T17:26:37","date_gmt":"2025-02-19T09:26:37","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=21493"},"modified":"2025-02-19T17:26:37","modified_gmt":"2025-02-19T09:26:37","slug":"weiruan-ai-agent-rua-9","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/weiruan-ai-agent-rua-9\/","title":{"rendered":"\u5fae\u8f6f AI Agent \u5165\u95e8\u8bfe\u7a0b\uff1aAI Agent \u4e2d\u7684\u5143\u8ba4\u77e5\uff08\u81ea\u6211\u601d\u8003\uff09"},"content":{"rendered":"<h2>\u7b80\u4ecb<\/h2>\n<p>\u6b22\u8fce\u9605\u8bfb\u5173\u4e8e AI Agent \u4e2d\u5143\u8ba4\u77e5\u7684\u8bfe\u7a0b\uff01\u672c\u7ae0\u4e13\u4e3a\u5bf9 AI Agent \u5982\u4f55\u601d\u8003\u81ea\u8eab\u601d\u7ef4\u8fc7\u7a0b\u611f\u5174\u8da3\u7684\u521d\u5b66\u8005\u8bbe\u8ba1\u3002\u5728\u672c\u8bfe\u7a0b\u7ed3\u675f\u65f6\uff0c\u4f60\u5c06\u7406\u89e3\u5173\u952e\u6982\u5ff5\uff0c\u5e76\u638c\u63e1\u5728 AI Agent 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\u9700\u8981\u6839\u636e\u81ea\u6211\u610f\u8bc6\u548c\u8fc7\u53bb\u7684\u7ecf\u9a8c\u6765\u8bc4\u4f30\u548c\u8c03\u6574\u5176\u884c\u52a8\u3002\u4ee5\u4e0b\u662f\u5143\u8ba4\u77e5\u5982\u4f55\u53d1\u6325\u4f5c\u7528\uff1a<\/p>\n<h4>\u5f53\u524d\u4efb\u52a1<\/h4>\n<p>\u5f53\u524d\u4efb\u52a1\u662f\u5e2e\u52a9\u7528\u6237\u8ba1\u5212\u53bb\u5df4\u9ece\u7684\u65c5\u884c\u3002<\/p>\n<h4>\u5b8c\u6210\u4efb\u52a1\u7684\u6b65\u9aa4<\/h4>\n<ol>\n<li><strong>\u6536\u96c6\u7528\u6237\u504f\u597d<\/strong>\uff1a\u8be2\u95ee\u7528\u6237\u7684\u65c5\u884c\u65e5\u671f\u3001\u9884\u7b97\u3001\u5174\u8da3\uff08\u4f8b\u5982\uff0c\u535a\u7269\u9986\u3001\u7f8e\u98df\u3001\u8d2d\u7269\uff09\u4ee5\u53ca\u4efb\u4f55\u7279\u5b9a\u8981\u6c42\u3002<\/li>\n<li><strong>\u68c0\u7d22\u4fe1\u606f<\/strong>\uff1a\u641c\u7d22\u7b26\u5408\u7528\u6237\u504f\u597d\u7684\u822a\u73ed\u9009\u9879\u3001\u4f4f\u5bbf\u3001\u666f\u70b9\u548c\u9910\u5385\u3002<\/li>\n<li><strong>\u751f\u6210\u5efa\u8bae<\/strong>\uff1a\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u884c\u7a0b\uff0c\u5305\u62ec\u822a\u73ed\u8be6\u60c5\u3001\u9152\u5e97\u9884\u8ba2\u548c\u5efa\u8bae\u6d3b\u52a8\u3002<\/li>\n<li><strong>\u6839\u636e\u53cd\u9988\u8fdb\u884c\u8c03\u6574<\/strong>\uff1a\u5411\u7528\u6237\u8be2\u95ee\u6709\u5173\u5efa\u8bae\u7684\u53cd\u9988\uff0c\u5e76\u8fdb\u884c\u5fc5\u8981\u7684\u8c03\u6574\u3002<\/li>\n<\/ol>\n<h4>\u6240\u9700\u8d44\u6e90<\/h4>\n<ul>\n<li>\u8bbf\u95ee\u822a\u73ed\u548c\u9152\u5e97\u9884\u8ba2\u6570\u636e\u5e93\u3002<\/li>\n<li>\u6709\u5173\u5df4\u9ece\u666f\u70b9\u548c\u9910\u5385\u7684\u4fe1\u606f\u3002<\/li>\n<li>\u6765\u81ea\u4ee5\u524d\u4ea4\u4e92\u7684\u7528\u6237\u53cd\u9988\u6570\u636e\u3002<\/li>\n<\/ul>\n<h4>\u7ecf\u9a8c\u548c\u81ea\u6211\u53cd\u601d<\/h4>\n<p>Travel Agent \u4f7f\u7528\u5143\u8ba4\u77e5\u6765\u8bc4\u4f30\u5176\u6027\u80fd\u5e76\u4ece\u8fc7\u53bb\u7684\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u3002\u4f8b\u5982\uff1a<\/p>\n<ol>\n<li><strong>\u5206\u6790\u7528\u6237\u53cd\u9988<\/strong>\uff1aTravel Agent \u5ba1\u67e5\u7528\u6237\u53cd\u9988\uff0c\u4ee5\u786e\u5b9a\u54ea\u4e9b\u5efa\u8bae\u88ab\u63a5\u53d7\uff0c\u54ea\u4e9b\u672a\u88ab\u63a5\u53d7\u3002\u5b83\u4f1a\u76f8\u5e94\u5730\u8c03\u6574\u5176\u672a\u6765\u7684\u5efa\u8bae\u3002<\/li>\n<li><strong>\u9002\u5e94\u6027<\/strong>\uff1a\u5982\u679c\u7528\u6237\u4e4b\u524d\u63d0\u5230\u4e0d\u559c\u6b22\u62e5\u6324\u7684\u5730\u65b9\uff0cTravel Agent \u5c06\u6765\u4f1a\u907f\u514d\u5728\u9ad8\u5cf0\u65f6\u6bb5\u63a8\u8350\u70ed\u95e8\u65c5\u6e38\u666f\u70b9\u3002<\/li>\n<li><strong>\u9519\u8bef\u7ea0\u6b63<\/strong>\uff1a\u5982\u679c Travel Agent \u5728\u8fc7\u53bb\u7684\u9884\u8ba2\u4e2d\u72af\u4e86\u9519\u8bef\uff0c\u4f8b\u5982\u63a8\u8350\u4e86\u4e00\u5bb6\u5df2\u6ee1\u7684\u9152\u5e97\uff0c\u5b83\u4f1a\u5b66\u5230\u5728\u63d0\u51fa\u5efa\u8bae\u4e4b\u524d\u66f4\u4e25\u683c\u5730\u68c0\u67e5\u53ef\u7528\u6027\u3002<\/li>\n<\/ol>\n<h4>\u5b9e\u9645\u5f00\u53d1\u4eba\u5458\u793a\u4f8b<\/h4>\n<p>\u8fd9\u662f\u4e00\u4e2a\u7b80\u5316\u7684\u793a\u4f8b\uff0c\u8bf4\u660e\u4e86 Travel Agent \u5728\u7ed3\u5408\u5143\u8ba4\u77e5\u65f6\u7684\u4ee3\u7801\u53ef\u80fd\u662f\u4ec0\u4e48\u6837\u5b50\uff1a<\/p>\n<pre><code>class Travel_Agent:\r\ndef __init__(self):\r\nself.user_preferences = {}\r\nself.experience_data = []\r\ndef gather_preferences(self, preferences):\r\nself.user_preferences = preferences\r\ndef retrieve_information(self):\r\n# Search for flights, hotels, and attractions based on preferences\r\nflights = search_flights(self.user_preferences)\r\nhotels = search_hotels(self.user_preferences)\r\nattractions = search_attractions(self.user_preferences)\r\nreturn flights, hotels, attractions\r\ndef generate_recommendations(self):\r\nflights, hotels, attractions = self.retrieve_information()\r\nitinerary = create_itinerary(flights, hotels, attractions)\r\nreturn itinerary\r\ndef adjust_based_on_feedback(self, feedback):\r\nself.experience_data.append(feedback)\r\n# Analyze feedback and adjust future recommendations\r\nself.user_preferences = adjust_preferences(self.user_preferences, feedback)\r\n# Example usage\r\ntravel_agent = Travel_Agent()\r\npreferences = {\r\n\"destination\": \"Paris\",\r\n\"dates\": \"2025-04-01 to 2025-04-10\",\r\n\"budget\": \"moderate\",\r\n\"interests\": [\"museums\", \"cuisine\"]\r\n}\r\ntravel_agent.gather_preferences(preferences)\r\nitinerary = travel_agent.generate_recommendations()\r\nprint(\"Suggested Itinerary:\", itinerary)\r\nfeedback = {\"liked\": [\"Louvre Museum\"], \"disliked\": [\"Eiffel Tower (too crowded)\"]}\r\ntravel_agent.adjust_based_on_feedback(feedback)\r\n<\/code><\/pre>\n<h4>\u4e3a\u4ec0\u4e48\u5143\u8ba4\u77e5\u5f88\u91cd\u8981<\/h4>\n<ul>\n<li><strong>\u81ea\u6211\u53cd\u601d<\/strong>\uff1aAgent \u53ef\u4ee5\u5206\u6790\u5176\u6027\u80fd\u5e76\u786e\u5b9a\u9700\u8981\u6539\u8fdb\u7684\u9886\u57df\u3002<\/li>\n<li><strong>\u9002\u5e94\u6027<\/strong>\uff1aAgent \u53ef\u4ee5\u6839\u636e\u53cd\u9988\u548c\u53d8\u5316\u7684\u60c5\u51b5\u4fee\u6539\u7b56\u7565\u3002<\/li>\n<li><strong>\u9519\u8bef\u7ea0\u6b63<\/strong>\uff1aAgent \u53ef\u4ee5\u81ea\u4e3b\u68c0\u6d4b\u548c\u7ea0\u6b63\u9519\u8bef\u3002<\/li>\n<li><strong>\u8d44\u6e90\u7ba1\u7406<\/strong>\uff1aAgent \u53ef\u4ee5\u4f18\u5316\u8d44\u6e90\u4f7f\u7528\uff0c\u4f8b\u5982\u65f6\u95f4\u548c\u8ba1\u7b97\u80fd\u529b\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u7ed3\u5408\u5143\u8ba4\u77e5\uff0cTravel Agent \u53ef\u4ee5\u63d0\u4f9b\u66f4\u4e2a\u6027\u5316\u548c\u51c6\u786e\u7684\u65c5\u884c\u5efa\u8bae\uff0c\u4ece\u800c\u589e\u5f3a\u6574\u4f53\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>2. Agent \u4e2d\u7684\u89c4\u5212<\/h2>\n<p>\u89c4\u5212\u662f AI Agent \u884c\u4e3a\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\u3002\u5b83\u6d89\u53ca\u6982\u8ff0\u5b9e\u73b0\u76ee\u6807\u6240\u9700\u7684\u6b65\u9aa4\uff0c\u540c\u65f6\u8003\u8651\u5f53\u524d\u72b6\u6001\u3001\u8d44\u6e90\u548c\u53ef\u80fd\u7684\u969c\u788d\u3002<\/p>\n<h3>\u89c4\u5212\u7684\u8981\u7d20<\/h3>\n<ul>\n<li><strong>\u5f53\u524d\u4efb\u52a1<\/strong>\uff1a\u660e\u786e\u5b9a\u4e49\u4efb\u52a1\u3002<\/li>\n<li><strong>\u5b8c\u6210\u4efb\u52a1\u7684\u6b65\u9aa4<\/strong>\uff1a\u5c06\u4efb\u52a1\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u6b65\u9aa4\u3002<\/li>\n<li><strong>\u6240\u9700\u8d44\u6e90<\/strong>\uff1a\u786e\u5b9a\u5fc5\u8981\u7684\u8d44\u6e90\u3002<\/li>\n<li><strong>\u7ecf\u9a8c<\/strong>\uff1a\u5229\u7528\u8fc7\u53bb\u7684\u7ecf\u9a8c\u6765\u6307\u5bfc\u89c4\u5212\u3002<\/li>\n<\/ul>\n<p><strong>\u793a\u4f8b<\/strong>\uff1a\u4ee5\u4e0b\u662f Travel Agent \u4e3a\u534f\u52a9\u7528\u6237\u6709\u6548\u89c4\u5212\u884c\u7a0b\u9700\u8981\u91c7\u53d6\u7684\u6b65\u9aa4\uff1a<\/p>\n<h3>Travel Agent \u7684\u6b65\u9aa4<\/h3>\n<ol>\n<li><strong>\u6536\u96c6\u7528\u6237\u504f\u597d<\/strong>\n<ul>\n<li>\u8be2\u95ee\u7528\u6237\u6709\u5173\u5176\u65c5\u884c\u65e5\u671f\u3001\u9884\u7b97\u3001\u5174\u8da3\u548c\u4efb\u4f55\u7279\u5b9a\u8981\u6c42\u7684\u8be6\u7ec6\u4fe1\u606f\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u201c\u60a8\u8ba1\u5212\u4ec0\u4e48\u65f6\u5019\u65c5\u884c\uff1f\u201d\u201c\u60a8\u7684\u9884\u7b97\u8303\u56f4\u662f\u591a\u5c11\uff1f\u201d\u201c\u60a8\u5728\u5ea6\u5047\u65f6\u559c\u6b22\u4ec0\u4e48\u6d3b\u52a8\uff1f\u201d<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u68c0\u7d22\u4fe1\u606f<\/strong>\n<ul>\n<li>\u6839\u636e\u7528\u6237\u504f\u597d\u641c\u7d22\u76f8\u5173\u7684\u65c5\u884c\u9009\u9879\u3002<\/li>\n<li><strong>\u822a\u73ed<\/strong>\uff1a\u67e5\u627e\u7b26\u5408\u7528\u6237\u9884\u7b97\u548c\u9996\u9009\u65c5\u884c\u65e5\u671f\u7684\u53ef\u7528\u822a\u73ed\u3002<\/li>\n<li><strong>\u4f4f\u5bbf<\/strong>\uff1a\u67e5\u627e\u7b26\u5408\u7528\u6237\u5bf9\u4f4d\u7f6e\u3001\u4ef7\u683c\u548c\u4fbf\u5229\u8bbe\u65bd\u504f\u597d\u7684\u9152\u5e97\u6216\u79df\u8d41\u7269\u4e1a\u3002<\/li>\n<li><strong>\u666f\u70b9\u548c\u9910\u5385<\/strong>\uff1a\u786e\u5b9a\u7b26\u5408\u7528\u6237\u5174\u8da3\u7684\u70ed\u95e8\u666f\u70b9\u3001\u6d3b\u52a8\u548c\u9910\u996e\u9009\u62e9\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u751f\u6210\u5efa\u8bae<\/strong>\n<ul>\n<li>\u5c06\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u7f16\u8bd1\u6210\u4e2a\u6027\u5316\u7684\u884c\u7a0b\u3002<\/li>\n<li>\u63d0\u4f9b\u822a\u73ed\u9009\u9879\u3001\u9152\u5e97\u9884\u8ba2\u548c\u5efa\u8bae\u6d3b\u52a8\u7b49\u8be6\u7ec6\u4fe1\u606f\uff0c\u786e\u4fdd\u6839\u636e\u7528\u6237\u7684\u504f\u597d\u5b9a\u5236\u5efa\u8bae\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5411\u7528\u6237\u5c55\u793a\u884c\u7a0b<\/strong>\n<ul>\n<li>\u4e0e\u7528\u6237\u5206\u4eab\u5efa\u8bae\u7684\u884c\u7a0b\u4f9b\u5176\u5ba1\u67e5\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u201c\u8fd9\u662f\u60a8\u5df4\u9ece\u4e4b\u65c5\u7684\u5efa\u8bae\u884c\u7a0b\u3002\u5b83\u5305\u62ec\u822a\u73ed\u8be6\u60c5\u3001\u9152\u5e97\u9884\u8ba2\u4ee5\u53ca\u63a8\u8350\u6d3b\u52a8\u548c\u9910\u5385\u7684\u5217\u8868\u3002\u8bf7\u544a\u8bc9\u6211\u60a8\u7684\u60f3\u6cd5\uff01\u201d<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6536\u96c6\u53cd\u9988<\/strong>\n<ul>\n<li>\u5411\u7528\u6237\u8be2\u95ee\u6709\u5173\u5efa\u8bae\u884c\u7a0b\u7684\u53cd\u9988\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u201c\u60a8\u559c\u6b22\u822a\u73ed\u9009\u9879\u5417\uff1f\u201d\u201c\u9152\u5e97\u662f\u5426\u9002\u5408\u60a8\u7684\u9700\u6c42\uff1f\u201d\u201c\u60a8\u60f3\u6dfb\u52a0\u6216\u5220\u9664\u4efb\u4f55\u6d3b\u52a8\u5417\uff1f\u201d<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6839\u636e\u53cd\u9988\u8fdb\u884c\u8c03\u6574<\/strong>\n<ul>\n<li>\u6839\u636e\u7528\u6237\u7684\u53cd\u9988\u4fee\u6539\u884c\u7a0b\u3002<\/li>\n<li>\u5bf9\u822a\u73ed\u3001\u4f4f\u5bbf\u548c\u6d3b\u52a8\u5efa\u8bae\u8fdb\u884c\u5fc5\u8981\u7684\u66f4\u6539\uff0c\u4ee5\u66f4\u597d\u5730\u5339\u914d\u7528\u6237\u7684\u504f\u597d\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6700\u7ec8\u786e\u8ba4<\/strong>\n<ul>\n<li>\u5411\u7528\u6237\u5c55\u793a\u66f4\u65b0\u540e\u7684\u884c\u7a0b\u4ee5\u8fdb\u884c\u6700\u7ec8\u786e\u8ba4\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u201c\u6211\u5df2\u7ecf\u6839\u636e\u60a8\u7684\u53cd\u9988\u8fdb\u884c\u4e86\u8c03\u6574\u3002\u8fd9\u662f\u66f4\u65b0\u540e\u7684\u884c\u7a0b\u3002\u4e00\u5207\u770b\u8d77\u6765\u90fd\u597d\u5417\uff1f\u201d<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u9884\u8ba2\u548c\u786e\u8ba4\u9884\u8ba2<\/strong>\n<ul>\n<li>\u4e00\u65e6\u7528\u6237\u6279\u51c6\u884c\u7a0b\uff0c\u7ee7\u7eed\u9884\u8ba2\u822a\u73ed\u3001\u4f4f\u5bbf\u548c\u4efb\u4f55\u9884\u5148\u8ba1\u5212\u7684\u6d3b\u52a8\u3002<\/li>\n<li>\u5411\u7528\u6237\u53d1\u9001\u786e\u8ba4\u8be6\u7ec6\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u63d0\u4f9b\u6301\u7eed\u652f\u6301<\/strong>\n<ul>\n<li>\u5728\u65c5\u884c\u4e4b\u524d\u548c\u65c5\u884c\u671f\u95f4\uff0c\u968f\u65f6\u53ef\u4ee5\u534f\u52a9\u7528\u6237\u8fdb\u884c\u4efb\u4f55\u66f4\u6539\u6216\u5176\u4ed6\u8bf7\u6c42\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u201c\u5982\u679c\u60a8\u5728\u65c5\u884c\u671f\u95f4\u9700\u8981\u4efb\u4f55\u8fdb\u4e00\u6b65\u7684\u5e2e\u52a9\uff0c\u8bf7\u968f\u65f6\u4e0e\u6211\u8054\u7cfb\uff01\u201d<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u4ea4\u4e92\u793a\u4f8b<\/h3>\n<pre><code>class Travel_Agent:\r\ndef __init__(self):\r\nself.user_preferences = {}\r\nself.experience_data = []\r\ndef gather_preferences(self, preferences):\r\nself.user_preferences = preferences\r\ndef retrieve_information(self):\r\nflights = search_flights(self.user_preferences)\r\nhotels = search_hotels(self.user_preferences)\r\nattractions = search_attractions(self.user_preferences)\r\nreturn flights, hotels, attractions\r\ndef generate_recommendations(self):\r\nflights, hotels, attractions = self.retrieve_information()\r\nitinerary = create_itinerary(flights, hotels, attractions)\r\nreturn itinerary\r\ndef adjust_based_on_feedback(self, feedback):\r\nself.experience_data.append(feedback)\r\nself.user_preferences = adjust_preferences(self.user_preferences, feedback)\r\n# Example usage within a booing request\r\ntravel_agent = Travel_Agent()\r\npreferences = {\r\n\"destination\": \"Paris\",\r\n\"dates\": \"2025-04-01 to 2025-04-10\",\r\n\"budget\": \"moderate\",\r\n\"interests\": [\"museums\", \"cuisine\"]\r\n}\r\ntravel_agent.gather_preferences(preferences)\r\nitinerary = travel_agent.generate_recommendations()\r\nprint(\"Suggested Itinerary:\", itinerary)\r\nfeedback = {\"liked\": [\"Louvre Museum\"], \"disliked\": [\"Eiffel Tower (too crowded)\"]}\r\ntravel_agent.adjust_based_on_feedback(feedback)\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h2>3. \u4fee\u6b63\u578b RAG \u7cfb\u7edf<\/h2>\n<p>\u9996\u5148\uff0c\u8ba9\u6211\u4eec\u4e86\u89e3 <a href=\"https:\/\/www.kdjingpai.com\/en\/rag\/\">RAG<\/a> \u5de5\u5177\u548c\u9884\u5148\u4e0a\u4e0b\u6587\u52a0\u8f7d\u4e4b\u95f4\u7684\u533a\u522b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21495\" title=\"\u5fae\u8f6f AI Agent \u5165\u95e8\u8bfe\u7a0b\uff1aAI Agent \u4e2d\u7684\u5143\u8ba4\u77e5-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ec7cc310c970912.png\" alt=\"\u5fae\u8f6f AI Agent \u5165\u95e8\u8bfe\u7a0b\uff1aAI Agent \u4e2d\u7684\u5143\u8ba4\u77e5-2\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ec7cc310c970912.png 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ec7cc310c970912-768x432.png 768w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<h3>\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG)<\/h3>\n<p>RAG \u5c06\u68c0\u7d22\u7cfb\u7edf\u4e0e\u751f\u6210\u6a21\u578b\u76f8\u7ed3\u5408\u3002\u5f53\u63d0\u51fa\u67e5\u8be2\u65f6\uff0c\u68c0\u7d22\u7cfb\u7edf\u4ece\u5916\u90e8\u6e90\u83b7\u53d6\u76f8\u5173\u6587\u6863\u6216\u6570\u636e\uff0c\u5e76\u4e14\u4f7f\u7528\u8fd9\u4e9b\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u6765\u589e\u5f3a\u751f\u6210\u6a21\u578b\u7684\u8f93\u5165\u3002\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u751f\u6210\u66f4\u51c6\u786e\u548c\u66f4\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u56de\u590d\u3002<\/p>\n<p>\u5728 RAG \u7cfb\u7edf\u4e2d\uff0c\u667a\u80fd\u4f53 (Agent) \u4ece\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u5e76\u4f7f\u7528\u5b83\u6765\u751f\u6210\u9002\u5f53\u7684\u56de\u590d\u6216\u64cd\u4f5c\u3002<\/p>\n<h3>\u4fee\u6b63\u578b RAG \u65b9\u6cd5<\/h3>\n<p>\u4fee\u6b63\u578b RAG \u65b9\u6cd5\u4fa7\u91cd\u4e8e\u4f7f\u7528 RAG \u6280\u672f\u6765\u7ea0\u6b63\u9519\u8bef\u5e76\u63d0\u9ad8 AI \u667a\u80fd\u4f53 (Agent) \u7684\u51c6\u786e\u6027\u3002\u8fd9\u5305\u62ec\uff1a<\/p>\n<ol>\n<li><strong>\u63d0\u793a\u6280\u672f<\/strong>\uff1a\u4f7f\u7528\u7279\u5b9a\u63d0\u793a\u6765\u6307\u5bfc\u667a\u80fd\u4f53 (Agent) \u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<li><strong>\u5de5\u5177<\/strong>\uff1a\u5b9e\u73b0\u7b97\u6cd5\u548c\u673a\u5236\uff0c\u4f7f\u667a\u80fd\u4f53 (Agent) \u80fd\u591f\u8bc4\u4f30\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u7684\u76f8\u5173\u6027\u5e76\u751f\u6210\u51c6\u786e\u7684\u56de\u590d\u3002<\/li>\n<li><strong>\u8bc4\u4f30<\/strong>\uff1a\u6301\u7eed\u8bc4\u4f30\u667a\u80fd\u4f53 (Agent) \u7684\u6027\u80fd\u5e76\u8fdb\u884c\u8c03\u6574\uff0c\u4ee5\u63d0\u9ad8\u5176\u51c6\u786e\u6027\u548c\u6548\u7387\u3002<\/li>\n<\/ol>\n<h4>\u793a\u4f8b\uff1a\u641c\u7d22\u667a\u80fd\u4f53 (Agent) \u4e2d\u7684\u4fee\u6b63\u578b RAG<\/h4>\n<p>\u8003\u8651\u4e00\u4e2a\u641c\u7d22\u667a\u80fd\u4f53 (Agent)\uff0c\u5b83\u4ece\u7f51\u7edc\u68c0\u7d22\u4fe1\u606f\u4ee5\u56de\u7b54\u7528\u6237\u67e5\u8be2\u3002\u4fee\u6b63\u578b RAG \u65b9\u6cd5\u53ef\u80fd\u5305\u62ec\uff1a<\/p>\n<ol>\n<li><strong>\u63d0\u793a\u6280\u672f<\/strong>\uff1a\u6839\u636e\u7528\u6237\u7684\u8f93\u5165\u5236\u5b9a\u641c\u7d22\u67e5\u8be2\u3002<\/li>\n<li><strong>\u5de5\u5177<\/strong>\uff1a\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5bf9\u641c\u7d22\u7ed3\u679c\u8fdb\u884c\u6392\u540d\u548c\u8fc7\u6ee4\u3002<\/li>\n<li><strong>\u8bc4\u4f30<\/strong>\uff1a\u5206\u6790\u7528\u6237\u53cd\u9988\u4ee5\u8bc6\u522b\u548c\u7ea0\u6b63\u68c0\u7d22\u4fe1\u606f\u4e2d\u7684\u4e0d\u51c6\u786e\u4e4b\u5904\u3002<\/li>\n<\/ol>\n<h3>\u65c5\u884c\u667a\u80fd\u4f53 (Agent) \u4e2d\u7684\u4fee\u6b63\u578b RAG<\/h3>\n<p>\u4fee\u6b63\u578b RAG (\u68c0\u7d22\u589e\u5f3a\u751f\u6210) \u589e\u5f3a\u4e86 AI \u68c0\u7d22\u548c\u751f\u6210\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u540c\u65f6\u7ea0\u6b63\u4efb\u4f55\u4e0d\u51c6\u786e\u4e4b\u5904\u3002\u8ba9\u6211\u4eec\u770b\u770b Travel Agent \u5982\u4f55\u4f7f\u7528\u4fee\u6b63\u578b RAG \u65b9\u6cd5\u6765\u63d0\u4f9b\u66f4\u51c6\u786e\u548c\u76f8\u5173\u7684\u65c5\u884c\u63a8\u8350\u3002<\/p>\n<p>\u8fd9\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u63d0\u793a\u6280\u672f\uff1a<\/strong>\u00a0\u4f7f\u7528\u7279\u5b9a\u63d0\u793a\u6765\u6307\u5bfc\u667a\u80fd\u4f53 (Agent) \u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<li><strong>\u5de5\u5177\uff1a<\/strong>\u00a0\u5b9e\u65bd\u7b97\u6cd5\u548c\u673a\u5236\uff0c\u4f7f\u667a\u80fd\u4f53 (Agent) \u80fd\u591f\u8bc4\u4f30\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u7684\u76f8\u5173\u6027\u5e76\u751f\u6210\u51c6\u786e\u7684\u56de\u590d\u3002<\/li>\n<li><strong>\u8bc4\u4f30\uff1a<\/strong>\u00a0\u6301\u7eed\u8bc4\u4f30\u667a\u80fd\u4f53 (Agent) \u7684\u6027\u80fd\u5e76\u8fdb\u884c\u8c03\u6574\uff0c\u4ee5\u63d0\u9ad8\u5176\u51c6\u786e\u6027\u548c\u6548\u7387\u3002<\/li>\n<\/ul>\n<h4>\u5728 Travel Agent \u4e2d\u5b9e\u65bd\u4fee\u6b63\u578b RAG \u7684\u6b65\u9aa4<\/h4>\n<ol>\n<li><strong>\u521d\u59cb\u7528\u6237\u4ea4\u4e92<\/strong>\n<ul>\n<li>Travel Agent \u4ece\u7528\u6237\u90a3\u91cc\u6536\u96c6\u521d\u59cb\u504f\u597d\uff0c\u4f8b\u5982\u76ee\u7684\u5730\u3001\u65c5\u884c\u65e5\u671f\u3001\u9884\u7b97\u548c\u5174\u8da3\u3002<\/li>\n<li>\u4f8b\u5982\uff1a\n<pre><code>preferences = {\r\n\"destination\": \"Paris\",\r\n\"dates\": \"2025-04-01 to 2025-04-10\",\r\n\"budget\": \"moderate\",\r\n\"interests\": [\"museums\", \"cuisine\"]\r\n}\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4fe1\u606f\u68c0\u7d22<\/strong>\n<ul>\n<li>Travel Agent \u6839\u636e\u7528\u6237\u504f\u597d\u68c0\u7d22\u6709\u5173\u822a\u73ed\u3001\u4f4f\u5bbf\u3001\u666f\u70b9\u548c\u9910\u5385\u7684\u4fe1\u606f\u3002<\/li>\n<li>\u4f8b\u5982\uff1a\n<pre><code>flights = search_flights(preferences)\r\nhotels = search_hotels(preferences)\r\nattractions = search_attractions(preferences)\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u751f\u6210\u521d\u59cb\u63a8\u8350<\/strong>\n<ul>\n<li>Travel Agent \u4f7f\u7528\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u751f\u6210\u4e2a\u6027\u5316\u884c\u7a0b\u3002<\/li>\n<li>\u4f8b\u5982\uff1a\n<pre><code>itinerary = create_itinerary(flights, hotels, attractions)\r\nprint(\"Suggested Itinerary:\", itinerary)\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6536\u96c6\u7528\u6237\u53cd\u9988<\/strong>\n<ul>\n<li>Travel Agent \u5411\u7528\u6237\u8be2\u95ee\u6709\u5173\u521d\u59cb\u63a8\u8350\u7684\u53cd\u9988\u3002<\/li>\n<li>\u4f8b\u5982\uff1a\n<pre><code>feedback = {\r\n\"liked\": [\"Louvre Museum\"],\r\n\"disliked\": [\"Eiffel Tower (too crowded)\"]\r\n}\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4fee\u6b63\u578b RAG \u8fc7\u7a0b<\/strong>\n<ul>\n<li><strong>\u63d0\u793a\u6280\u672f<\/strong>\uff1aTravel Agent \u6839\u636e\u7528\u6237\u53cd\u9988\u5236\u5b9a\u65b0\u7684\u641c\u7d22\u67e5\u8be2\u3002\n<ul>\n<li>\u4f8b\u5982\uff1a\n<pre><code>if \"disliked\" in feedback:\r\npreferences[\"avoid\"] = feedback[\"disliked\"]\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5de5\u5177<\/strong>\uff1aTravel Agent \u4f7f\u7528\u7b97\u6cd5\u5bf9\u65b0\u7684\u641c\u7d22\u7ed3\u679c\u8fdb\u884c\u6392\u540d\u548c\u8fc7\u6ee4\uff0c\u5e76\u6839\u636e\u7528\u6237\u53cd\u9988\u5f3a\u8c03\u76f8\u5173\u6027\u3002\n<ul>\n<li>\u4f8b\u5982\uff1a\n<pre><code>new_attractions = search_attractions(preferences)\r\nnew_itinerary = create_itinerary(flights, hotels, new_attractions)\r\nprint(\"Updated Itinerary:\", new_itinerary)\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8bc4\u4f30<\/strong>\uff1aTravel Agent \u901a\u8fc7\u5206\u6790\u7528\u6237\u53cd\u9988\u5e76\u8fdb\u884c\u5fc5\u8981\u7684\u8c03\u6574\uff0c\u6301\u7eed\u8bc4\u4f30\u5176\u63a8\u8350\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u3002\n<ul>\n<li>\u4f8b\u5982\uff1a\n<pre><code>def adjust_preferences(preferences, feedback):\r\nif \"liked\" in feedback:\r\npreferences[\"favorites\"] = feedback[\"liked\"]\r\nif \"disliked\" in feedback:\r\npreferences[\"avoid\"] = feedback[\"disliked\"]\r\nreturn preferences\r\npreferences = adjust_preferences(preferences, feedback)\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u5b9e\u9645\u4f8b\u5b50<\/h4>\n<p>\u8fd9\u662f\u4e00\u4e2a\u7b80\u5316\u7684 Python \u4ee3\u7801\u793a\u4f8b\uff0c\u5176\u4e2d Travel Agent \u91c7\u7528\u4e86\u4fee\u6b63\u578b RAG \u65b9\u6cd5\uff1a<\/p>\n<pre><code>class Travel_Agent:\r\ndef __init__(self):\r\nself.user_preferences = {}\r\nself.experience_data = []\r\ndef gather_preferences(self, preferences):\r\nself.user_preferences = preferences\r\ndef retrieve_information(self):\r\nflights = search_flights(self.user_preferences)\r\nhotels = search_hotels(self.user_preferences)\r\nattractions = search_attractions(self.user_preferences)\r\nreturn flights, hotels, attractions\r\ndef generate_recommendations(self):\r\nflights, hotels, attractions = self.retrieve_information()\r\nitinerary = create_itinerary(flights, hotels, attractions)\r\nreturn itinerary\r\ndef adjust_based_on_feedback(self, feedback):\r\nself.experience_data.append(feedback)\r\nself.user_preferences = adjust_preferences(self.user_preferences, feedback)\r\nnew_itinerary = self.generate_recommendations()\r\nreturn new_itinerary\r\n# Example usage\r\ntravel_agent = Travel_Agent()\r\npreferences = {\r\n\"destination\": \"Paris\",\r\n\"dates\": \"2025-04-01 to 2025-04-10\",\r\n\"budget\": \"moderate\",\r\n\"interests\": [\"museums\", \"cuisine\"]\r\n}\r\ntravel_agent.gather_preferences(preferences)\r\nitinerary = travel_agent.generate_recommendations()\r\nprint(\"Suggested Itinerary:\", itinerary)\r\nfeedback = {\"liked\": [\"Louvre Museum\"], \"disliked\": [\"Eiffel Tower (too crowded)\"]}\r\nnew_itinerary = travel_agent.adjust_based_on_feedback(feedback)\r\nprint(\"Updated Itinerary:\", new_itinerary)\r\n<\/code><\/pre>\n<h3>\u9884\u5148\u4e0a\u4e0b\u6587\u52a0\u8f7d<\/h3>\n<p>\u9884\u5148\u4e0a\u4e0b\u6587\u52a0\u8f7d\u6d89\u53ca\u5728\u5904\u7406\u67e5\u8be2\u4e4b\u524d\u5c06\u76f8\u5173\u4e0a\u4e0b\u6587\u6216\u80cc\u666f\u4fe1\u606f\u52a0\u8f7d\u5230\u6a21\u578b\u4e2d\u3002\u8fd9\u610f\u5473\u7740\u6a21\u578b\u4ece\u4e00\u5f00\u59cb\u5c31\u53ef\u4ee5\u8bbf\u95ee\u6b64\u4fe1\u606f\uff0c\u8fd9\u53ef\u4ee5\u5e2e\u52a9\u5b83\u751f\u6210\u66f4\u660e\u667a\u7684\u56de\u590d\uff0c\u800c\u65e0\u9700\u5728\u5904\u7406\u8fc7\u7a0b\u4e2d\u68c0\u7d22\u5176\u4ed6\u6570\u636e\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5316\u7684\u793a\u4f8b\uff0c\u5c55\u793a\u4e86 Travel Agent \u5e94\u7528\u7a0b\u5e8f\u4e2d\u9884\u5148\u4e0a\u4e0b\u6587\u52a0\u8f7d\u7684 Python \u5b9e\u73b0\uff1a<\/p>\n<pre><code>class TravelAgent:\r\ndef __init__(self):\r\n# Pre-load popular destinations and their information\r\nself.context = {\r\n\"Paris\": {\"country\": \"France\", \"currency\": \"Euro\", \"language\": \"French\", \"attractions\": [\"Eiffel Tower\", \"Louvre Museum\"]},\r\n\"Tokyo\": {\"country\": \"Japan\", \"currency\": \"Yen\", \"language\": \"Japanese\", \"attractions\": [\"Tokyo Tower\", \"Shibuya Crossing\"]},\r\n\"New York\": {\"country\": \"USA\", \"currency\": \"Dollar\", \"language\": \"English\", \"attractions\": [\"Statue of Liberty\", \"Times Square\"]},\r\n\"Sydney\": {\"country\": \"Australia\", \"currency\": \"Dollar\", \"language\": \"English\", \"attractions\": [\"Sydney Opera House\", \"Bondi Beach\"]}\r\n}\r\ndef get_destination_info(self, destination):\r\n# Fetch destination information from pre-loaded context\r\ninfo = self.context.get(destination)\r\nif info:\r\nreturn f\"{destination}:\\nCountry: {info['country']}\\nCurrency: {info['currency']}\\nLanguage: {info['language']}\\nAttractions: {', '.join(info['attractions'])}\"\r\nelse:\r\nreturn f\"Sorry, we don't have information on {destination}.\"\r\n# Example usage\r\ntravel_agent = TravelAgent()\r\nprint(travel_agent.get_destination_info(\"Paris\"))\r\nprint(travel_agent.get_destination_info(\"Tokyo\"))\r\n<\/code><\/pre>\n<h4>\u8bf4\u660e<\/h4>\n<ol>\n<li><strong>\u521d\u59cb\u5316 (<code>__init__<\/code>\u00a0\u65b9\u6cd5)<\/strong>\uff1a<code>TravelAgent<\/code>\u00a0\u7c7b\u9884\u52a0\u8f7d\u4e86\u4e00\u4e2a\u5b57\u5178\uff0c\u5176\u4e2d\u5305\u542b\u6709\u5173\u5df4\u9ece\u3001\u4e1c\u4eac\u3001\u7ebd\u7ea6\u548c\u6089\u5c3c\u7b49\u70ed\u95e8\u76ee\u7684\u5730\u7684\u4fe1\u606f\u3002\u8be5\u5b57\u5178\u5305\u62ec\u6bcf\u4e2a\u76ee\u7684\u5730\u7684\u56fd\u5bb6\u3001\u8d27\u5e01\u3001\u8bed\u8a00\u548c\u4e3b\u8981\u666f\u70b9\u7b49\u8be6\u7ec6\u4fe1\u606f\u3002<\/li>\n<li><strong>\u68c0\u7d22\u4fe1\u606f (<code>get_destination_info<\/code>\u00a0\u65b9\u6cd5)<\/strong>\uff1a\u5f53\u7528\u6237\u67e5\u8be2\u7279\u5b9a\u76ee\u7684\u5730\u65f6\uff0c<code>get_destination_info<\/code>\u00a0\u65b9\u6cd5\u4ece\u9884\u52a0\u8f7d\u7684\u4e0a\u4e0b\u6587\u5b57\u5178\u4e2d\u83b7\u53d6\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u9884\u52a0\u8f7d\u4e0a\u4e0b\u6587\uff0cTravel Agent \u5e94\u7528\u7a0b\u5e8f\u53ef\u4ee5\u5feb\u901f\u54cd\u5e94\u7528\u6237\u67e5\u8be2\uff0c\u800c\u65e0\u9700\u5b9e\u65f6\u4ece\u5916\u90e8\u6e90\u68c0\u7d22\u6b64\u4fe1\u606f\u3002\u8fd9\u4f7f\u5f97\u5e94\u7528\u7a0b\u5e8f\u66f4\u9ad8\u6548\u3001\u54cd\u5e94\u66f4\u5feb\u3002<\/p>\n<h3>\u5728\u8fed\u4ee3\u4e4b\u524d\u4f7f\u7528\u76ee\u6807\u5f15\u5bfc\u8ba1\u5212<\/h3>\n<p>\u4f7f\u7528\u76ee\u6807\u5f15\u5bfc\u8ba1\u5212\u6d89\u53ca\u4ece\u4e00\u5f00\u59cb\u5c31\u7262\u8bb0\u660e\u786e\u7684\u76ee\u6807\u6216\u9884\u671f\u7ed3\u679c\u3002\u901a\u8fc7\u9884\u5148\u5b9a\u4e49\u6b64\u76ee\u6807\uff0c\u6a21\u578b\u53ef\u4ee5\u5728\u6574\u4e2a\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u5c06\u5176\u7528\u4f5c\u6307\u5bfc\u539f\u5219\u3002\u8fd9\u6709\u52a9\u4e8e\u786e\u4fdd\u6bcf\u6b21\u8fed\u4ee3\u90fd\u66f4\u63a5\u8fd1\u5b9e\u73b0\u9884\u671f\u7ed3\u679c\uff0c\u4ece\u800c\u4f7f\u8fc7\u7a0b\u66f4\u6709\u6548\u7387\u548c\u91cd\u70b9\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u5728 Python \u4e2d\u4e3a Travel Agent \u5728\u8fed\u4ee3\u4e4b\u524d\u4f7f\u7528\u76ee\u6807\u5f15\u5bfc\u65c5\u884c\u8ba1\u5212\uff1a<\/p>\n<h3>\u573a\u666f<\/h3>\n<p>Travel Agent \u5e0c\u671b\u4e3a\u5ba2\u6237\u8ba1\u5212\u5b9a\u5236\u7684\u5047\u671f\u3002\u76ee\u6807\u662f\u6839\u636e\u5ba2\u6237\u7684\u504f\u597d\u548c\u9884\u7b97\u521b\u5efa\u4e00\u4e2a\u65c5\u884c\u884c\u7a0b\uff0c\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u5ba2\u6237\u7684\u6ee1\u610f\u5ea6\u3002<\/p>\n<h3>\u6b65\u9aa4<\/h3>\n<ol>\n<li>\u5b9a\u4e49\u5ba2\u6237\u7684\u504f\u597d\u548c\u9884\u7b97\u3002<\/li>\n<li>\u6839\u636e\u8fd9\u4e9b\u504f\u597d\u5f15\u5bfc\u521d\u59cb\u8ba1\u5212\u3002<\/li>\n<li>\u8fed\u4ee3\u4ee5\u4f18\u5316\u8ba1\u5212\uff0c\u4ee5\u6700\u5927\u7a0b\u5ea6\u5730\u63d0\u9ad8\u5ba2\u6237\u6ee1\u610f\u5ea6\u3002<\/li>\n<\/ol>\n<h4>Python \u4ee3\u7801<\/h4>\n<pre><code>class TravelAgent:\r\ndef __init__(self, destinations):\r\nself.destinations = destinations\r\ndef bootstrap_plan(self, preferences, budget):\r\nplan = []\r\ntotal_cost = 0\r\nfor destination in self.destinations:\r\nif total_cost + destination['cost'] &lt;= budget and self.match_preferences(destination, preferences):\r\nplan.append(destination)\r\ntotal_cost += destination['cost']\r\nreturn plan\r\ndef match_preferences(self, destination, preferences):\r\nfor key, value in preferences.items():\r\nif destination.get(key) != value:\r\nreturn False\r\nreturn True\r\ndef iterate_plan(self, plan, preferences, budget):\r\nfor i in range(len(plan)):\r\nfor destination in self.destinations:\r\nif destination not in plan and self.match_preferences(destination, preferences) and self.calculate_cost(plan, destination) &lt;= budget:\r\nplan[i] = destination\r\nbreak\r\nreturn plan\r\ndef calculate_cost(self, plan, new_destination):\r\nreturn sum(destination['cost'] for destination in plan) + new_destination['cost']\r\n# Example usage\r\ndestinations = [\r\n{\"name\": \"Paris\", \"cost\": 1000, \"activity\": \"sightseeing\"},\r\n{\"name\": \"Tokyo\", \"cost\": 1200, \"activity\": \"shopping\"},\r\n{\"name\": \"New York\", \"cost\": 900, \"activity\": \"sightseeing\"},\r\n{\"name\": \"Sydney\", \"cost\": 1100, \"activity\": \"beach\"},\r\n]\r\npreferences = {\"activity\": \"sightseeing\"}\r\nbudget = 2000\r\ntravel_agent = TravelAgent(destinations)\r\ninitial_plan = travel_agent.bootstrap_plan(preferences, budget)\r\nprint(\"Initial Plan:\", initial_plan)\r\nrefined_plan = travel_agent.iterate_plan(initial_plan, preferences, budget)\r\nprint(\"Refined Plan:\", refined_plan)\r\n<\/code><\/pre>\n<h4>\u4ee3\u7801\u8bf4\u660e<\/h4>\n<ol>\n<li><strong>\u521d\u59cb\u5316 (<code>__init__<\/code>\u00a0\u65b9\u6cd5)<\/strong>\uff1a<code>TravelAgent<\/code>\u00a0\u7c7b\u4f7f\u7528\u6f5c\u5728\u76ee\u7684\u5730\u5217\u8868\u8fdb\u884c\u521d\u59cb\u5316\uff0c\u6bcf\u4e2a\u76ee\u7684\u5730\u90fd\u6709\u540d\u79f0\u3001\u6210\u672c\u548c\u6d3b\u52a8\u7c7b\u578b\u7b49\u5c5e\u6027\u3002<\/li>\n<li><strong>\u5f15\u5bfc\u8ba1\u5212 (<code>bootstrap_plan<\/code>\u00a0\u65b9\u6cd5)<\/strong>\uff1a\u6b64\u65b9\u6cd5\u6839\u636e\u5ba2\u6237\u7684\u504f\u597d\u548c\u9884\u7b97\u521b\u5efa\u521d\u59cb\u65c5\u884c\u8ba1\u5212\u3002\u5b83\u904d\u5386\u76ee\u7684\u5730\u5217\u8868\uff0c\u5982\u679c\u5b83\u4eec\u4e0e\u5ba2\u6237\u7684\u504f\u597d\u5339\u914d\u5e76\u4e14\u7b26\u5408\u9884\u7b97\uff0c\u5219\u5c06\u5b83\u4eec\u6dfb\u52a0\u5230\u8ba1\u5212\u4e2d\u3002<\/li>\n<li><strong>\u5339\u914d\u504f\u597d (<code>match_preferences<\/code>\u00a0\u65b9\u6cd5)<\/strong>\uff1a\u6b64\u65b9\u6cd5\u68c0\u67e5\u76ee\u7684\u5730\u662f\u5426\u4e0e\u5ba2\u6237\u7684\u504f\u597d\u5339\u914d\u3002<\/li>\n<li><strong>\u8fed\u4ee3\u8ba1\u5212 (<code>iterate_plan<\/code>\u00a0\u65b9\u6cd5)<\/strong>\uff1a\u6b64\u65b9\u6cd5\u901a\u8fc7\u5c1d\u8bd5\u5c06\u8ba1\u5212\u4e2d\u7684\u6bcf\u4e2a\u76ee\u7684\u5730\u66ff\u6362\u4e3a\u66f4\u597d\u7684\u5339\u914d\u9879\u6765\u4f18\u5316\u521d\u59cb\u8ba1\u5212\uff0c\u540c\u65f6\u8003\u8651\u5ba2\u6237\u7684\u504f\u597d\u548c\u9884\u7b97\u9650\u5236\u3002<\/li>\n<li><strong>\u8ba1\u7b97\u6210\u672c (<code>calculate_cost<\/code>\u00a0\u65b9\u6cd5)<\/strong>\uff1a\u6b64\u65b9\u6cd5\u8ba1\u7b97\u5f53\u524d\u8ba1\u5212\u7684\u603b\u6210\u672c\uff0c\u5305\u62ec\u6f5c\u5728\u7684\u65b0\u76ee\u7684\u5730\u3002<\/li>\n<\/ol>\n<h4>\u793a\u4f8b\u7528\u6cd5<\/h4>\n<ul>\n<li><strong>\u521d\u59cb\u8ba1\u5212<\/strong>\uff1aTravel Agent \u6839\u636e\u5ba2\u6237\u5bf9\u89c2\u5149\u7684\u504f\u597d\u548c 2000 \u7f8e\u5143\u7684\u9884\u7b97\u521b\u5efa\u521d\u59cb\u8ba1\u5212\u3002<\/li>\n<li><strong>\u4f18\u5316\u8ba1\u5212<\/strong>\uff1aTravel Agent \u8fed\u4ee3\u8ba1\u5212\uff0c\u6839\u636e\u5ba2\u6237\u7684\u504f\u597d\u548c\u9884\u7b97\u8fdb\u884c\u4f18\u5316\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u4f7f\u7528\u660e\u786e\u7684\u76ee\u6807 (\u4f8b\u5982\uff0c\u6700\u5927\u5316\u5ba2\u6237\u6ee1\u610f\u5ea6) \u5f15\u5bfc\u8ba1\u5212\u5e76\u8fdb\u884c\u8fed\u4ee3\u4ee5\u4f18\u5316\u8ba1\u5212\uff0cTravel Agent \u53ef\u4ee5\u4e3a\u5ba2\u6237\u521b\u5efa\u5b9a\u5236\u548c\u4f18\u5316\u7684\u65c5\u884c\u884c\u7a0b\u3002\u8fd9\u79cd\u65b9\u6cd5\u786e\u4fdd\u65c5\u884c\u8ba1\u5212\u4ece\u4e00\u5f00\u59cb\u5c31\u4e0e\u5ba2\u6237\u7684\u504f\u597d\u548c\u9884\u7b97\u4fdd\u6301\u4e00\u81f4\uff0c\u5e76\u4e14\u6bcf\u6b21\u8fed\u4ee3\u90fd\u4f1a\u5f97\u5230\u6539\u8fdb\u3002<\/p>\n<h3>\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u8fdb\u884c\u91cd\u6392\u5e8f\u548c\u8bc4\u5206<\/h3>\n<p>\u5927\u8bed\u8a00\u6a21\u578b (LLMs) \u53ef\u7528\u4e8e\u901a\u8fc7\u8bc4\u4f30\u68c0\u7d22\u5230\u7684\u6587\u6863\u6216\u751f\u6210\u7684\u56de\u590d\u7684\u76f8\u5173\u6027\u548c\u8d28\u91cf\u6765\u8fdb\u884c\u91cd\u6392\u5e8f\u548c\u8bc4\u5206\u3002\u5176\u5de5\u4f5c\u539f\u7406\u5982\u4e0b\uff1a<\/p>\n<p><strong>\u68c0\u7d22\uff1a<\/strong>\u00a0\u521d\u59cb\u68c0\u7d22\u6b65\u9aa4\u6839\u636e\u67e5\u8be2\u83b7\u53d6\u4e00\u7ec4\u5019\u9009\u6587\u6863\u6216\u56de\u590d\u3002<\/p>\n<p><strong>\u91cd\u6392\u5e8f\uff1a<\/strong>\u00a0LLM \u8bc4\u4f30\u8fd9\u4e9b\u5019\u9009\u5bf9\u8c61\uff0c\u5e76\u6839\u636e\u5b83\u4eec\u7684\u76f8\u5173\u6027\u548c\u8d28\u91cf\u5bf9\u5b83\u4eec\u8fdb\u884c\u91cd\u65b0\u6392\u5e8f\u3002\u6b64\u6b65\u9aa4\u53ef\u786e\u4fdd\u9996\u5148\u5448\u73b0\u6700\u76f8\u5173\u548c\u6700\u9ad8\u8d28\u91cf\u7684\u4fe1\u606f\u3002<\/p>\n<p><strong>\u8bc4\u5206\uff1a<\/strong>\u00a0LLM \u4e3a\u6bcf\u4e2a\u5019\u9009\u5bf9\u8c61\u5206\u914d\u5206\u6570\uff0c\u53cd\u6620\u5b83\u4eec\u7684\u76f8\u5173\u6027\u548c\u8d28\u91cf\u3002\u8fd9\u6709\u52a9\u4e8e\u4e3a\u7528\u6237\u9009\u62e9\u6700\u4f73\u56de\u590d\u6216\u6587\u6863\u3002<\/p>\n<p>\u901a\u8fc7\u5229\u7528 LLM \u8fdb\u884c\u91cd\u6392\u5e8f\u548c\u8bc4\u5206\uff0c\u7cfb\u7edf\u53ef\u4ee5\u63d0\u4f9b\u66f4\u51c6\u786e\u548c\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u6539\u5584\u6574\u4f53\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u65c5\u884c\u793e\u5982\u4f55\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u6839\u636e Python \u4e2d\u7684\u7528\u6237\u504f\u597d\u5bf9\u65c5\u6e38\u76ee\u7684\u5730\u8fdb\u884c\u91cd\u6392\u5e8f\u548c\u8bc4\u5206\u7684\u793a\u4f8b\uff1a<\/p>\n<h4>\u573a\u666f &#8211; \u57fa\u4e8e\u504f\u597d\u7684\u65c5\u884c<\/h4>\n<p>\u65c5\u884c\u793e\u5e0c\u671b\u6839\u636e\u5ba2\u6237\u7684\u504f\u597d\u5411\u5ba2\u6237\u63a8\u8350\u6700\u4f73\u65c5\u6e38\u76ee\u7684\u5730\u3002LLM \u5c06\u5e2e\u52a9\u5bf9\u76ee\u7684\u5730\u8fdb\u884c\u91cd\u6392\u5e8f\u548c\u8bc4\u5206\uff0c\u4ee5\u786e\u4fdd\u5448\u73b0\u6700\u76f8\u5173\u7684\u9009\u9879\u3002<\/p>\n<h4>\u6b65\u9aa4\uff1a<\/h4>\n<ol>\n<li>\u6536\u96c6\u7528\u6237\u504f\u597d\u3002<\/li>\n<li>\u68c0\u7d22\u6f5c\u5728\u65c5\u6e38\u76ee\u7684\u5730\u5217\u8868\u3002<\/li>\n<li>\u4f7f\u7528 LLM \u6839\u636e\u7528\u6237\u504f\u597d\u5bf9\u76ee\u7684\u5730\u8fdb\u884c\u91cd\u6392\u5e8f\u548c\u8bc4\u5206\u3002<\/li>\n<\/ol>\n<p>\u4ee5\u4e0b\u662f\u5982\u4f55\u66f4\u65b0\u524d\u9762\u7684\u793a\u4f8b\u4ee5\u4f7f\u7528 Azure OpenAI \u670d\u52a1\uff1a<\/p>\n<h4>\u8981\u6c42<\/h4>\n<ol>\n<li>\u60a8\u9700\u8981\u62e5\u6709 Azure \u8ba2\u9605\u3002<\/li>\n<li>\u521b\u5efa Azure OpenAI \u8d44\u6e90\u5e76\u83b7\u53d6\u60a8\u7684 API \u5bc6\u94a5\u3002<\/li>\n<\/ol>\n<h4>\u793a\u4f8b Python \u4ee3\u7801<\/h4>\n<pre><code>import requests\r\nimport json\r\nclass TravelAgent:\r\ndef __init__(self, destinations):\r\nself.destinations = destinations\r\ndef get_recommendations(self, preferences, api_key, endpoint):\r\n# \u4e3a Azure OpenAI \u751f\u6210\u63d0\u793a\r\nprompt = self.generate_prompt(preferences)\r\n# \u5b9a\u4e49\u8bf7\u6c42\u7684\u6807\u5934\u548c\u8d1f\u8f7d\r\nheaders = {\r\n'Content-Type': 'application\/json',\r\n'Authorization': f'Bearer {api_key}'\r\n}\r\npayload = {\r\n\"prompt\": prompt,\r\n\"max_tokens\": 150,\r\n\"temperature\": 0.7\r\n}\r\n# \u8c03\u7528 Azure OpenAI API \u4ee5\u83b7\u53d6\u91cd\u65b0\u6392\u5e8f\u548c\u8bc4\u5206\u7684\u76ee\u7684\u5730\r\nresponse = requests.post(endpoint, headers=headers, json=payload)\r\nresponse_data = response.json()\r\n# \u63d0\u53d6\u5e76\u8fd4\u56de\u5efa\u8bae\r\nrecommendations = response_data['choices'][0]['text'].strip().split('\\n')\r\nreturn recommendations\r\ndef generate_prompt(self, preferences):\r\nprompt = \"\u4ee5\u4e0b\u662f\u6839\u636e\u4ee5\u4e0b\u7528\u6237\u504f\u597d\u6392\u540d\u548c\u8bc4\u5206\u7684\u65c5\u6e38\u76ee\u7684\u5730\uff1a\\n\"\r\nfor key, value in preferences.items():\r\nprompt += f\"{key}: {value}\\n\"\r\nprompt += \"\\n\u76ee\u7684\u5730\uff1a\\n\"\r\nfor destination in self.destinations:\r\nprompt += f\"- {destination['name']}: {destination['description']}\\n\"\r\nreturn prompt\r\n# \u793a\u4f8b\u7528\u6cd5\r\ndestinations = [\r\n{\"name\": \"Paris\", \"description\": \"\u5149\u4e4b\u57ce\uff0c\u4ee5\u5176\u827a\u672f\u3001\u65f6\u5c1a\u548c\u6587\u5316\u800c\u95fb\u540d\u3002\"},\r\n{\"name\": \"Tokyo\", \"description\": \"\u5145\u6ee1\u6d3b\u529b\u7684\u57ce\u5e02\uff0c\u4ee5\u5176\u73b0\u4ee3\u6027\u548c\u4f20\u7edf\u5bfa\u5e99\u800c\u95fb\u540d\u3002\"},\r\n{\"name\": \"New York\", \"description\": \"\u4e0d\u591c\u57ce\uff0c\u62e5\u6709\u6807\u5fd7\u6027\u5730\u6807\u548c\u591a\u5143\u6587\u5316\u3002\"},\r\n{\"name\": \"Sydney\", \"description\": \"\u7f8e\u4e3d\u7684\u6d77\u6e2f\u57ce\u5e02\uff0c\u4ee5\u5176\u6b4c\u5267\u9662\u548c\u8ff7\u4eba\u7684\u6d77\u6ee9\u800c\u95fb\u540d\u3002\"},\r\n]\r\npreferences = {\"activity\": \"sightseeing\", \"culture\": \"diverse\"}\r\napi_key = 'your_azure_openai_api_key'\r\nendpoint = 'https:\/\/your-endpoint.com\/openai\/deployments\/your-deployment-name\/completions?api-version=2022-12-01'\r\ntravel_agent = TravelAgent(destinations)\r\nrecommendations = travel_agent.get_recommendations(preferences, api_key, endpoint)\r\nprint(\"\u63a8\u8350\u76ee\u7684\u5730\uff1a\")\r\nfor rec in recommendations:\r\nprint(rec)\r\n<\/code><\/pre>\n<h4>\u4ee3\u7801\u89e3\u91ca &#8211; Preference Booker<\/h4>\n<ol>\n<li><strong>\u521d\u59cb\u5316<\/strong>\uff1a<code>TravelAgent<\/code>\u00a0\u7c7b\u4f7f\u7528\u6f5c\u5728\u65c5\u6e38\u76ee\u7684\u5730\u5217\u8868\u8fdb\u884c\u521d\u59cb\u5316\uff0c\u6bcf\u4e2a\u76ee\u7684\u5730\u90fd\u6709\u540d\u79f0\u548c\u63cf\u8ff0\u7b49\u5c5e\u6027\u3002<\/li>\n<li><strong>\u83b7\u53d6\u5efa\u8bae\uff08<code>get_recommendations<\/code>\u00a0\u65b9\u6cd5\uff09<\/strong>\uff1a\u6b64\u65b9\u6cd5\u6839\u636e\u7528\u6237\u7684\u504f\u597d\u4e3a Azure OpenAI \u670d\u52a1\u751f\u6210\u63d0\u793a\uff0c\u5e76\u5411 Azure OpenAI API \u53d1\u51fa HTTP POST \u8bf7\u6c42\uff0c\u4ee5\u83b7\u53d6\u91cd\u65b0\u6392\u5e8f\u548c\u8bc4\u5206\u7684\u76ee\u7684\u5730\u3002<\/li>\n<li><strong>\u751f\u6210\u63d0\u793a\uff08<code>generate_prompt<\/code>\u00a0\u65b9\u6cd5\uff09<\/strong>\uff1a\u6b64\u65b9\u6cd5\u4e3a Azure OpenAI \u6784\u5efa\u63d0\u793a\uff0c\u5305\u62ec\u7528\u6237\u7684\u504f\u597d\u548c\u76ee\u7684\u5730\u5217\u8868\u3002\u8be5\u63d0\u793a\u6307\u5bfc\u6a21\u578b\u6839\u636e\u63d0\u4f9b\u7684\u504f\u597d\u5bf9\u76ee\u7684\u5730\u8fdb\u884c\u91cd\u6392\u5e8f\u548c\u8bc4\u5206\u3002<\/li>\n<li><strong>API \u8c03\u7528<\/strong>\uff1a<code>requests<\/code>\u00a0\u5e93\u7528\u4e8e\u5411 Azure OpenAI API \u7aef\u70b9\u53d1\u51fa HTTP POST \u8bf7\u6c42\u3002\u54cd\u5e94\u5305\u542b\u91cd\u65b0\u6392\u5e8f\u548c\u8bc4\u5206\u7684\u76ee\u7684\u5730\u3002<\/li>\n<li><strong>\u793a\u4f8b\u7528\u6cd5<\/strong>\uff1a\u65c5\u884c\u793e\u6536\u96c6\u7528\u6237\u504f\u597d\uff08\u4f8b\u5982\uff0c\u5bf9\u89c2\u5149\u548c\u591a\u5143\u6587\u5316\u7684\u5174\u8da3\uff09\uff0c\u5e76\u4f7f\u7528 Azure OpenAI \u670d\u52a1\u83b7\u53d6\u65c5\u6e38\u76ee\u7684\u5730\u7684\u91cd\u65b0\u6392\u5e8f\u548c\u8bc4\u5206\u5efa\u8bae\u3002<\/li>\n<\/ol>\n<p>\u786e\u4fdd\u5c06\u00a0<code>your_azure_openai_api_key<\/code>\u00a0\u66ff\u6362\u4e3a\u60a8\u7684\u5b9e\u9645 Azure OpenAI API \u5bc6\u94a5\uff0c\u5e76\u5c06\u00a0<code>https:\/\/your-endpoint.com\/...<\/code>\u00a0\u66ff\u6362\u4e3a\u60a8\u7684 Azure OpenAI \u90e8\u7f72\u7684\u5b9e\u9645\u7aef\u70b9 URL\u3002<\/p>\n<p>\u901a\u8fc7\u5229\u7528 LLM \u8fdb\u884c\u91cd\u6392\u5e8f\u548c\u8bc4\u5206\uff0c\u65c5\u884c\u793e\u53ef\u4ee5\u4e3a\u5ba2\u6237\u63d0\u4f9b\u66f4\u4e2a\u6027\u5316\u548c\u76f8\u5173\u7684\u65c5\u884c\u5efa\u8bae\uff0c\u4ece\u800c\u589e\u5f3a\u4ed6\u4eec\u7684\u6574\u4f53\u4f53\u9a8c\u3002<\/p>\n<p>{\u79d1\u6280\u9886\u57df\u8bc4\u8bba\u5bb6\u9510\u8bc4\uff1a\u4ee5\u4e0a\u4ee3\u7801\u793a\u4f8b\u6e05\u6670\u5730\u5c55\u793a\u4e86\u5982\u4f55\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5185\u5bb9\u7684\u91cd\u6392\u5e8f\u548c\u8bc4\u5206\u3002\u901a\u8fc7\u6784\u5efa\u00a0<code>TravelAgent<\/code>\u00a0\u7c7b\uff0c\u5e76\u7ed3\u5408 Azure OpenAI \u670d\u52a1\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u6839\u636e\u7528\u6237\u504f\u597d\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u65c5\u884c\u5efa\u8bae\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u63a8\u8350\u7684\u51c6\u786e\u6027\uff0c\u8fd8\u589e\u5f3a\u4e86\u7528\u6237\u4f53\u9a8c\u3002}<\/p>\n<h3>RAG\uff1a\u63d0\u793a\u6280\u672f\u4e0e\u5de5\u5177<\/h3>\n<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u65e2\u53ef\u4ee5\u662f AI Agent \u5f00\u53d1\u4e2d\u7684\u4e00\u79cd\u63d0\u793a\u6280\u672f\uff0c\u4e5f\u53ef\u4ee5\u662f\u4e00\u79cd\u5de5\u5177\u3002\u7406\u89e3\u4e24\u8005\u4e4b\u95f4\u7684\u533a\u522b\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5728\u9879\u76ee\u4e2d\u66f4\u6709\u6548\u5730\u5229\u7528 RAG\u3002<\/p>\n<h4>RAG \u4f5c\u4e3a\u4e00\u79cd\u63d0\u793a\u6280\u672f<\/h4>\n<p><strong>\u5b83\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<ul>\n<li>\u4f5c\u4e3a\u4e00\u79cd\u63d0\u793a\u6280\u672f\uff0cRAG \u6d89\u53ca\u5236\u5b9a\u7279\u5b9a\u7684\u67e5\u8be2\u6216\u63d0\u793a\uff0c\u4ee5\u6307\u5bfc\u4ece\u5927\u578b\u8bed\u6599\u5e93\u6216\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002\u7136\u540e\uff0c\u8fd9\u4e9b\u4fe1\u606f\u88ab\u7528\u4e8e\u751f\u6210\u54cd\u5e94\u6216\u884c\u52a8\u3002<\/li>\n<\/ul>\n<p><strong>\u5b83\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff1a<\/strong><\/p>\n<ol>\n<li><strong>\u5236\u5b9a\u63d0\u793a<\/strong>\uff1a\u6839\u636e\u624b\u5934\u7684\u4efb\u52a1\u6216\u7528\u6237\u7684\u8f93\u5165\uff0c\u521b\u5efa\u7ed3\u6784\u826f\u597d\u7684\u63d0\u793a\u6216\u67e5\u8be2\u3002<\/li>\n<li><strong>\u68c0\u7d22\u4fe1\u606f<\/strong>\uff1a\u4f7f\u7528\u63d0\u793a\u4ece\u9884\u5148\u5b58\u5728\u7684\u77e5\u8bc6\u5e93\u6216\u6570\u636e\u96c6\u4e2d\u641c\u7d22\u76f8\u5173\u6570\u636e\u3002<\/li>\n<li><strong>\u751f\u6210\u54cd\u5e94<\/strong>\uff1a\u5c06\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u4e0e\u751f\u6210\u5f0f AI \u6a21\u578b\u76f8\u7ed3\u5408\uff0c\u4ee5\u4ea7\u751f\u5168\u9762\u4e14\u8fde\u8d2f\u7684\u54cd\u5e94\u3002<\/li>\n<\/ol>\n<p><strong>\u65c5\u884c\u793e\u793a\u4f8b<\/strong>\uff1a<\/p>\n<ul>\n<li>\u7528\u6237\u8f93\u5165\uff1a\u201c\u6211\u60f3\u53c2\u89c2\u5df4\u9ece\u7684\u535a\u7269\u9986\u3002\u201d<\/li>\n<li>\u63d0\u793a\uff1a\u201c\u67e5\u627e\u5df4\u9ece\u7684\u9876\u7ea7\u535a\u7269\u9986\u3002\u201d<\/li>\n<li>\u68c0\u7d22\u5230\u7684\u4fe1\u606f\uff1a\u6709\u5173\u5362\u6d6e\u5bab\u535a\u7269\u9986\u3001\u5965\u8d5b\u535a\u7269\u9986\u7b49\u7684\u8be6\u7ec6\u4fe1\u606f\u3002<\/li>\n<li>\u751f\u6210\u7684\u54cd\u5e94\uff1a\u201c\u4ee5\u4e0b\u662f\u5df4\u9ece\u7684\u4e00\u4e9b\u9876\u7ea7\u535a\u7269\u9986\uff1a\u5362\u6d6e\u5bab\u535a\u7269\u9986\u3001\u5965\u8d5b\u535a\u7269\u9986\u548c\u84ec\u76ae\u675c\u4e2d\u5fc3\u3002\u201d<\/li>\n<\/ul>\n<h4>RAG \u4f5c\u4e3a\u4e00\u79cd\u5de5\u5177<\/h4>\n<p><strong>\u5b83\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<ul>\n<li>\u4f5c\u4e3a\u4e00\u79cd\u5de5\u5177\uff0cRAG \u662f\u4e00\u4e2a\u96c6\u6210\u7684\u7cfb\u7edf\uff0c\u53ef\u81ea\u52a8\u6267\u884c\u68c0\u7d22\u548c\u751f\u6210\u8fc7\u7a0b\uff0c\u4f7f\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u66f4\u8f7b\u677e\u5730\u5b9e\u73b0\u590d\u6742\u7684 AI \u529f\u80fd\uff0c\u800c\u65e0\u9700\u4e3a\u6bcf\u4e2a\u67e5\u8be2\u624b\u52a8\u521b\u5efa\u63d0\u793a\u3002<\/li>\n<\/ul>\n<p><strong>\u5b83\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff1a<\/strong><\/p>\n<ol>\n<li><strong>\u96c6\u6210<\/strong>\uff1a\u5c06 RAG \u5d4c\u5165 AI Agent \u7684\u67b6\u6784\u4e2d\uff0c\u4f7f\u5176\u80fd\u591f\u81ea\u52a8\u5904\u7406\u68c0\u7d22\u548c\u751f\u6210\u4efb\u52a1\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316<\/strong>\uff1a\u8be5\u5de5\u5177\u7ba1\u7406\u6574\u4e2a\u8fc7\u7a0b\uff0c\u4ece\u63a5\u6536\u7528\u6237\u8f93\u5165\u5230\u751f\u6210\u6700\u7ec8\u54cd\u5e94\uff0c\u65e0\u9700\u4e3a\u6bcf\u4e2a\u6b65\u9aa4\u63d0\u4f9b\u660e\u786e\u7684\u63d0\u793a\u3002<\/li>\n<li><strong>\u6548\u7387<\/strong>\uff1a\u901a\u8fc7\u7b80\u5316\u68c0\u7d22\u548c\u751f\u6210\u8fc7\u7a0b\u6765\u589e\u5f3a Agent \u7684\u6027\u80fd\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u5feb\u3001\u66f4\u51c6\u786e\u7684\u54cd\u5e94\u3002<\/li>\n<\/ol>\n<p><strong>\u65c5\u884c\u793e\u793a\u4f8b<\/strong>\uff1a<\/p>\n<ul>\n<li>\u7528\u6237\u8f93\u5165\uff1a\u201c\u6211\u60f3\u53c2\u89c2\u5df4\u9ece\u7684\u535a\u7269\u9986\u3002\u201d<\/li>\n<li>RAG \u5de5\u5177\uff1a\u81ea\u52a8\u68c0\u7d22\u6709\u5173\u535a\u7269\u9986\u7684\u4fe1\u606f\u5e76\u751f\u6210\u54cd\u5e94\u3002<\/li>\n<li>\u751f\u6210\u7684\u54cd\u5e94\uff1a\u201c\u4ee5\u4e0b\u662f\u5df4\u9ece\u7684\u4e00\u4e9b\u9876\u7ea7\u535a\u7269\u9986\uff1a\u5362\u6d6e\u5bab\u535a\u7269\u9986\u3001\u5965\u8d5b\u535a\u7269\u9986\u548c\u84ec\u76ae\u675c\u4e2d\u5fc3\u3002\u201d<\/li>\n<\/ul>\n<p>{\u79d1\u6280\u9886\u57df\u8bc4\u8bba\u5bb6\u9510\u8bc4\uff1a\u5c06 RAG \u63cf\u8ff0\u4e3a\u4e00\u79cd\u63d0\u793a\u6280\u672f\u548c\u4e00\u79cd\u5de5\u5177\uff0c\u8fd9\u79cd\u533a\u5206\u975e\u5e38\u91cd\u8981\u3002\u4f5c\u4e3a\u63d0\u793a\u6280\u672f\uff0cRAG \u5f3a\u8c03\u4e86\u624b\u52a8\u5236\u5b9a\u67e5\u8be2\u7684\u91cd\u8981\u6027\uff1b\u800c\u4f5c\u4e3a\u5de5\u5177\uff0cRAG \u5219\u5f3a\u8c03\u4e86\u81ea\u52a8\u5316\u548c\u96c6\u6210\u3002\u8fd9\u4e24\u79cd\u65b9\u5f0f\u5404\u6709\u4f18\u52bf\uff0c\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u7075\u6d3b\u9009\u62e9\u3002}<\/p>\n<h3>\u6bd4\u8f83<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u65b9\u9762<\/th>\n<th>\u63d0\u793a\u6280\u672f<\/th>\n<th>\u5de5\u5177<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u624b\u52a8 vs \u81ea\u52a8<\/strong><\/td>\n<td>\u4e3a\u6bcf\u4e2a\u67e5\u8be2\u624b\u52a8\u5236\u5b9a\u63d0\u793a\u3002<\/td>\n<td>\u81ea\u52a8\u6267\u884c\u68c0\u7d22\u548c\u751f\u6210\u8fc7\u7a0b\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u63a7\u5236<\/strong><\/td>\n<td>\u63d0\u4f9b\u5bf9\u68c0\u7d22\u8fc7\u7a0b\u7684\u66f4\u591a\u63a7\u5236\u3002<\/td>\n<td>\u7b80\u5316\u548c\u81ea\u52a8\u5316\u68c0\u7d22\u548c\u751f\u6210\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u7075\u6d3b\u6027<\/strong><\/td>\n<td>\u5141\u8bb8\u6839\u636e\u7279\u5b9a\u9700\u6c42\u5b9a\u5236\u63d0\u793a\u3002<\/td>\n<td>\u66f4\u9ad8\u6548\u5730\u8fdb\u884c\u5927\u89c4\u6a21\u5b9e\u65bd\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u590d\u6742\u6027<\/strong><\/td>\n<td>\u9700\u8981\u521b\u5efa\u548c\u8c03\u6574\u63d0\u793a\u3002<\/td>\n<td>\u66f4\u5bb9\u6613\u96c6\u6210\u5230 AI Agent \u7684\u67b6\u6784\u4e2d\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u5b9e\u9645\u793a\u4f8b<\/h3>\n<p><strong>\u63d0\u793a\u6280\u672f\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code>def search_museums_in_paris():\r\nprompt = \"Find top museums in Paris\"\r\nsearch_results = search_web(prompt)\r\nreturn search_results\r\nmuseums = search_museums_in_paris()\r\nprint(\"Top Museums in Paris:\", museums)\r\n<\/code><\/pre>\n<p><strong>\u5de5\u5177\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code>class Travel_Agent:\r\ndef __init__(self):\r\nself.rag_tool = RAGTool()\r\ndef get_museums_in_paris(self):\r\nuser_input = \"I want to visit museums in Paris.\"\r\nresponse = self.rag_tool.retrieve_and_generate(user_input)\r\nreturn response\r\ntravel_agent = Travel_Agent()\r\nmuseums = travel_agent.get_museums_in_paris()\r\nprint(\"Top Museums in Paris:\", museums)\r\n<\/code><\/pre>\n<p>\u8bc4\u4ef7\uff1a\u901a\u8fc7\u5bf9\u6bd4\u8868\u683c\u548c\u5177\u4f53\u4ee3\u7801\u793a\u4f8b\uff0c\u6e05\u6670\u5730\u5c55\u793a\u4e86\u63d0\u793a\u6280\u672f\u548c\u5de5\u5177\u7684\u533a\u522b\u3002\u624b\u52a8\u5236\u5b9a\u63d0\u793a\u8d4b\u4e88\u4e86\u66f4\u591a\u7684\u7075\u6d3b\u6027\u548c\u63a7\u5236\u529b\uff0c\u800c\u5de5\u5177\u5219\u901a\u8fc7\u81ea\u52a8\u5316\u63d0\u9ad8\u4e86\u6548\u7387\u3002\u8fd9\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u9879\u76ee\u9700\u6c42\u548c\u8d44\u6e90\u60c5\u51b5\u505a\u51fa\u66f4\u660e\u667a\u7684\u9009\u62e9\u3002<\/p>\n<h3>\u8bc4\u4f30\u76f8\u5173\u6027<\/h3>\n<p>\u8bc4\u4f30\u76f8\u5173\u6027\u662f AI Agent \u6027\u80fd\u7684\u4e00\u4e2a\u5173\u952e\u65b9\u9762\u3002\u5b83\u786e\u4fdd Agent \u68c0\u7d22\u548c\u751f\u6210\u7684\u4fe1\u606f\u662f\u9002\u5f53\u7684\u3001\u51c6\u786e\u7684\uff0c\u5e76\u4e14\u5bf9\u7528\u6237\u6709\u7528\u3002\u8ba9\u6211\u4eec\u63a2\u8ba8\u5982\u4f55\u5728 AI Agent \u4e2d\u8bc4\u4f30\u76f8\u5173\u6027\uff0c\u5305\u62ec\u5b9e\u9645\u793a\u4f8b\u548c\u6280\u5de7\u3002<\/p>\n<h4>\u8bc4\u4f30\u76f8\u5173\u6027\u7684\u5173\u952e\u6982\u5ff5<\/h4>\n<ol>\n<li><strong>\u60c5\u5883\u611f\u77e5<\/strong>\uff1a\n<ul>\n<li>Agent \u5fc5\u987b\u7406\u89e3\u7528\u6237\u67e5\u8be2\u7684\u60c5\u5883\uff0c\u4ee5\u68c0\u7d22\u548c\u751f\u6210\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u5982\u679c\u7528\u6237\u8be2\u95ee\u201c\u5df4\u9ece\u6700\u597d\u7684\u9910\u9986\u201d\uff0cAgent \u5e94\u8be5\u8003\u8651\u7528\u6237\u7684\u504f\u597d\uff0c\u4f8b\u5982\u83dc\u7cfb\u7c7b\u578b\u548c\u9884\u7b97\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u51c6\u786e\u6027<\/strong>\uff1a\n<ul>\n<li>Agent \u63d0\u4f9b\u7684\u4fe1\u606f\u5e94\u8be5\u5728\u4e8b\u5b9e\u4e0a\u662f\u6b63\u786e\u7684\u548c\u6700\u65b0\u7684\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u63a8\u8350\u5f53\u524d\u8425\u4e1a\u4e14\u8bc4\u4ef7\u826f\u597d\u7684\u9910\u9986\uff0c\u800c\u4e0d\u662f\u8fc7\u65f6\u7684\u6216\u5df2\u5173\u95ed\u7684\u9009\u9879\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u7528\u6237\u610f\u56fe<\/strong>\uff1a\n<ul>\n<li>Agent \u5e94\u8be5\u63a8\u65ad\u7528\u6237\u67e5\u8be2\u80cc\u540e\u7684\u610f\u56fe\uff0c\u4ee5\u63d0\u4f9b\u6700\u76f8\u5173\u7684\u4fe1\u606f\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u5982\u679c\u7528\u6237\u8be2\u95ee\u201c\u7ecf\u6d4e\u578b\u9152\u5e97\u201d\uff0cAgent \u5e94\u8be5\u4f18\u5148\u8003\u8651\u4ef7\u683c\u5b9e\u60e0\u7684\u9009\u9879\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u53cd\u9988\u5faa\u73af<\/strong>\uff1a\n<ul>\n<li>\u6301\u7eed\u6536\u96c6\u548c\u5206\u6790\u7528\u6237\u53cd\u9988\u6709\u52a9\u4e8e Agent \u6539\u8fdb\u5176\u76f8\u5173\u6027\u8bc4\u4f30\u8fc7\u7a0b\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u7ed3\u5408\u7528\u6237\u5bf9\u5148\u524d\u63a8\u8350\u7684\u8bc4\u5206\u548c\u53cd\u9988\uff0c\u4ee5\u6539\u8fdb\u672a\u6765\u7684\u54cd\u5e94\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u8bc4\u4f30\u76f8\u5173\u6027\u7684\u5b9e\u7528\u6280\u5de7<\/h4>\n<ol>\n<li><strong>\u76f8\u5173\u6027\u8bc4\u5206<\/strong>\uff1a\n<ul>\n<li>\u6839\u636e\u6bcf\u4e2a\u68c0\u7d22\u9879\u4e0e\u7528\u6237\u67e5\u8be2\u548c\u504f\u597d\u7684\u5339\u914d\u7a0b\u5ea6\uff0c\u4e3a\u5176\u5206\u914d\u76f8\u5173\u6027\u8bc4\u5206\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\n<pre><code>def relevance_score(item, query):\r\nscore = 0\r\nif item['category'] in query['interests']:\r\nscore += 1\r\nif item['price'] &lt;= query['budget']:\r\nscore += 1\r\nif item['location'] == query['destination']:\r\nscore += 1\r\nreturn score\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8fc7\u6ee4\u548c\u6392\u5e8f<\/strong>\uff1a\n<ul>\n<li>\u8fc7\u6ee4\u6389\u4e0d\u76f8\u5173\u7684\u9879\u76ee\uff0c\u5e76\u6839\u636e\u5176\u76f8\u5173\u6027\u8bc4\u5206\u5bf9\u5176\u4f59\u9879\u76ee\u8fdb\u884c\u6392\u5e8f\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\n<pre><code>def filter_and_rank(items, query):\r\nranked_items = sorted(items, key=lambda item: relevance_score(item, query), reverse=True)\r\nreturn ranked_items[:10]  # \u8fd4\u56de\u524d 10 \u4e2a\u76f8\u5173\u9879\u76ee\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP)<\/strong>\uff1a\n<ul>\n<li>\u4f7f\u7528 NLP \u6280\u5de7\u6765\u7406\u89e3\u7528\u6237\u7684\u67e5\u8be2\u5e76\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\n<pre><code>def process_query(query):\r\n# \u4f7f\u7528 NLP \u4ece\u7528\u6237\u7684\u67e5\u8be2\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f\r\nprocessed_query = nlp(query)\r\nreturn processed_query\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u7528\u6237\u53cd\u9988\u96c6\u6210<\/strong>\uff1a\n<ul>\n<li>\u6536\u96c6\u7528\u6237\u5bf9\u6240\u63d0\u4f9b\u5efa\u8bae\u7684\u53cd\u9988\uff0c\u5e76\u4f7f\u7528\u5b83\u6765\u8c03\u6574\u672a\u6765\u7684\u76f8\u5173\u6027\u8bc4\u4f30\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\n<pre><code>def adjust_based_on_feedback(feedback, items):\r\nfor item in items:\r\nif item['name'] in feedback['liked']:\r\nitem['relevance'] += 1\r\nif item['name'] in feedback['disliked']:\r\nitem['relevance'] -= 1\r\nreturn items\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u793a\u4f8b\uff1a\u8bc4\u4f30 Travel Agent \u4e2d\u7684\u76f8\u5173\u6027<\/h4>\n<p>\u4ee5\u4e0b\u662f Travel Agent \u5982\u4f55\u8bc4\u4f30\u65c5\u884c\u63a8\u8350\u76f8\u5173\u6027\u7684\u4e00\u4e2a\u5b9e\u9645\u793a\u4f8b\uff1a<\/p>\n<pre><code>class Travel_Agent:\r\ndef __init__(self):\r\nself.user_preferences = {}\r\nself.experience_data = []\r\ndef gather_preferences(self, preferences):\r\nself.user_preferences = preferences\r\ndef retrieve_information(self):\r\nflights = search_flights(self.user_preferences)\r\nhotels = search_hotels(self.user_preferences)\r\nattractions = search_attractions(self.user_preferences)\r\nreturn flights, hotels, attractions\r\ndef generate_recommendations(self):\r\nflights, hotels, attractions = self.retrieve_information()\r\nranked_hotels = self.filter_and_rank(hotels, self.user_preferences)\r\nitinerary = create_itinerary(flights, ranked_hotels, attractions)\r\nreturn itinerary\r\ndef filter_and_rank(self, items, query):\r\nranked_items = sorted(items, key=lambda item: self.relevance_score(item, query), reverse=True)\r\nreturn ranked_items[:10]  # \u8fd4\u56de\u524d 10 \u4e2a\u76f8\u5173\u9879\u76ee\r\ndef relevance_score(self, item, query):\r\nscore = 0\r\nif item['category'] in query['interests']:\r\nscore += 1\r\nif item['price'] &lt;= query['budget']:\r\nscore += 1\r\nif item['location'] == query['destination']:\r\nscore += 1\r\nreturn score\r\ndef adjust_based_on_feedback(self, feedback, items):\r\nfor item in items:\r\nif item['name'] in feedback['liked']:\r\nitem['relevance'] += 1\r\nif item['name'] in feedback['disliked']:\r\nitem['relevance'] -= 1\r\nreturn items\r\n# \u793a\u4f8b\u7528\u6cd5\r\ntravel_agent = Travel_Agent()\r\npreferences = {\r\n\"destination\": \"Paris\",\r\n\"dates\": \"2025-04-01 to 2025-04-10\",\r\n\"budget\": \"moderate\",\r\n\"interests\": [\"museums\", \"cuisine\"]\r\n}\r\ntravel_agent.gather_preferences(preferences)\r\nitinerary = travel_agent.generate_recommendations()\r\nprint(\"Suggested Itinerary:\", itinerary)\r\nfeedback = {\"liked\": [\"Louvre Museum\"], \"disliked\": [\"Eiffel Tower (too crowded)\"]}\r\nupdated_items = travel_agent.adjust_based_on_feedback(feedback, itinerary['hotels'])\r\nprint(\"Updated Itinerary with Feedback:\", updated_items)\r\n<\/code><\/pre>\n<h3>\u6709\u610f\u56fe\u7684\u641c\u7d22<\/h3>\n<p>\u6709\u610f\u56fe\u7684\u641c\u7d22\u6d89\u53ca\u7406\u89e3\u548c\u89e3\u91ca\u7528\u6237\u67e5\u8be2\u80cc\u540e\u7684\u6839\u672c\u76ee\u7684\u6216\u76ee\u6807\uff0c\u4ee5\u68c0\u7d22\u548c\u751f\u6210\u6700\u76f8\u5173\u548c\u6700\u6709\u7528\u7684\u4fe1\u606f\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u5730\u5339\u914d\u5173\u952e\u8bcd\uff0c\u800c\u662f\u4e13\u6ce8\u4e8e\u638c\u63e1\u7528\u6237\u7684\u5b9e\u9645\u9700\u6c42\u548c\u60c5\u5883\u3002<\/p>\n<h4>\u6709\u610f\u56fe\u641c\u7d22\u7684\u5173\u952e\u6982\u5ff5<\/h4>\n<ol>\n<li><strong>\u7406\u89e3\u7528\u6237\u610f\u56fe<\/strong>\uff1a\n<ul>\n<li>\u7528\u6237\u610f\u56fe\u53ef\u4ee5\u5206\u4e3a\u4e09\u79cd\u4e3b\u8981\u7c7b\u578b\uff1a\u4fe1\u606f\u578b\u3001\u5bfc\u822a\u578b\u548c\u4ea4\u6613\u578b\u3002\n<ul>\n<li><strong>\u4fe1\u606f\u578b\u610f\u56fe<\/strong>\uff1a\u7528\u6237\u5bfb\u6c42\u5173\u4e8e\u67d0\u4e2a\u4e3b\u9898\u7684\u4fe1\u606f (\u4f8b\u5982\uff0c\u201c\u5df4\u9ece\u6700\u597d\u7684\u535a\u7269\u9986\u6709\u54ea\u4e9b\uff1f\u201d)\u3002<\/li>\n<li><strong>\u5bfc\u822a\u578b\u610f\u56fe<\/strong>\uff1a\u7528\u6237\u5e0c\u671b\u5bfc\u822a\u5230\u7279\u5b9a\u7684\u7f51\u7ad9\u6216\u9875\u9762 (\u4f8b\u5982\uff0c\u201cLouvre Museum official website\u201d)\u3002<\/li>\n<li><strong>\u4ea4\u6613\u578b\u610f\u56fe<\/strong>\uff1a\u7528\u6237\u65e8\u5728\u6267\u884c\u4ea4\u6613\uff0c\u4f8b\u5982\u9884\u8ba2\u822a\u73ed\u6216\u8d2d\u7269 (\u4f8b\u5982\uff0c\u201cBook a flight to Paris\u201d)\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u60c5\u5883\u611f\u77e5<\/strong>\uff1a\n<ul>\n<li>\u5206\u6790\u7528\u6237\u67e5\u8be2\u7684\u60c5\u5883\u6709\u52a9\u4e8e\u51c6\u786e\u8bc6\u522b\u5176\u610f\u56fe\u3002\u8fd9\u5305\u62ec\u8003\u8651\u5148\u524d\u7684\u4ea4\u4e92\u3001\u7528\u6237\u504f\u597d\u4ee5\u53ca\u5f53\u524d\u67e5\u8be2\u7684\u5177\u4f53\u7ec6\u8282\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP)<\/strong>\uff1a\n<ul>\n<li>\u91c7\u7528 NLP \u6280\u5de7\u6765\u7406\u89e3\u548c\u89e3\u91ca\u7528\u6237\u63d0\u4f9b\u7684\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u3002\u8fd9\u5305\u62ec\u5b9e\u4f53\u8bc6\u522b\u3001\u60c5\u611f\u5206\u6790\u548c\u67e5\u8be2\u89e3\u6790\u7b49\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4e2a\u6027\u5316<\/strong>\uff1a\n<ul>\n<li>\u6839\u636e\u7528\u6237\u7684\u5386\u53f2\u8bb0\u5f55\u3001\u504f\u597d\u548c\u53cd\u9988\u5bf9\u641c\u7d22\u7ed3\u679c\u8fdb\u884c\u4e2a\u6027\u5316\u5904\u7406\uff0c\u53ef\u4ee5\u63d0\u9ad8\u68c0\u7d22\u4fe1\u606f\u7684\u76f8\u5173\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u5b9e\u9645\u793a\u4f8b\uff1aTravel Agent \u4e2d\u7684\u6709\u610f\u56fe\u641c\u7d22<\/h4>\n<p>\u8ba9\u6211\u4eec\u4ee5 Travel Agent \u4e3a\u4f8b\uff0c\u770b\u770b\u5982\u4f55\u5b9e\u73b0\u6709\u610f\u56fe\u7684\u641c\u7d22\u3002<\/p>\n<ol>\n<li><strong>\u6536\u96c6\u7528\u6237\u504f\u597d<\/strong>\n<pre><code>class Travel_Agent:\r\ndef __init__(self):\r\nself.user_preferences = {}\r\ndef gather_preferences(self, preferences):\r\nself.user_preferences = preferences\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u7406\u89e3\u7528\u6237\u610f\u56fe<\/strong>\n<pre><code>def identify_intent(query):\r\nif \"book\" in query or \"purchase\" in query:\r\nreturn \"transactional\"\r\nelif \"website\" in query or \"official\" in query:\r\nreturn \"navigational\"\r\nelse:\r\nreturn \"informational\"\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u60c5\u5883\u611f\u77e5<\/strong>\n<pre><code>def analyze_context(query, user_history):\r\n# \u5c06\u5f53\u524d\u67e5\u8be2\u4e0e\u7528\u6237\u5386\u53f2\u8bb0\u5f55\u76f8\u7ed3\u5408\u4ee5\u7406\u89e3\u60c5\u5883\r\ncontext = {\r\n\"current_query\": query,\r\n\"user_history\": user_history\r\n}\r\nreturn context\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u641c\u7d22\u548c\u4e2a\u6027\u5316\u7ed3\u679c<\/strong>\n<pre><code>def search_with_intent(query, preferences, user_history):\r\nintent = identify_intent(query)\r\ncontext = analyze_context(query, user_history)\r\nif intent == \"informational\":\r\nsearch_results = search_information(query, preferences)\r\nelif intent == \"navigational\":\r\nsearch_results = search_navigation(query)\r\nelif intent == \"transactional\":\r\nsearch_results = search_transaction(query, preferences)\r\npersonalized_results = personalize_results(search_results, user_history)\r\nreturn personalized_results\r\ndef search_information(query, preferences):\r\n# \u4fe1\u606f\u578b\u610f\u56fe\u7684\u793a\u4f8b\u641c\u7d22\u903b\u8f91\r\nresults = search_web(f\"best {preferences['interests']} in {preferences['destination']}\")\r\nreturn results\r\ndef search_navigation(query):\r\n# \u5bfc\u822a\u578b\u610f\u56fe\u7684\u793a\u4f8b\u641c\u7d22\u903b\u8f91\r\nresults = search_web(query)\r\nreturn results\r\ndef search_transaction(query, preferences):\r\n# \u4ea4\u6613\u578b\u610f\u56fe\u7684\u793a\u4f8b\u641c\u7d22\u903b\u8f91\r\nresults = search_web(f\"book {query} to {preferences['destination']}\")\r\nreturn results\r\ndef personalize_results(results, user_history):\r\n# \u793a\u4f8b\u4e2a\u6027\u5316\u903b\u8f91\r\npersonalized = [result for result in results if result not in user_history]\r\nreturn personalized[:10]  # \u8fd4\u56de\u524d 10 \u4e2a\u4e2a\u6027\u5316\u7ed3\u679c\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u793a\u4f8b\u7528\u6cd5<\/strong>\n<pre><code>travel_agent = Travel_Agent()\r\npreferences = {\r\n\"destination\": \"Paris\",\r\n\"interests\": [\"museums\", \"cuisine\"]\r\n}\r\ntravel_agent.gather_preferences(preferences)\r\nuser_history = [\"Louvre Museum website\", \"Book flight to Paris\"]\r\nquery = \"best museums in Paris\"\r\nresults = search_with_intent(query, preferences, user_history)\r\nprint(\"Search Results:\", results)\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>4. \u4f5c\u4e3a\u5de5\u5177\u751f\u6210\u4ee3\u7801<\/h2>\n<p>\u4ee3\u7801\u751f\u6210\u667a\u80fd\u4f53 (Agents) \u4f7f\u7528 AI \u6a21\u578b\u7f16\u5199\u548c\u6267\u884c\u4ee3\u7801\uff0c\u89e3\u51b3\u590d\u6742\u95ee\u9898\u5e76\u81ea\u52a8\u5316\u4efb\u52a1\u3002<\/p>\n<h3>\u4ee3\u7801\u751f\u6210\u667a\u80fd\u4f53<\/h3>\n<p>\u4ee3\u7801\u751f\u6210\u667a\u80fd\u4f53\u4f7f\u7528\u751f\u6210\u5f0f AI \u6a21\u578b\u7f16\u5199\u548c\u6267\u884c\u4ee3\u7801\u3002\u8fd9\u4e9b\u667a\u80fd\u4f53\u53ef\u4ee5\u901a\u8fc7\u751f\u6210\u548c\u8fd0\u884c\u5404\u79cd\u7f16\u7a0b\u8bed\u8a00\u7684\u4ee3\u7801\u6765\u89e3\u51b3\u590d\u6742\u95ee\u9898\u3001\u81ea\u52a8\u5316\u4efb\u52a1\u5e76\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u89c1\u89e3\u3002<\/p>\n<h4>\u5b9e\u9645\u5e94\u7528<\/h4>\n<ol>\n<li><strong>\u81ea\u52a8\u5316\u4ee3\u7801\u751f\u6210<\/strong>\uff1a\u4e3a\u7279\u5b9a\u4efb\u52a1\u751f\u6210\u4ee3\u7801\u7247\u6bb5\uff0c\u4f8b\u5982\u6570\u636e\u5206\u6790\u3001\u7f51\u7edc\u722c\u866b\u6216\u673a\u5668\u5b66\u4e60\u3002<\/li>\n<li><strong>SQL \u4f5c\u4e3a RAG<\/strong>\uff1a\u4f7f\u7528 SQL \u67e5\u8be2\u4ece\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u548c\u64cd\u4f5c\u6570\u636e\u3002<\/li>\n<li><strong>\u95ee\u9898\u89e3\u51b3<\/strong>\uff1a\u521b\u5efa\u5e76\u6267\u884c\u4ee3\u7801\u4ee5\u89e3\u51b3\u7279\u5b9a\u95ee\u9898\uff0c\u4f8b\u5982\u4f18\u5316\u7b97\u6cd5\u6216\u5206\u6790\u6570\u636e\u3002<\/li>\n<\/ol>\n<h4>\u793a\u4f8b\uff1a\u7528\u4e8e\u6570\u636e\u5206\u6790\u7684\u4ee3\u7801\u751f\u6210\u667a\u80fd\u4f53<\/h4>\n<p>\u5047\u8bbe\u60a8\u6b63\u5728\u8bbe\u8ba1\u4e00\u4e2a\u4ee3\u7801\u751f\u6210\u667a\u80fd\u4f53\u3002\u4ee5\u4e0b\u662f\u5b83\u7684\u53ef\u80fd\u5de5\u4f5c\u65b9\u5f0f\uff1a<\/p>\n<ol>\n<li><strong>\u4efb\u52a1<\/strong>\uff1a\u5206\u6790\u6570\u636e\u96c6\u4ee5\u8bc6\u522b\u8d8b\u52bf\u548c\u6a21\u5f0f\u3002<\/li>\n<li><strong>\u6b65\u9aa4<\/strong>\uff1a\n<ul>\n<li>\u5c06\u6570\u636e\u96c6\u52a0\u8f7d\u5230\u6570\u636e\u5206\u6790\u5de5\u5177\u4e2d\u3002<\/li>\n<li>\u751f\u6210 SQL \u67e5\u8be2\u4ee5\u8fc7\u6ee4\u548c\u805a\u5408\u6570\u636e\u3002<\/li>\n<li>\u6267\u884c\u67e5\u8be2\u5e76\u68c0\u7d22\u7ed3\u679c\u3002<\/li>\n<li>\u4f7f\u7528\u7ed3\u679c\u751f\u6210\u53ef\u89c6\u5316\u548c\u89c1\u89e3\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6240\u9700\u8d44\u6e90<\/strong>\uff1a\u8bbf\u95ee\u6570\u636e\u96c6\u3001\u6570\u636e\u5206\u6790\u5de5\u5177\u548c SQL \u529f\u80fd\u3002<\/li>\n<li><strong>\u7ecf\u9a8c<\/strong>\uff1a\u5229\u7528\u8fc7\u53bb\u7684\u5206\u6790\u7ed3\u679c\u6765\u63d0\u9ad8\u672a\u6765\u5206\u6790\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002<\/li>\n<\/ol>\n<h3>\u793a\u4f8b\uff1a\u7528\u4e8e\u65c5\u884c\u793e\u7684\u4ee3\u7801\u751f\u6210\u667a\u80fd\u4f53<\/h3>\n<p>\u5728\u6b64\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c06\u8bbe\u8ba1\u4e00\u4e2a\u4ee3\u7801\u751f\u6210\u667a\u80fd\u4f53\uff0cTravel Agent\uff0c\u901a\u8fc7\u751f\u6210\u548c\u6267\u884c\u4ee3\u7801\u6765\u534f\u52a9\u7528\u6237\u89c4\u5212\u65c5\u884c\u3002\u8be5\u667a\u80fd\u4f53\u53ef\u4ee5\u5904\u7406\u8bf8\u5982\u83b7\u53d6\u65c5\u884c\u9009\u9879\u3001\u8fc7\u6ee4\u7ed3\u679c\u4ee5\u53ca\u4f7f\u7528\u751f\u6210\u5f0f AI \u7f16\u8bd1\u884c\u7a0b\u7b49\u4efb\u52a1\u3002<\/p>\n<h4>\u4ee3\u7801\u751f\u6210\u667a\u80fd\u4f53\u6982\u8ff0<\/h4>\n<ol>\n<li><strong>\u6536\u96c6\u7528\u6237\u504f\u597d<\/strong>\uff1a\u6536\u96c6\u7528\u6237\u8f93\u5165\uff0c\u4f8b\u5982\u76ee\u7684\u5730\u3001\u65c5\u884c\u65e5\u671f\u3001\u9884\u7b97\u548c\u5174\u8da3\u3002<\/li>\n<li><strong>\u751f\u6210\u4ee3\u7801\u4ee5\u83b7\u53d6\u6570\u636e<\/strong>\uff1a\u751f\u6210\u4ee3\u7801\u7247\u6bb5\u4ee5\u68c0\u7d22\u6709\u5173\u822a\u73ed\u3001\u9152\u5e97\u548c\u666f\u70b9\u7684\u6570\u636e\u3002<\/li>\n<li><strong>\u6267\u884c\u751f\u6210\u7684\u4ee3\u7801<\/strong>\uff1a\u8fd0\u884c\u751f\u6210\u7684\u4ee3\u7801\u4ee5\u83b7\u53d6\u5b9e\u65f6\u4fe1\u606f\u3002<\/li>\n<li><strong>\u751f\u6210\u884c\u7a0b<\/strong>\uff1a\u5c06\u83b7\u53d6\u7684\u6570\u636e\u7f16\u8bd1\u6210\u4e2a\u6027\u5316\u7684\u65c5\u884c\u8ba1\u5212\u3002<\/li>\n<li><strong>\u6839\u636e\u53cd\u9988\u8fdb\u884c\u8c03\u6574<\/strong>\uff1a\u63a5\u6536\u7528\u6237\u53cd\u9988\u5e76\u5728\u5fc5\u8981\u65f6\u91cd\u65b0\u751f\u6210\u4ee3\u7801\u4ee5\u4f18\u5316\u7ed3\u679c\u3002<\/li>\n<\/ol>\n<h4>\u5206\u6b65\u5b9e\u65bd<\/h4>\n<ol>\n<li><strong>\u6536\u96c6\u7528\u6237\u504f\u597d<\/strong>\n<pre><code>class Travel_Agent:\r\ndef __init__(self):\r\nself.user_preferences = {}\r\ndef gather_preferences(self, preferences):\r\nself.user_preferences = preferences\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u751f\u6210\u4ee3\u7801\u4ee5\u83b7\u53d6\u6570\u636e<\/strong>\n<pre><code>def generate_code_to_fetch_data(preferences):\r\n# \u793a\u4f8b\uff1a\u751f\u6210\u4ee3\u7801\u4ee5\u6839\u636e\u7528\u6237\u504f\u597d\u641c\u7d22\u822a\u73ed\r\ncode = f\"\"\"\r\ndef search_flights():\r\nimport requests\r\nresponse = requests.get('https:\/\/api.example.com\/flights', params={preferences})\r\nreturn response.json()\r\n\"\"\"\r\nreturn code\r\ndef generate_code_to_fetch_hotels(preferences):\r\n# \u793a\u4f8b\uff1a\u751f\u6210\u4ee3\u7801\u4ee5\u641c\u7d22\u9152\u5e97\r\ncode = f\"\"\"\r\ndef search_hotels():\r\nimport requests\r\nresponse = requests.get('https:\/\/api.example.com\/hotels', params={preferences})\r\nreturn response.json()\r\n\"\"\"\r\nreturn code\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6267\u884c\u751f\u6210\u7684\u4ee3\u7801<\/strong>\n<pre><code>def execute_code(code):\r\n# \u4f7f\u7528 exec \u6267\u884c\u751f\u6210\u7684\u4ee3\u7801\r\nexec(code)\r\nresult = locals()\r\nreturn result\r\ntravel_agent = Travel_Agent()\r\npreferences = {\r\n\"destination\": \"Paris\",\r\n\"dates\": \"2025-04-01 to 2025-04-10\",\r\n\"budget\": \"moderate\",\r\n\"interests\": [\"museums\", \"cuisine\"]\r\n}\r\ntravel_agent.gather_preferences(preferences)\r\nflight_code = generate_code_to_fetch_data(preferences)\r\nhotel_code = generate_code_to_fetch_hotels(preferences)\r\nflights = execute_code(flight_code)\r\nhotels = execute_code(hotel_code)\r\nprint(\"Flight Options:\", flights)\r\nprint(\"Hotel Options:\", hotels)\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u751f\u6210\u884c\u7a0b<\/strong>\n<pre><code>def generate_itinerary(flights, hotels, attractions):\r\nitinerary = {\r\n\"flights\": flights,\r\n\"hotels\": hotels,\r\n\"attractions\": attractions\r\n}\r\nreturn itinerary\r\nattractions = search_attractions(preferences)\r\nitinerary = generate_itinerary(flights, hotels, attractions)\r\nprint(\"Suggested Itinerary:\", itinerary)\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6839\u636e\u53cd\u9988\u8fdb\u884c\u8c03\u6574<\/strong>\n<pre><code>def adjust_based_on_feedback(feedback, preferences):\r\n# \u6839\u636e\u7528\u6237\u53cd\u9988\u8c03\u6574\u504f\u597d\r\nif \"liked\" in feedback:\r\npreferences[\"favorites\"] = feedback[\"liked\"]\r\nif \"disliked\" in feedback:\r\npreferences[\"avoid\"] = feedback[\"disliked\"]\r\nreturn preferences\r\nfeedback = {\"liked\": [\"Louvre Museum\"], \"disliked\": [\"Eiffel Tower (too crowded)\"]}\r\nupdated_preferences = adjust_based_on_feedback(feedback, preferences)\r\n# \u4f7f\u7528\u66f4\u65b0\u7684\u504f\u597d\u91cd\u65b0\u751f\u6210\u5e76\u6267\u884c\u4ee3\u7801\r\nupdated_flight_code = generate_code_to_fetch_data(updated_preferences)\r\nupdated_hotel_code = generate_code_to_fetch_hotels(updated_preferences)\r\nupdated_flights = execute_code(updated_flight_code)\r\nupdated_hotels = execute_code(updated_hotel_code)\r\nupdated_itinerary = generate_itinerary(updated_flights, updated_hotels, attractions)\r\nprint(\"Updated Itinerary:\", updated_itinerary)\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u5229\u7528\u73af\u5883\u611f\u77e5\u548c\u63a8\u7406<\/h3>\n<p>\u6839\u636e\u8868\u7684\u6a21\u5f0f\uff0c\u901a\u8fc7\u5229\u7528\u73af\u5883\u611f\u77e5\u548c\u63a8\u7406\uff0c\u786e\u5b9e\u53ef\u4ee5\u589e\u5f3a\u67e5\u8be2\u751f\u6210\u8fc7\u7a0b\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u5982\u4f55\u5b9e\u73b0\u8fd9\u4e00\u70b9\u7684\u793a\u4f8b\uff1a<\/p>\n<ol>\n<li><strong>\u7406\u89e3\u6a21\u5f0f<\/strong>\uff1a\u7cfb\u7edf\u5c06\u7406\u89e3\u8868\u7684\u6a21\u5f0f\uff0c\u5e76\u4f7f\u7528\u6b64\u4fe1\u606f\u6765\u786e\u5b9a\u67e5\u8be2\u751f\u6210\u7684\u57fa\u7840\u3002<\/li>\n<li><strong>\u6839\u636e\u53cd\u9988\u8fdb\u884c\u8c03\u6574<\/strong>\uff1a\u7cfb\u7edf\u5c06\u6839\u636e\u53cd\u9988\u8c03\u6574\u7528\u6237\u504f\u597d\uff0c\u5e76\u63a8\u7406\u6a21\u5f0f\u4e2d\u9700\u8981\u66f4\u65b0\u7684\u5b57\u6bb5\u3002<\/li>\n<li><strong>\u751f\u6210\u548c\u6267\u884c\u67e5\u8be2<\/strong>\uff1a\u7cfb\u7edf\u5c06\u751f\u6210\u548c\u6267\u884c\u67e5\u8be2\uff0c\u4ee5\u6839\u636e\u65b0\u7684\u504f\u597d\u83b7\u53d6\u66f4\u65b0\u7684\u822a\u73ed\u548c\u9152\u5e97\u6570\u636e\u3002<\/li>\n<\/ol>\n<p>\u4ee5\u4e0b\u662f\u7ed3\u5408\u4e86\u8fd9\u4e9b\u6982\u5ff5\u7684\u66f4\u65b0 Python \u4ee3\u7801\u793a\u4f8b\uff1a<\/p>\n<pre><code>def adjust_based_on_feedback(feedback, preferences, schema):\r\n# \u6839\u636e\u7528\u6237\u53cd\u9988\u8c03\u6574\u504f\u597d\r\nif \"liked\" in feedback:\r\npreferences[\"favorites\"] = feedback[\"liked\"]\r\nif \"disliked\" in feedback:\r\npreferences[\"avoid\"] = feedback[\"disliked\"]\r\n# \u6839\u636e\u6a21\u5f0f\u8fdb\u884c\u63a8\u7406\u4ee5\u8c03\u6574\u5176\u4ed6\u76f8\u5173\u504f\u597d\r\nfor field in schema:\r\nif field in preferences:\r\npreferences[field] = adjust_based_on_environment(feedback, field, schema)\r\nreturn preferences\r\ndef adjust_based_on_environment(feedback, field, schema):\r\n# \u6839\u636e\u6a21\u5f0f\u548c\u53cd\u9988\u8c03\u6574\u504f\u597d\u7684\u81ea\u5b9a\u4e49\u903b\u8f91\r\nif field in feedback[\"liked\"]:\r\nreturn schema[field][\"positive_adjustment\"]\r\nelif field in feedback[\"disliked\"]:\r\nreturn schema[field][\"negative_adjustment\"]\r\nreturn schema[field][\"default\"]\r\ndef generate_code_to_fetch_data(preferences):\r\n# \u751f\u6210\u4ee3\u7801\u4ee5\u6839\u636e\u66f4\u65b0\u7684\u504f\u597d\u83b7\u53d6\u822a\u73ed\u6570\u636e\r\nreturn f\"fetch_flights(preferences={preferences})\"\r\ndef generate_code_to_fetch_hotels(preferences):\r\n# \u751f\u6210\u4ee3\u7801\u4ee5\u6839\u636e\u66f4\u65b0\u7684\u504f\u597d\u83b7\u53d6\u9152\u5e97\u6570\u636e\r\nreturn f\"fetch_hotels(preferences={preferences})\"\r\ndef execute_code(code):\r\n# \u6a21\u62df\u4ee3\u7801\u6267\u884c\u5e76\u8fd4\u56de\u6a21\u62df\u6570\u636e\r\nreturn {\"data\": f\"Executed: {code}\"}\r\ndef generate_itinerary(flights, hotels, attractions):\r\n# \u6839\u636e\u822a\u73ed\u3001\u9152\u5e97\u548c\u666f\u70b9\u751f\u6210\u884c\u7a0b\r\nreturn {\"flights\": flights, \"hotels\": hotels, \"attractions\": attractions}\r\n# \u793a\u4f8b\u6a21\u5f0f\r\nschema = {\r\n\"favorites\": {\"positive_adjustment\": \"increase\", \"negative_adjustment\": \"decrease\", \"default\": \"neutral\"},\r\n\"avoid\": {\"positive_adjustment\": \"decrease\", \"negative_adjustment\": \"increase\", \"default\": \"neutral\"}\r\n}\r\n# \u793a\u4f8b\u7528\u6cd5\r\npreferences = {\"favorites\": \"sightseeing\", \"avoid\": \"crowded places\"}\r\nfeedback = {\"liked\": [\"Louvre Museum\"], \"disliked\": [\"Eiffel Tower (too crowded)\"]}\r\nupdated_preferences = adjust_based_on_feedback(feedback, preferences, schema)\r\n# \u4f7f\u7528\u66f4\u65b0\u7684\u504f\u597d\u91cd\u65b0\u751f\u6210\u5e76\u6267\u884c\u4ee3\u7801\r\nupdated_flight_code = generate_code_to_fetch_data(updated_preferences)\r\nupdated_hotel_code = generate_code_to_fetch_hotels(updated_preferences)\r\nupdated_flights = execute_code(updated_flight_code)\r\nupdated_hotels = execute_code(updated_hotel_code)\r\nupdated_itinerary = generate_itinerary(updated_flights, updated_hotels, feedback[\"liked\"])\r\nprint(\"Updated Itinerary:\", updated_itinerary)\r\n<\/code><\/pre>\n<h4>\u8bf4\u660e &#8211; \u57fa\u4e8e\u53cd\u9988\u7684\u9884\u8ba2<\/h4>\n<ol>\n<li><strong>\u6a21\u5f0f\u611f\u77e5<\/strong>\uff1a<code>schema<\/code>\u00a0\u5b57\u5178\u5b9a\u4e49\u4e86\u5e94\u5982\u4f55\u6839\u636e\u53cd\u9988\u8c03\u6574\u504f\u597d\u3002\u5b83\u5305\u62ec\u00a0<code>favorites<\/code>\u00a0\u548c\u00a0<code>avoid<\/code>\u00a0\u7b49\u5b57\u6bb5\uff0c\u4ee5\u53ca\u76f8\u5e94\u7684\u8c03\u6574\u3002<\/li>\n<li><strong>\u8c03\u6574\u504f\u597d (<code>adjust_based_on_feedback<\/code>\u00a0\u65b9\u6cd5)<\/strong>\uff1a\u6b64\u65b9\u6cd5\u6839\u636e\u7528\u6237\u53cd\u9988\u548c\u6a21\u5f0f\u8c03\u6574\u504f\u597d\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u73af\u5883\u7684\u8c03\u6574 (<code>adjust_based_on_environment<\/code>\u00a0\u65b9\u6cd5)<\/strong>\uff1a\u6b64\u65b9\u6cd5\u6839\u636e\u6a21\u5f0f\u548c\u53cd\u9988\u81ea\u5b9a\u4e49\u8c03\u6574\u3002<\/li>\n<li><strong>\u751f\u6210\u548c\u6267\u884c\u67e5\u8be2<\/strong>\uff1a\u7cfb\u7edf\u751f\u6210\u4ee3\u7801\u4ee5\u6839\u636e\u8c03\u6574\u540e\u7684\u504f\u597d\u83b7\u53d6\u66f4\u65b0\u7684\u822a\u73ed\u548c\u9152\u5e97\u6570\u636e\uff0c\u5e76\u6a21\u62df\u8fd9\u4e9b\u67e5\u8be2\u7684\u6267\u884c\u3002<\/li>\n<li><strong>\u751f\u6210\u884c\u7a0b<\/strong>\uff1a\u7cfb\u7edf\u6839\u636e\u65b0\u7684\u822a\u73ed\u3001\u9152\u5e97\u548c\u666f\u70b9\u6570\u636e\u521b\u5efa\u66f4\u65b0\u7684\u884c\u7a0b\u3002<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u4f7f\u7cfb\u7edf\u5177\u6709\u73af\u5883\u611f\u77e5\u80fd\u529b\u5e76\u6839\u636e\u6a21\u5f0f\u8fdb\u884c\u63a8\u7406\uff0c\u5b83\u53ef\u4ee5\u751f\u6210\u66f4\u51c6\u786e\u548c\u76f8\u5173\u7684\u67e5\u8be2\uff0c\u4ece\u800c\u63d0\u4f9b\u66f4\u597d\u7684\u65c5\u884c\u5efa\u8bae\u548c\u66f4\u4e2a\u6027\u5316\u7684\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<h3>\u4f7f\u7528 SQL \u4f5c\u4e3a\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u6280\u672f<\/h3>\n<p>SQL (\u7ed3\u6784\u5316\u67e5\u8be2\u8bed\u8a00) \u662f\u4e00\u79cd\u4e0e\u6570\u636e\u5e93\u4ea4\u4e92\u7684\u5f3a\u5927\u5de5\u5177\u3002\u5f53\u7528\u4f5c\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u65b9\u6cd5\u7684\u4e00\u90e8\u5206\u65f6\uff0cSQL \u53ef\u4ee5\u4ece\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u6570\u636e\uff0c\u4e3a AI \u667a\u80fd\u4f53\u4e2d\u7684\u54cd\u5e94\u6216\u64cd\u4f5c\u63d0\u4f9b\u4fe1\u606f\u5e76\u751f\u6210\u54cd\u5e94\u6216\u64cd\u4f5c\u3002\u8ba9\u6211\u4eec\u63a2\u8ba8\u5982\u4f55\u5728 Travel Agent \u7684\u4e0a\u4e0b\u6587\u4e2d\u4f7f\u7528 SQL \u4f5c\u4e3a RAG \u6280\u672f\u3002<\/p>\n<h4>\u5173\u952e\u6982\u5ff5<\/h4>\n<ol>\n<li><strong>\u6570\u636e\u5e93\u4ea4\u4e92<\/strong>\uff1a\n<ul>\n<li>SQL \u7528\u4e8e\u67e5\u8be2\u6570\u636e\u5e93\u3001\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u548c\u64cd\u4f5c\u6570\u636e\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u4ece\u65c5\u884c\u6570\u636e\u5e93\u4e2d\u83b7\u53d6\u822a\u73ed\u8be6\u60c5\u3001\u9152\u5e97\u4fe1\u606f\u548c\u666f\u70b9\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4e0e RAG \u96c6\u6210<\/strong>\uff1a\n<ul>\n<li>\u6839\u636e\u7528\u6237\u8f93\u5165\u548c\u504f\u597d\u751f\u6210 SQL \u67e5\u8be2\u3002<\/li>\n<li>\u7136\u540e\u4f7f\u7528\u68c0\u7d22\u5230\u7684\u6570\u636e\u751f\u6210\u4e2a\u6027\u5316\u7684\u63a8\u8350\u6216\u64cd\u4f5c\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u52a8\u6001\u67e5\u8be2\u751f\u6210<\/strong>\uff1a\n<ul>\n<li>AI \u667a\u80fd\u4f53\u6839\u636e\u4e0a\u4e0b\u6587\u548c\u7528\u6237\u9700\u6c42\u751f\u6210\u52a8\u6001 SQL \u67e5\u8be2\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u81ea\u5b9a\u4e49 SQL \u67e5\u8be2\u4ee5\u6839\u636e\u9884\u7b97\u3001\u65e5\u671f\u548c\u5174\u8da3\u8fc7\u6ee4\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u5e94\u7528<\/h4>\n<ul>\n<li><strong>\u81ea\u52a8\u5316\u4ee3\u7801\u751f\u6210<\/strong>\uff1a\u4e3a\u7279\u5b9a\u4efb\u52a1\u751f\u6210\u4ee3\u7801\u7247\u6bb5\u3002<\/li>\n<li><strong>SQL \u4f5c\u4e3a RAG<\/strong>\uff1a\u4f7f\u7528 SQL \u67e5\u8be2\u6765\u64cd\u4f5c\u6570\u636e\u3002<\/li>\n<li><strong>\u95ee\u9898\u89e3\u51b3<\/strong>\uff1a\u521b\u5efa\u5e76\u6267\u884c\u4ee3\u7801\u4ee5\u89e3\u51b3\u95ee\u9898\u3002<\/li>\n<\/ul>\n<p><strong>\u793a\u4f8b<\/strong>\uff1a\u6570\u636e\u5206\u6790\u667a\u80fd\u4f53\uff1a<\/p>\n<ol>\n<li><strong>\u4efb\u52a1<\/strong>\uff1a\u5206\u6790\u6570\u636e\u96c6\u4ee5\u67e5\u627e\u8d8b\u52bf\u3002<\/li>\n<li><strong>\u6b65\u9aa4<\/strong>\uff1a\n<ul>\n<li>\u52a0\u8f7d\u6570\u636e\u96c6\u3002<\/li>\n<li>\u751f\u6210 SQL \u67e5\u8be2\u4ee5\u8fc7\u6ee4\u6570\u636e\u3002<\/li>\n<li>\u6267\u884c\u67e5\u8be2\u5e76\u68c0\u7d22\u7ed3\u679c\u3002<\/li>\n<li>\u751f\u6210\u53ef\u89c6\u5316\u548c\u89c1\u89e3\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8d44\u6e90<\/strong>\uff1a\u6570\u636e\u96c6\u8bbf\u95ee\u3001SQL \u529f\u80fd\u3002<\/li>\n<li><strong>\u7ecf\u9a8c<\/strong>\uff1a\u4f7f\u7528\u8fc7\u53bb\u7684\u7ed3\u679c\u6765\u6539\u8fdb\u672a\u6765\u7684\u5206\u6790\u3002<\/li>\n<\/ol>\n<h4>\u5b9e\u9645\u793a\u4f8b\uff1a\u5728 Travel Agent \u4e2d\u4f7f\u7528 SQL<\/h4>\n<ol>\n<li><strong>\u6536\u96c6\u7528\u6237\u504f\u597d<\/strong>\n<pre><code>class Travel_Agent:\r\ndef __init__(self):\r\nself.user_preferences = {}\r\ndef gather_preferences(self, preferences):\r\nself.user_preferences = preferences\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u751f\u6210 SQL \u67e5\u8be2<\/strong>\n<pre><code>def generate_sql_query(table, preferences):\r\nquery = f\"SELECT * FROM {table} WHERE \"\r\nconditions = []\r\nfor key, value in preferences.items():\r\nconditions.append(f\"{key}='{value}'\")\r\nquery += \" AND \".join(conditions)\r\nreturn query\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6267\u884c SQL \u67e5\u8be2<\/strong>\n<pre><code>import sqlite3\r\ndef execute_sql_query(query, database=\"travel.db\"):\r\nconnection = sqlite3.connect(database)\r\n<a href=\"https:\/\/www.kdjingpai.com\/en\/cursoryuaigongtong\/\">cursor<\/a> = connection.cursor()\r\ncursor.execute(query)\r\nresults = cursor.fetchall()\r\nconnection.close()\r\nreturn results\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u751f\u6210\u5efa\u8bae<\/strong>\n<pre><code>def generate_recommendations(preferences):\r\nflight_query = generate_sql_query(\"flights\", preferences)\r\nhotel_query = generate_sql_query(\"hotels\", preferences)\r\nattraction_query = generate_sql_query(\"attractions\", preferences)\r\nflights = execute_sql_query(flight_query)\r\nhotels = execute_sql_query(hotel_query)\r\nattractions = execute_sql_query(attraction_query)\r\nitinerary = {\r\n\"flights\": flights,\r\n\"hotels\": hotels,\r\n\"attractions\": attractions\r\n}\r\nreturn itinerary\r\ntravel_agent = Travel_Agent()\r\npreferences = {\r\n\"destination\": \"Paris\",\r\n\"dates\": \"2025-04-01 to 2025-04-10\",\r\n\"budget\": \"moderate\",\r\n\"interests\": [\"museums\", \"cuisine\"]\r\n}\r\ntravel_agent.gather_preferences(preferences)\r\nitinerary = generate_recommendations(preferences)\r\nprint(\"Suggested Itinerary:\", itinerary)\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h4>\u793a\u4f8b SQL \u67e5\u8be2<\/h4>\n<ol>\n<li><strong>\u822a\u73ed\u67e5\u8be2<\/strong>\n<pre><code>SELECT * FROM flights WHERE destination='Paris' AND dates='2025-04-01 to 2025-04-04-10' AND budget='moderate';\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u9152\u5e97\u67e5\u8be2<\/strong>\n<pre><code>SELECT * FROM hotels WHERE destination='Paris' AND budget='moderate';\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u666f\u70b9\u67e5\u8be2<\/strong>\n<pre><code>SELECT * FROM attractions WHERE destination='Paris' AND interests='museums, cuisine';\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u5229\u7528 SQL \u4f5c\u4e3a\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u6280\u672f\u7684\u4e00\u90e8\u5206\uff0c\u50cf Travel Agent \u8fd9\u6837\u7684 AI \u667a\u80fd\u4f53\u53ef\u4ee5\u52a8\u6001\u68c0\u7d22\u548c\u5229\u7528\u76f8\u5173\u6570\u636e\uff0c\u4ee5\u63d0\u4f9b\u51c6\u786e\u548c\u4e2a\u6027\u5316\u7684\u63a8\u8350\u3002<\/p>\n<h3>\u5143\u8ba4\u77e5\u793a\u4f8b<\/h3>\n<p>\u4e3a\u4e86\u6f14\u793a\u5143\u8ba4\u77e5\u7684\u5b9e\u73b0\uff0c\u8ba9\u6211\u4eec\u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u667a\u80fd\u4f53\uff0c\u5b83\u5728\u89e3\u51b3\u95ee\u9898\u65f6<em>\u53cd\u601d\u5176\u51b3\u7b56\u8fc7\u7a0b<\/em>\u3002\u5728\u6b64\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c06\u6784\u5efa\u4e00\u4e2a\u7cfb\u7edf\uff0c\u5176\u4e2d\u667a\u80fd\u4f53\u5c1d\u8bd5\u4f18\u5316\u9152\u5e97\u7684\u9009\u62e9\uff0c\u7136\u540e\u5728\u51fa\u9519\u6216\u505a\u51fa\u6b21\u4f18\u9009\u62e9\u65f6\u8bc4\u4f30\u81ea\u5df1\u7684\u63a8\u7406\u5e76\u8c03\u6574\u7b56\u7565\u3002<\/p>\n<p>\u6211\u4eec\u5c06\u4f7f\u7528\u4e00\u4e2a\u57fa\u672c\u793a\u4f8b\u6765\u6a21\u62df\u8fd9\u4e00\u70b9\uff0c\u5176\u4e2d\u667a\u80fd\u4f53\u6839\u636e\u4ef7\u683c\u548c\u8d28\u91cf\u7684\u7ec4\u5408\u9009\u62e9\u9152\u5e97\uff0c\u4f46\u5b83\u4f1a\u201c\u53cd\u601d\u201d\u5176\u51b3\u7b56\u5e76\u8fdb\u884c\u76f8\u5e94\u8c03\u6574\u3002<\/p>\n<h4>\u8fd9\u5982\u4f55\u8bf4\u660e\u5143\u8ba4\u77e5\uff1a<\/h4>\n<ol>\n<li><strong>\u521d\u59cb\u51b3\u7b56<\/strong>\uff1a\u667a\u80fd\u4f53\u5c06\u9009\u62e9\u6700\u4fbf\u5b9c\u7684\u9152\u5e97\uff0c\u800c\u4e0d\u8003\u8651\u8d28\u91cf\u5f71\u54cd\u3002<\/li>\n<li><strong>\u53cd\u601d\u548c\u8bc4\u4f30<\/strong>\uff1a\u5728\u505a\u51fa\u521d\u6b65\u9009\u62e9\u540e\uff0c\u667a\u80fd\u4f53\u5c06\u4f7f\u7528\u7528\u6237\u53cd\u9988\u68c0\u67e5\u9152\u5e97\u662f\u5426\u4e3a\u201c\u7cdf\u7cd5\u201d\u9009\u62e9\u3002\u5982\u679c\u5b83\u53d1\u73b0\u9152\u5e97\u7684\u8d28\u91cf\u592a\u4f4e\uff0c\u5b83\u4f1a\u53cd\u601d\u5176\u63a8\u7406\u3002<\/li>\n<li><strong>\u8c03\u6574\u7b56\u7565<\/strong>\uff1a\u667a\u80fd\u4f53\u6839\u636e\u5176\u53cd\u601d\u8c03\u6574\u7b56\u7565\uff0c\u4ece\u201c\u6700\u4fbf\u5b9c\u201d\u5207\u6362\u5230\u201c\u6700\u9ad8\u8d28\u91cf\u201d\uff0c\u4ece\u800c\u6539\u8fdb\u5176\u5728\u672a\u6765\u8fed\u4ee3\u4e2d\u7684\u51b3\u7b56\u8fc7\u7a0b\u3002<\/li>\n<\/ol>\n<p>\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n<pre><code>class HotelRecommendationAgent:\r\ndef __init__(self):\r\nself.previous_choices = []  # \u5b58\u50a8\u4e4b\u524d\u9009\u62e9\u7684\u9152\u5e97\r\nself.corrected_choices = []  # \u5b58\u50a8\u66f4\u6b63\u540e\u7684\u9009\u62e9\r\nself.recommendation_strategies = ['cheapest', 'highest_quality']  # \u53ef\u7528\u7b56\u7565\r\ndef recommend_hotel(self, hotels, strategy):\r\n\"\"\"\r\n\u6839\u636e\u6240\u9009\u7b56\u7565\u63a8\u8350\u9152\u5e97\u3002\r\n\u7b56\u7565\u53ef\u4ee5\u662f\u201c\u6700\u4fbf\u5b9c\u201d\u6216\u201c\u6700\u9ad8\u8d28\u91cf\u201d\u3002\r\n\"\"\"\r\nif strategy == 'cheapest':\r\nrecommended = min(hotels, key=lambda x: x['price'])\r\nelif strategy == 'highest_quality':\r\nrecommended = max(hotels, key=lambda x: x['quality'])\r\nelse:\r\nrecommended = None\r\nself.previous_choices.append((strategy, recommended))\r\nreturn recommended\r\ndef reflect_on_choice(self):\r\n\"\"\"\r\n\u53cd\u601d\u4e0a\u6b21\u505a\u51fa\u7684\u9009\u62e9\uff0c\u5e76\u51b3\u5b9a\u667a\u80fd\u4f53\u662f\u5426\u5e94\u8c03\u6574\u5176\u7b56\u7565\u3002\r\n\u667a\u80fd\u4f53\u4f1a\u8003\u8651\u4e4b\u524d\u7684\u9009\u62e9\u662f\u5426\u5bfc\u81f4\u4e86\u8f83\u5dee\u7684\u7ed3\u679c\u3002\r\n\"\"\"\r\nif not self.previous_choices:\r\nreturn \"\u5c1a\u672a\u505a\u51fa\u9009\u62e9\u3002\"\r\nlast_choice_strategy, last_choice = self.previous_choices[-1]\r\n# \u5047\u8bbe\u6211\u4eec\u6709\u4e00\u4e9b\u7528\u6237\u53cd\u9988\u544a\u8bc9\u6211\u4eec\u4e0a\u6b21\u7684\u9009\u62e9\u662f\u597d\u662f\u574f\r\nuser_feedback = self.get_user_feedback(last_choice)\r\nif user_feedback == \"bad\":\r\n# \u5982\u679c\u4e4b\u524d\u7684\u9009\u62e9\u4e0d\u4ee4\u4eba\u6ee1\u610f\uff0c\u5219\u8c03\u6574\u7b56\u7565\r\nnew_strategy = 'highest_quality' if last_choice_strategy == 'cheapest' else 'cheapest'\r\nself.corrected_choices.append((new_strategy, last_choice))\r\nreturn f\"\u53cd\u601d\u9009\u62e9\u3002\u5c06\u7b56\u7565\u8c03\u6574\u4e3a {new_strategy}\u3002\"\r\nelse:\r\nreturn \"\u9009\u62e9\u5f88\u597d\u3002\u65e0\u9700\u8c03\u6574\u3002\"\r\ndef get_user_feedback(self, hotel):\r\n\"\"\"\r\n\u6a21\u62df\u57fa\u4e8e\u9152\u5e97\u5c5e\u6027\u7684\u7528\u6237\u53cd\u9988\u3002\r\n\u4e3a\u7b80\u5355\u8d77\u89c1\uff0c\u5047\u8bbe\u5982\u679c\u9152\u5e97\u592a\u4fbf\u5b9c\uff0c\u5219\u53cd\u9988\u4e3a\u201c\u5dee\u201d\u3002\r\n\u5982\u679c\u9152\u5e97\u8d28\u91cf\u4f4e\u4e8e 7\uff0c\u5219\u53cd\u9988\u4e3a\u201c\u5dee\u201d\u3002\r\n\"\"\"\r\nif hotel['price'] &lt; 100 or hotel['quality'] &lt; 7:\r\nreturn \"bad\"\r\nreturn \"good\"\r\n# \u6a21\u62df\u9152\u5e97\u5217\u8868\uff08\u4ef7\u683c\u548c\u8d28\u91cf\uff09\r\nhotels = [\r\n{'name': 'Budget Inn', 'price': 80, 'quality': 6},\r\n{'name': 'Comfort Suites', 'price': 120, 'quality': 8},\r\n{'name': 'Luxury Stay', 'price': 200, 'quality': 9}\r\n]\r\n# \u521b\u5efa\u4e00\u4e2a\u667a\u80fd\u4f53\r\nagent = HotelRecommendationAgent()\r\n# \u7b2c 1 \u6b65\uff1a\u667a\u80fd\u4f53\u4f7f\u7528\u201c\u6700\u4fbf\u5b9c\u201d\u7b56\u7565\u63a8\u8350\u9152\u5e97\r\nrecommended_hotel = agent.recommend_hotel(hotels, 'cheapest')\r\nprint(f\"\u63a8\u8350\u9152\u5e97\uff08\u6700\u4fbf\u5b9c\uff09\uff1a{recommended_hotel['name']}\")\r\n# \u7b2c 2 \u6b65\uff1a\u667a\u80fd\u4f53\u53cd\u601d\u9009\u62e9\u5e76\u5728\u5fc5\u8981\u65f6\u8c03\u6574\u7b56\u7565\r\nreflection_result = agent.reflect_on_choice()\r\nprint(reflection_result)\r\n# \u7b2c 3 \u6b65\uff1a\u667a\u80fd\u4f53\u518d\u6b21\u63a8\u8350\uff0c\u8fd9\u6b21\u4f7f\u7528\u8c03\u6574\u540e\u7684\u7b56\u7565\r\nadjusted_recommendation = agent.recommend_hotel(hotels, 'highest_quality')\r\nprint(f\"\u8c03\u6574\u540e\u7684\u9152\u5e97\u63a8\u8350\uff08\u6700\u9ad8\u8d28\u91cf\uff09\uff1a{adjusted_recommendation['name']}\")\r\n<\/code><\/pre>\n<h4>\u667a\u80fd\u4f53\u5143\u8ba4\u77e5\u80fd\u529b<\/h4>\n<p>\u8fd9\u91cc\u7684\u5173\u952e\u662f\u667a\u80fd\u4f53\u7684\u80fd\u529b\uff1a<\/p>\n<ul>\n<li>\u8bc4\u4f30\u5176\u5148\u524d\u7684\u9009\u62e9\u548c\u51b3\u7b56\u8fc7\u7a0b\u3002<\/li>\n<li>\u6839\u636e\u8be5\u53cd\u601d\u8c03\u6574\u5176\u7b56\u7565\uff0c\u5373\u5143\u8ba4\u77e5\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u662f\u4e00\u79cd\u7b80\u5355\u7684\u5143\u8ba4\u77e5\u5f62\u5f0f\uff0c\u7cfb\u7edf\u80fd\u591f\u6839\u636e\u5185\u90e8\u53cd\u9988\u8c03\u6574\u5176\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u7ed3\u8bba<\/h3>\n<p>\u5143\u8ba4\u77e5\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u663e\u8457\u589e\u5f3a AI \u667a\u80fd\u4f53\u7684\u80fd\u529b\u3002\u901a\u8fc7\u7ed3\u5408\u5143\u8ba4\u77e5\u8fc7\u7a0b\uff0c\u60a8\u53ef\u4ee5\u8bbe\u8ba1\u51fa\u66f4\u667a\u80fd\u3001\u66f4\u5177\u9002\u5e94\u6027\u548c\u66f4\u9ad8\u6548\u7684\u667a\u80fd\u4f53\u3002\u4f7f\u7528\u5176\u4ed6\u8d44\u6e90\u8fdb\u4e00\u6b65\u63a2\u7d22 AI \u667a\u80fd\u4f53\u4e2d\u5143\u8ba4\u77e5\u7684\u8ff7\u4eba\u4e16\u754c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b80\u4ecb \u6b22\u8fce\u9605\u8bfb\u5173\u4e8e AI Agent \u4e2d\u5143\u8ba4\u77e5\u7684\u8bfe\u7a0b\uff01\u672c\u7ae0\u4e13\u4e3a\u5bf9 AI Agent \u5982\u4f55\u601d\u8003\u81ea\u8eab\u601d\u7ef4\u8fc7\u7a0b\u611f\u5174\u8da3\u7684\u521d\u5b66\u8005\u8bbe\u8ba1\u3002\u5728\u672c\u8bfe\u7a0b\u7ed3\u675f\u65f6\uff0c\u4f60\u5c06\u7406\u89e3\u5173\u952e\u6982\u5ff5\uff0c\u5e76\u638c\u63e1\u5728 AI Agent \u8bbe\u8ba1\u4e2d\u5e94\u7528\u5143\u8ba4\u77e5\u7684\u5b9e\u9645\u793a\u4f8b\u3002 &nbsp; \u5b66\u4e60\u76ee\u6807 &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-21493","post","type-post","status-publish","format-standard","hentry","category-kecheng"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/21493","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=21493"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/21493\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=21493"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=21493"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=21493"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}