{"id":78516,"date":"2026-02-27T20:04:57","date_gmt":"2026-02-27T12:04:57","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/78516.html"},"modified":"2026-02-27T20:04:57","modified_gmt":"2026-02-27T12:04:57","slug":"ai-agent%e7%9a%84%e4%b8%bb%e6%b5%81%e8%ae%be%e8%ae%a1%e6%a8%a1%e5%bc%8f%e4%b9%8b%e5%b7%a5%e5%85%b7%e8%b0%83%e7%94%a8%e6%a8%a1%e5%bc%8f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/78516.html","title":{"rendered":"AI Agent\u7684\u4e3b\u6d41\u8bbe\u8ba1\u6a21\u5f0f\u4e4b\u5de5\u5177\u8c03\u7528\u6a21\u5f0f"},"content":{"rendered":"<h4>\u4e3a\u4ec0\u4e48\u9700\u8981\u5de5\u5177\u8c03\u7528&#xff1f;<\/h4>\n<p>LLM\u672c\u8d28\u4e0a\u662f\u201c\u9759\u6001\u201d\u7684&#xff0c;\u5b83\u7684\u77e5\u8bc6\u622a\u6b62\u4e8e\u8bad\u7ec3\u6570\u636e&#xff0c;\u4e14\u65e0\u6cd5\u76f4\u63a5\u4e0e\u5916\u90e8\u4e16\u754c\u4ea4\u4e92\u3002\u5de5\u5177\u8c03\u7528\u5c31\u662f\u4e3a\u4e86\u89e3\u51b3LLM\u7684\u4e09\u5927\u6838\u5fc3\u5c40\u9650&#xff1a;<\/p>\n<li>\n<p>\u4fe1\u606f\u6ede\u540e\u6027&#xff1a;\u65e0\u6cd5\u83b7\u53d6\u5b9e\u65f6\u4fe1\u606f&#xff08;\u5982\u4eca\u5929\u5929\u6c14\u3001\u6700\u65b0\u65b0\u95fb\u3001\u80a1\u7968\u4ef7\u683c&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>\u80fd\u529b\u8fb9\u754c&#xff1a;\u65e0\u6cd5\u6267\u884c\u5177\u4f53\u64cd\u4f5c&#xff08;\u5982\u53d1\u9001\u90ae\u4ef6\u3001\u63a7\u5236\u667a\u80fd\u5bb6\u5c45\u3001\u9884\u8ba2\u9910\u5385&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>\u8ba1\u7b97\u4e0e\u7cbe\u786e\u6027&#xff1a;\u4e0d\u64c5\u957f\u7cbe\u786e\u8ba1\u7b97\u6216\u903b\u8f91\u63a8\u7406&#xff08;\u5982\u6570\u5b66\u8ba1\u7b97\u3001\u4ee3\u7801\u6267\u884c&#xff09;\u3002<\/p>\n<\/li>\n<p>\u901a\u8fc7\u5de5\u5177\u8c03\u7528&#xff0c;Agent\u83b7\u5f97\u4e86\u201c\u624b\u201d\u548c\u201c\u773c\u775b\u201d&#xff0c;\u53ef\u4ee5\u50cf\u4eba\u4e00\u6837\u4f7f\u7528\u8ba1\u7b97\u5668\u3001\u6d4f\u89c8\u5668\u3001API\u6765\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<\/p>\n<p>from openai import OpenAI<br \/>\nimport json<br \/>\nimport random<br \/>\nimport os<\/p>\n<p>client &#061; OpenAI(<br \/>\n    api_key&#061;os.getenv(&#034;DASHSCOPE_API_KEY&#034;),<br \/>\n    base_url&#061;&#034;https:\/\/dashscope.aliyuncs.com\/compatible-mode\/v1&#034;  # \u963f\u91cc\u4e91\u517c\u5bb9\u6a21\u5f0f\u5730\u5740<br \/>\n)<\/p>\n<p># 1. \u5b9a\u4e49\u5de5\u5177\u5217\u8868<br \/>\ntools &#061; [<br \/>\n    {<br \/>\n        &#034;type&#034;: &#034;function&#034;,<br \/>\n        &#034;function&#034;: {<br \/>\n            &#034;name&#034;: &#034;get_current_weather&#034;,<br \/>\n            &#034;description&#034;: &#034;\u67e5\u8be2\u6307\u5b9a\u57ce\u5e02\u7684\u5929\u6c14&#034;,<br \/>\n            &#034;parameters&#034;: {<br \/>\n                &#034;type&#034;: &#034;object&#034;,<br \/>\n                &#034;properties&#034;: {<br \/>\n                    &#034;location&#034;: {&#034;type&#034;: &#034;string&#034;, &#034;description&#034;: &#034;\u57ce\u5e02\u540d\u79f0&#034;}<br \/>\n                },<br \/>\n                &#034;required&#034;: [&#034;location&#034;]<br \/>\n            }<br \/>\n        }<br \/>\n    }<br \/>\n]<\/p>\n<p># 2. \u6a21\u62df\u5de5\u5177\u51fd\u6570<br \/>\ndef get_current_weather(arguments):<br \/>\n    location &#061; json.loads(arguments)[&#034;location&#034;] if isinstance(arguments, str) else arguments[&#034;location&#034;]<br \/>\n    weather &#061; random.choice([&#034;\u6674\u5929&#034;, &#034;\u591a\u4e91&#034;, &#034;\u5c0f\u96e8&#034;])<br \/>\n    return f&#034;\u4eca\u5929{location}\u7684\u5929\u6c14\u662f{weather}\u3002&#034;<\/p>\n<p># 3. \u5bf9\u8bdd\u6d41\u7a0b<br \/>\nmessages &#061; [{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;\u5357\u4eac\u5929\u6c14\u600e\u4e48\u6837&#xff1f;&#034;}]<br \/>\nresponse &#061; client.chat.completions.create(<br \/>\n    model&#061;&#034;qwen-plus&#034;,  # \u4e5f\u53ef\u7528 qwen-max, qwen-turbo \u7b49<br \/>\n    messages&#061;messages,<br \/>\n    tools&#061;tools<br \/>\n)<\/p>\n<p>assistant_msg &#061; response.choices[0].message<br \/>\nmessages.append(assistant_msg)<\/p>\n<p># 4. \u5982\u679c\u6a21\u578b\u8981\u6c42\u8c03\u7528\u5de5\u5177<br \/>\nif assistant_msg.tool_calls:<br \/>\n    tool_call &#061; assistant_msg.tool_calls[0]<br \/>\n    func_name &#061; tool_call.function.name<br \/>\n    func_args &#061; json.loads(tool_call.function.arguments)<br \/>\n    print(f&#034;\u8c03\u7528\u5de5\u5177&#xff1a;{func_name}&#xff0c;\u53c2\u6570&#xff1a;{func_args}&#034;)<br \/>\n    # \u6267\u884c\u672c\u5730\u5de5\u5177\u51fd\u6570<br \/>\n    tool_result &#061; get_current_weather(func_args)<br \/>\n    # \u5c06\u5de5\u5177\u7ed3\u679c\u8fd4\u56de\u7ed9\u6a21\u578b<br \/>\n    messages.append({<br \/>\n        &#034;role&#034;: &#034;tool&#034;,<br \/>\n        &#034;tool_call_id&#034;: tool_call.id,<br \/>\n        &#034;content&#034;: tool_result<br \/>\n    })<br \/>\n    # \u7b2c\u4e8c\u6b21\u8c03\u7528\u6a21\u578b\u751f\u6210\u6700\u7ec8\u56de\u7b54<br \/>\n    final_response &#061; client.chat.completions.create(<br \/>\n        model&#061;&#034;qwen-plus&#034;,<br \/>\n        messages&#061;messages,<br \/>\n        tools&#061;tools<br \/>\n    )<br \/>\n    print(f&#034;\u6700\u7ec8\u56de\u7b54&#xff1a;{final_response.choices[0].message.content}&#034;)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e3a\u4ec0\u4e48\u9700\u8981\u5de5\u5177\u8c03\u7528&#xff1f;LLM\u672c\u8d28\u4e0a\u662f\u201c\u9759\u6001\u201d\u7684&#xff0c;\u5b83\u7684\u77e5\u8bc6\u622a\u6b62\u4e8e\u8bad\u7ec3\u6570\u636e&#xff0c;\u4e14\u65e0\u6cd5\u76f4\u63a5\u4e0e\u5916\u90e8\u4e16\u754c\u4ea4\u4e92\u3002\u5de5\u5177\u8c03\u7528\u5c31\u662f\u4e3a\u4e86\u89e3\u51b3LLM\u7684\u4e09\u5927\u6838\u5fc3\u5c40\u9650&#xff1a;\u4fe1\u606f\u6ede\u540e\u6027&#xff1a;\u65e0\u6cd5\u83b7\u53d6\u5b9e\u65f6\u4fe1\u606f&#xff08;\u5982\u4eca\u5929\u5929\u6c14\u3001\u6700\u65b0\u65b0\u95fb\u3001\u80a1\u7968\u4ef7\u683c&#xff09;\u3002\u80fd\u529b\u8fb9\u754c&#xff1a;\u65e0\u6cd5\u6267\u884c\u5177\u4f53\u64cd\u4f5c&#xff08;\u5982\u53d1\u9001\u90ae\u4ef6\u3001\u63a7\u5236\u667a\u80fd\u5bb6\u5c45\u3001\u9884\u8ba2\u9910\u5385&#xff09;\u3002\u8ba1\u7b97\u4e0e\u7cbe\u786e\u6027&#xff1a;\u4e0d\u64c5\u957f\u7cbe\u786e\u8ba1\u7b97\u6216\u903b\u8f91\u63a8\u7406&#xff08;\u5982\u6570<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[52,86],"topic":[],"class_list":["post-78516","post","type-post","status-publish","format-standard","hentry","category-server","tag-aigc","tag-86"],"yoast_head":"<!-- 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