{"id":72565,"date":"2026-02-06T00:08:56","date_gmt":"2026-02-05T16:08:56","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/72565.html"},"modified":"2026-02-06T00:08:56","modified_gmt":"2026-02-05T16:08:56","slug":"%e6%b7%b1%e5%ba%a6%e8%a7%a3%e7%a0%81%ef%bc%9a%e6%9e%84%e5%bb%ba%e9%ab%98%e5%8f%af%e6%89%a9%e5%b1%95%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e7%b3%bb%e7%bb%9f%e7%9a%84%e5%9b%9b%e5%a4%a7%e5%9f%ba%e7%9f%b3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/72565.html","title":{"rendered":"\u6df1\u5ea6\u89e3\u7801\uff1a\u6784\u5efa\u9ad8\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u56db\u5927\u57fa\u77f3"},"content":{"rendered":"

\u76ee\u5f55<\/h2>\n

\u524d\u8a00：\u4ece\u5355\u4f53Prompt\u5230\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u8303\u5f0f\u8f6c\u79fb<\/p>\n

\u67b6\u6784\u603b\u89c8：\u5206\u5c42\u8bbe\u8ba1\u4e0e\u5de5\u7a0b\u5316\u89e3\u8026<\/p>\n

\u6838\u5fc3\u7279\u6027\u4e00：\u63d2\u4ef6\u6269\u5c55\u673a\u5236\u2014\u2014\u5fae\u5185\u6838\u4e0e\u52a8\u6001\u52a0\u8f7d<\/p>\n

\u6838\u5fc3\u7279\u6027\u4e8c：\u53ef\u89c6\u5316\u7f16\u6392\u2014\u2014\u4ece\u4ee3\u7801\u5b9a\u4e49\u5230DAG\u903b\u8f91\u6620\u5c04<\/p>\n

\u6838\u5fc3\u7279\u6027\u4e09：\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u2014\u2014SOP\u9a71\u52a8\u7684\u89d2\u8272\u535a\u5f08\u4e0e\u72b6\u6001\u540c\u6b65<\/p>\n

\u8fdb\u9636\u5b9e\u8df5：\u591a\u6e90\u5de5\u5177\u96c6\u6210\u4e0e\u590d\u6742\u573a\u666f\u843d\u5730<\/p>\n

\u603b\u7ed3\u4e0e\u672a\u6765\u5c55\u671b：\u8fc8\u5411\u81ea\u4e3b\u6f14\u5316\u7684\u667a\u80fd\u4f53\u65f6\u4ee3<\/p>\n

\n<\/p>\n

\u524d\u8a00：\u4ece\u5355\u4f53Prompt\u5230\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u8303\u5f0f\u8f6c\u79fb<\/h3>\n

\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b（LLM）\u53d1\u5c55\u7684\u521d\u671f，\u5f00\u53d1\u8005\u5f80\u5f80\u6c89\u8ff7\u4e8e\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d（Prompt Engineering），\u8bd5\u56fe\u901a\u8fc7\u4e00\u6bb5\u7cbe\u5999\u7684\u6587\u5b57\u8ba9\u6a21\u578b\u5b8c\u6210\u6240\u6709\u4efb\u52a1\u3002\u7136\u800c，\u968f\u7740\u4e1a\u52a1\u590d\u6742\u5ea6\u7684\u63d0\u5347，\u5355\u4f53Prompt\u7684\u5c40\u9650\u6027\u6108\u53d1\u660e\u663e：\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u9650\u5236\u3001\u5e7b\u89c9\u95ee\u9898\u7684\u4e0d\u53ef\u63a7\u4ee5\u53ca\u5bf9\u5916\u90e8\u5de5\u5177\u8c03\u7528\u7684\u4e4f\u529b，\u4f7f\u5f97\u6211\u4eec\u5fc5\u987b\u601d\u8003\u5982\u4f55\u4ece\u201c\u4f7f\u7528\u6a21\u578b\u201d\u8f6c\u5411\u201c\u6784\u5efa\u7cfb\u7edf\u201d\u3002\u4e0b\u4e00\u4ee3\u591a\u667a\u80fd\u4f53（Multi-Agent）\u7cfb\u7edf\u4e0d\u518d\u4ec5\u4ec5\u662f\u6a21\u578b\u7684\u5305\u88c5\u5668，\u800c\u662f\u4e00\u5957\u590d\u6742\u7684\u5de5\u7a0b\u5316\u6846\u67b6，\u5b83\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u793e\u4f1a\u7684\u7ec4\u7ec7\u67b6\u6784，\u5c06\u590d\u6742\u4efb\u52a1\u62c6\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u5b50\u4efb\u52a1，\u7531\u5177\u5907\u4e0d\u540c\u80fd\u529b\u7684\u667a\u80fd\u4f53\u534f\u4f5c\u5b8c\u6210\u3002\u8fd9\u79cd\u4ece\u201c\u5355\u5175\u4f5c\u6218\u201d\u5230\u201c\u56e2\u961f\u534f\u4f5c\u201d\u7684\u6f14\u8fdb，\u6b63\u662f\u5f53\u524dAI\u5e94\u7528\u5f00\u53d1\u7684\u6838\u5fc3\u8d8b\u52bf\u3002<\/p>\n

\u67b6\u6784\u603b\u89c8：\u5206\u5c42\u8bbe\u8ba1\u4e0e\u5de5\u7a0b\u5316\u89e3\u8026<\/h3>\n

\u4e00\u4e2a\u6210\u719f\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5fc5\u987b\u9075\u5faa\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u201c\u9ad8\u5185\u805a\u3001\u4f4e\u8026\u5408\u201d\u539f\u5219\u3002\u5728\u9996\u5e2d\u67b6\u6784\u5e08\u7684\u89c6\u89d2\u4e0b，\u7cfb\u7edf\u901a\u5e38\u88ab\u5212\u5206\u4e3a\u56db\u4e2a\u6838\u5fc3\u5c42\u7ea7\u3002\u5e95\u5c42\u662f\u6a21\u578b\u62bd\u8c61\u5c42，\u5b83\u5c4f\u853d\u4e86\u4e0d\u540c\u4f9b\u5e94\u5546API\u7684\u5dee\u5f02，\u5b9e\u73b0\u5982GPT-4\u3001Claude 3.5\u6216\u672c\u5730Llama\u6a21\u578b\u7684\u65e0\u7f1d\u5207\u6362\u3002\u5f80\u4e0a\u662f\u7f16\u6392\u903b\u8f91\u5c42，\u8d1f\u8d23\u5b9a\u4e49\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u901a\u4fe1\u534f\u8bae\u3001\u4efb\u52a1\u5206\u53d1\u673a\u5236\u4ee5\u53ca\u72b6\u6001\u6301\u4e45\u5316\u3002\u518d\u5f80\u4e0a\u662f\u5de5\u5177\u4e0e\u63d2\u4ef6\u5c42，\u8fd9\u662f\u7cfb\u7edf\u80fd\u529b\u7684\u5ef6\u4f38，\u901a\u8fc7\u6807\u51c6\u5316\u7684\u63a5\u53e3\u96c6\u6210\u641c\u7d22\u5f15\u64ce\u3001\u6570\u636e\u5e93\u6216\u4f01\u4e1a\u79c1\u6709API\u3002\u6700\u9876\u5c42\u5219\u662f\u4ea4\u4e92\u4e0e\u5c55\u793a\u5c42，\u4e3a\u7528\u6237\u63d0\u4f9b\u53ef\u89c6\u5316\u64cd\u4f5c\u754c\u9762\u6216API\u63a5\u5165\u70b9\u3002<\/p>\n

\u8fd9\u79cd\u5206\u5c42\u8bbe\u8ba1\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5de5\u7a0b\u5316\u80fd\u529b\u7684\u91ca\u653e\u3002\u4f8b\u5982，LangChain \u901a\u8fc7\u6807\u51c6\u5316\u7684\u7ec4\u4ef6\u63a5\u53e3，\u8ba9\u5f00\u53d1\u8005\u80fd\u591f\u50cf\u642d\u79ef\u6728\u4e00\u6837\u7ec4\u5408\u4e0d\u540c\u7684\u529f\u80fd\u6a21\u5757\u3002\u800c AutoGen \u5219\u66f4\u8fdb\u4e00\u6b65，\u901a\u8fc7\u5206\u5c42\u7684API\u8bbe\u8ba1（\u5982Core API\u4e0eAgentChat API），\u65e2\u6ee1\u8db3\u4e86\u5feb\u901f\u539f\u578b\u7684\u9700\u6c42，\u53c8\u4e3a\u590d\u6742\u5206\u5e03\u5f0f\u8fd0\u884c\u73af\u5883\u63d0\u4f9b\u4e86\u5e95\u5c42\u652f\u6301\u3002\u53ea\u6709\u5b9e\u73b0\u5f7b\u5e95\u7684\u89e3\u8026，\u7cfb\u7edf\u624d\u80fd\u5728\u9762\u5bf9\u77ac\u606f\u4e07\u53d8\u7684\u6280\u672f\u6808\u65f6\u4fdd\u6301\u957f\u4e45\u7684\u751f\u547d\u529b\u3002<\/p>\n

\u6838\u5fc3\u7279\u6027\u4e00：\u63d2\u4ef6\u6269\u5c55\u673a\u5236\u2014\u2014\u5fae\u5185\u6838\u4e0e\u52a8\u6001\u52a0\u8f7d<\/h3>\n

\u63d2\u4ef6\u673a\u5236\u662f\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u201c\u624b\u811a\u201d\u3002\u5728\u4f20\u7edf\u7684\u5f00\u53d1\u6a21\u5f0f\u4e2d，\u6bcf\u589e\u52a0\u4e00\u4e2a\u529f\u80fd\u90fd\u9700\u8981\u4fee\u6539\u6838\u5fc3\u4ee3\u7801，\u8fd9\u5728\u5927\u578b\u7cfb\u7edf\u4e2d\u662f\u707e\u96be\u6027\u7684\u3002\u73b0\u4ee3MAS\u67b6\u6784\u91c7\u7528\u5fae\u5185\u6838（Micro-kernel）\u67b6\u6784，\u6838\u5fc3\u5f15\u64ce\u53ea\u8d1f\u8d23\u6d88\u606f\u8def\u7531\u548c\u72b6\u6001\u7ba1\u7406，\u5177\u4f53\u7684\u529f\u80fd\u903b\u8f91\u5168\u90e8\u5c01\u88c5\u5728\u63d2\u4ef6\u4e2d\u3002<\/p>\n

\u63d2\u4ef6\u6269\u5c55\u7684\u6838\u5fc3\u5728\u4e8e\u201c\u5951\u7ea6\u5316\u8bbe\u8ba1\u201d\u3002\u6bcf\u4e00\u4e2a\u63d2\u4ef6\u90fd\u5fc5\u987b\u9075\u5faa\u7edf\u4e00\u7684\u63a5\u53e3\u89c4\u8303，\u5305\u62ec\u8f93\u5165\u53c2\u6570\u7684JSON Schema\u5b9a\u4e49\u3001\u8f93\u51fa\u683c\u5f0f\u7684\u6807\u51c6\u5316\u4ee5\u53ca\u5f02\u5e38\u5904\u7406\u673a\u5236\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f，\u7cfb\u7edf\u53ef\u4ee5\u5728\u8fd0\u884c\u65f6\u52a8\u6001\u52a0\u8f7d（Hot-swapping）\u65b0\u529f\u80fd，\u800c\u65e0\u9700\u91cd\u542f\u670d\u52a1\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u5178\u578b\u7684\u63d2\u4ef6\u6ce8\u518c\u4e0e\u8c03\u7528\u903b\u8f91\u793a\u4f8b：<\/p>\n

class BaseTool:
\n """\u63d2\u4ef6\u57fa\u7c7b，\u5b9a\u4e49\u7edf\u4e00\u5951\u7ea6"""
\n def __init__(self, name, description):
\n self.name = name
\n self.description = description<\/p>\n

async def execute(self, **kwargs):
\n raise NotImplementedError<\/p>\n

class WeatherPlugin(BaseTool):
\n """\u5177\u4f53\u63d2\u4ef6\u5b9e\u73b0：\u5929\u6c14\u67e5\u8be2"""
\n async def execute(self, city: str):
\n # \u6a21\u62df\u8c03\u7528\u5916\u90e8API
\n return f"{city} \u7684\u5929\u6c14\u6674\u6717，\u6c14\u6e2925\u5ea6"<\/p>\n

# \u63d2\u4ef6\u6ce8\u518c\u4e2d\u5fc3
\nclass PluginRegistry:
\n def __init__(self):
\n self._plugins = {}<\/p>\n

def register(self, tool: BaseTool):
\n self._plugins[tool.name] = tool
\n print(f"Plugin {tool.name} registered successfully.")<\/p>\n

def get_tool(self, name):
\n return self._plugins.get(name) <\/p>\n

\u5728\u5b9e\u9645\u5e94\u7528\u4e2d，\u5982 Semantic Kernel \u63d0\u4f9b\u7684\u4f01\u4e1a\u7ea7\u7ec4\u4ef6，\u5141\u8bb8\u5f00\u53d1\u8005\u5c06\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\u5c01\u88c5\u4e3a\u201c\u6280\u80fd\u201d（Skills），\u901a\u8fc7\u7b80\u5355\u7684\u914d\u7f6e\u5373\u53ef\u88ab\u667a\u80fd\u4f53\u8c03\u7528\u3002\u8fd9\u79cd\u673a\u5236\u4e0d\u4ec5\u964d\u4f4e\u4e86\u5f00\u53d1\u95e8\u69db，\u66f4\u91cd\u8981\u7684\u662f\u5b83\u5efa\u7acb\u4e86\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u751f\u6001\u7cfb\u7edf，\u8ba9\u975eAI\u4e13\u4e1a\u7684\u4e1a\u52a1\u5f00\u53d1\u4eba\u5458\u4e5f\u80fd\u901a\u8fc7\u7f16\u5199\u7b80\u5355\u7684\u63d2\u4ef6\u6765\u589e\u5f3a\u667a\u80fd\u4f53\u7684\u80fd\u529b\u3002<\/p>\n

\u6838\u5fc3\u7279\u6027\u4e8c：\u53ef\u89c6\u5316\u7f16\u6392\u2014\u2014\u4ece\u4ee3\u7801\u5b9a\u4e49\u5230DAG\u903b\u8f91\u6620\u5c04<\/h3>\n

\u5bf9\u4e8e\u590d\u6742\u7684\u4e1a\u52a1\u6d41\u7a0b，\u7eaf\u4ee3\u7801\u5b9a\u4e49\u5f80\u5f80\u4f1a\u5bfc\u81f4\u903b\u8f91\u788e\u7247\u5316，\u96be\u4ee5\u7ef4\u62a4\u548c\u5ba1\u8ba1\u3002\u53ef\u89c6\u5316\u7f16\u6392（Visual Orchestration）\u7684\u51fa\u73b0，\u5c06\u62bd\u8c61\u7684\u4ee3\u7801\u903b\u8f91\u8f6c\u5316\u4e3a\u76f4\u89c2\u7684\u6709\u5411\u65e0\u73af\u56fe（DAG）\u3002\u5728\u53ef\u89c6\u5316\u754c\u9762\u4e2d，\u6bcf\u4e00\u4e2a\u8282\u70b9\u4ee3\u8868\u4e00\u4e2a\u667a\u80fd\u4f53\u3001\u4e00\u4e2a\u5de5\u5177\u6216\u4e00\u4e2a\u903b\u8f91\u5224\u65ad，\u800c\u8fde\u7ebf\u5219\u4ee3\u8868\u4e86\u6570\u636e\u7684\u6d41\u8f6c\u65b9\u5411\u3002<\/p>\n<\/p>\n

\"\u56fe\u7247\u6765\u6e90：AI\u751f\u6210\"<\/p>\n

\u53ef\u89c6\u5316\u7f16\u6392\u4e0d\u4ec5\u4ec5\u662f\u201c\u597d\u770b\u201d，\u5b83\u89e3\u51b3\u4e86\u903b\u8f91\u900f\u660e\u5ea6\u7684\u95ee\u9898\u3002\u901a\u8fc7 Flowise \u6216 Dify \u8fd9\u6837\u7684\u5e73\u53f0，\u67b6\u6784\u5e08\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230\u4efb\u52a1\u662f\u5982\u4f55\u4ece\u201c\u9700\u6c42\u5206\u6790\u8282\u70b9\u201d\u6d41\u8f6c\u5230\u201c\u4ee3\u7801\u751f\u6210\u8282\u70b9\u201d，\u518d\u5230\u201c\u81ea\u52a8\u5316\u6d4b\u8bd5\u8282\u70b9\u201d\u7684\u3002\u8fd9\u79cd\u4f4e\u4ee3\u7801\u7684\u4ea4\u4e92\u65b9\u5f0f，\u6781\u5927\u5730\u7f29\u77ed\u4e86\u4ece\u4e1a\u52a1\u6784\u601d\u5230\u751f\u4ea7\u843d\u5730\u7684\u8ddd\u79bb\u3002\u5728\u5e95\u5c42\u5b9e\u73b0\u4e0a，\u7cfb\u7edf\u4f1a\u5c06\u524d\u7aef\u751f\u6210\u7684JSON\u62d3\u6251\u7ed3\u6784\u89e3\u6790\u4e3a\u6267\u884c\u5f15\u64ce\u53ef\u8bc6\u522b\u7684\u56fe\u7ed3\u6784，\u5229\u7528\u62d3\u6251\u6392\u5e8f\u7b97\u6cd5\u786e\u4fdd\u4efb\u52a1\u6309\u5e8f\u6267\u884c，\u5e76\u5904\u7406\u5faa\u73af\u3001\u5206\u652f\u7b49\u590d\u6742\u903b\u8f91\u3002<\/p>\n

\u6838\u5fc3\u7279\u6027\u4e09：\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u2014\u2014SOP\u9a71\u52a8\u7684\u89d2\u8272\u535a\u5f08\u4e0e\u72b6\u6001\u540c\u6b65<\/h3>\n

\u5982\u679c\u8bf4\u5355\u667a\u80fd\u4f53\u662f\u201c\u5168\u624d\u201d，\u90a3\u4e48\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u8ffd\u6c42\u7684\u662f\u201c\u4e13\u624d\u7684\u534f\u4f5c\u201d\u3002\u5728\u5904\u7406\u8f6f\u4ef6\u5f00\u53d1\u3001\u6cd5\u5f8b\u5ba1\u8ba1\u6216\u91d1\u878d\u5206\u6790\u7b49\u590d\u6742\u4efb\u52a1\u65f6，\u5355\u4e00\u6a21\u578b\u5f80\u5f80\u987e\u6b64\u5931\u5f7c\u3002\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u6838\u5fc3\u54f2\u5b66\u662f SOP（\u6807\u51c6\u4f5c\u4e1a\u7a0b\u5e8f）\u9a71\u52a8\u3002<\/p>\n

MetaGPT \u63d0\u51fa\u4e86\u4e00\u4e2a\u6781\u5177\u542f\u53d1\u6027\u7684\u89c2\u70b9：Code = SOP(Team)\u3002\u5b83\u5c06\u8f6f\u4ef6\u516c\u53f8\u7684\u8fd0\u4f5c\u903b\u8f91\u642c\u5230\u4e86\u667a\u80fd\u4f53\u4e16\u754c，\u901a\u8fc7\u5b9a\u4e49\u4ea7\u54c1\u7ecf\u7406\u3001\u67b6\u6784\u5e08\u3001\u5de5\u7a0b\u5e08\u7b49\u89d2\u8272，\u5e76\u4e3a\u6bcf\u4e2a\u89d2\u8272\u8bbe\u5b9a\u4e25\u683c\u7684\u8f93\u51fa\u89c4\u8303（\u5982PRD\u3001\u7cfb\u7edf\u8bbe\u8ba1\u6587\u6863\u3001\u5355\u5143\u6d4b\u8bd5），\u5b9e\u73b0\u4e86\u6781\u9ad8\u6210\u529f\u7387\u7684\u4ee3\u7801\u751f\u6210\u3002<\/p>\n

\u5728\u534f\u4f5c\u8fc7\u7a0b\u4e2d，\u72b6\u6001\u540c\u6b65\u4e0e\u51b2\u7a81\u89e3\u51b3\u662f\u6700\u5927\u7684\u6280\u672f\u6311\u6218\u3002\u5f53\u591a\u4e2a\u667a\u80fd\u4f53\u5171\u4eab\u540c\u4e00\u4e2a\u4e0a\u4e0b\u6587\u7a7a\u95f4\u65f6，\u5982\u4f55\u9632\u6b62\u4fe1\u606f\u8986\u76d6？\u6211\u4eec\u901a\u5e38\u91c7\u7528\u201c\u9ed1\u677f\u6a21\u5f0f\u201d（Blackboard Pattern）\u6216\u201c\u6d88\u606f\u603b\u7ebf\u201d\u673a\u5236\u3002\u6bcf\u4e2a\u667a\u80fd\u4f53\u53ea\u5173\u6ce8\u4e0e\u5176\u89d2\u8272\u76f8\u5173\u7684\u6d88\u606f，\u5e76\u901a\u8fc7\u5168\u5c40\u72b6\u6001\u673a（State Machine）\u6765\u63a7\u5236\u4efb\u52a1\u7684\u63a5\u529b\u3002<\/p>\n<\/p>\n

\"\u56fe\u7247\u6765\u6e90：01Editor\u6d41\u7a0b\u56fe\"<\/p>\n

\u8fd9\u79cd\u534f\u4f5c\u6a21\u5f0f\u4e0d\u4ec5\u63d0\u5347\u4e86\u4efb\u52a1\u5b8c\u6210\u7684\u8d28\u91cf，\u66f4\u5f15\u5165\u4e86\u81ea\u6211\u7ea0\u9519\u673a\u5236\u3002\u4f8b\u5982，\u4e00\u4e2a\u201c\u8bc4\u8bba\u5bb6\u667a\u80fd\u4f53\u201d\u53ef\u4ee5\u4e13\u95e8\u8d1f\u8d23\u5ba1\u6838\u201c\u751f\u6210\u667a\u80fd\u4f53\u201d\u7684\u5185\u5bb9，\u901a\u8fc7\u591a\u8f6e\u535a\u5f08（Debate）\u6d88\u9664\u5e7b\u89c9，\u786e\u4fdd\u8f93\u51fa\u7684\u4e25\u8c28\u6027\u3002<\/p>\n

\u8fdb\u9636\u5b9e\u8df5：\u591a\u6e90\u5de5\u5177\u96c6\u6210\u4e0e\u590d\u6742\u573a\u666f\u843d\u5730<\/h3>\n

\u5728\u771f\u5b9e\u7684\u751f\u4ea7\u73af\u5883\u4e2d，\u667a\u80fd\u4f53\u5fc5\u987b\u80fd\u591f\u5904\u7406\u6765\u81ea\u591a\u6e90\u7684\u6570\u636e\u3002\u8fd9\u5305\u62ec\u7ed3\u6784\u5316\u7684SQL\u6570\u636e\u5e93\u3001\u975e\u7ed3\u6784\u5316\u7684PDF\u6587\u6863，\u4ee5\u53ca\u5b9e\u65f6\u53d8\u52a8\u7684Web API\u3002\u591a\u6e90\u5de5\u5177\u96c6\u6210\u7684\u96be\u70b9\u5728\u4e8e\u201c\u4e0a\u4e0b\u6587\u6ce8\u5165\u201d\u7684\u7cbe\u51c6\u5ea6\u3002<\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898，Dify \u7b49\u5e73\u53f0\u5f15\u5165\u4e86\u539f\u751f\u7684 MCP（Model Context Protocol）\u96c6\u6210\u3002MCP \u534f\u8bae\u6807\u51c6\u5316\u4e86\u6a21\u578b\u4e0e\u5916\u90e8\u6570\u636e\u6e90\u7684\u8fde\u63a5\u65b9\u5f0f，\u4f7f\u5f97\u667a\u80fd\u4f53\u53ef\u4ee5\u50cf\u4eba\u7c7b\u64cd\u4f5c\u6d4f\u89c8\u5668\u4e00\u6837，\u5728\u4e0d\u540c\u7684\u5de5\u5177\u95f4\u81ea\u7531\u5207\u6362\u3002\u5728\u5b89\u5168\u6027\u65b9\u9762，\u6210\u719f\u7684\u7cfb\u7edf\u4f1a\u91c7\u7528\u6c99\u7bb1\u5316\u6267\u884c\u73af\u5883，\u786e\u4fdd\u667a\u80fd\u4f53\u751f\u6210\u7684\u4ee3\u7801\u6216\u8c03\u7528\u7684\u811a\u672c\u4e0d\u4f1a\u5bf9\u5bbf\u4e3b\u7cfb\u7edf\u9020\u6210\u7834\u574f\u3002<\/p>\n

\u4ee5\u4e0b\u662f\u4e00\u4e2a\u96c6\u6210\u641c\u7d22\u5f15\u64ce\u4e0e\u672c\u5730\u6570\u636e\u5e93\u7684\u590d\u6742\u4efb\u52a1\u5904\u7406\u8303\u5f0f：<\/p>\n

async def complex_task_handler(query):
\n # 1. \u610f\u56fe\u8bc6\u522b：\u5224\u65ad\u9700\u8981\u54ea\u4e9b\u5de5\u5177
\n intent = await planner_agent.analyze(query)<\/p>\n

results = []
\n if "search" in intent.tools:
\n # \u8c03\u7528\u641c\u7d22\u63d2\u4ef6
\n web_data = await search_tool.run(query)
\n results.append(web_data)<\/p>\n

if "database" in intent.tools:
\n # \u8c03\u7528\u6570\u636e\u5e93\u63d2\u4ef6，\u6267\u884c\u5b89\u5168\u67e5\u8be2
\n db_data = await db_tool.query(intent.sql_params)
\n results.append(db_data)<\/p>\n

# 2. \u77e5\u8bc6\u878d\u5408：\u5c06\u591a\u6e90\u6570\u636e\u5582\u7ed9\u603b\u7ed3\u667a\u80fd\u4f53
\n final_report = await summarizer_agent.generate(results)
\n return final_report <\/p>\n

\u5728\u843d\u5730\u8fc7\u7a0b\u4e2d，\u6211\u4eec\u8fd8\u9700\u8981\u5173\u6ce8\u53ef\u89c2\u6d4b\u6027（Observability）\u3002\u901a\u8fc7\u96c6\u6210\u5982 LangSmith \u7684\u8ffd\u8e2a\u5de5\u5177，\u67b6\u6784\u5e08\u53ef\u4ee5\u76d1\u63a7\u6bcf\u4e00\u4e2a Token \u7684\u6d88\u8017\u3001\u6bcf\u4e00\u5c42\u8c03\u7528\u7684\u5ef6\u8fdf\u4ee5\u53ca\u667a\u80fd\u4f53\u51b3\u7b56\u7684\u8def\u5f84\u3002\u6ca1\u6709\u76d1\u63a7\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u5c31\u50cf\u4e00\u4e2a\u9ed1\u76d2，\u65e0\u6cd5\u5728\u4f01\u4e1a\u7ea7\u573a\u666f\u4e2d\u5927\u89c4\u6a21\u90e8\u7f72\u3002<\/p>\n

\u603b\u7ed3\u4e0e\u672a\u6765\u5c55\u671b：\u8fc8\u5411\u81ea\u4e3b\u6f14\u5316\u7684\u667a\u80fd\u4f53\u65f6\u4ee3<\/h3>\n

\u6784\u5efa\u4e00\u4e2a\u9ad8\u53ef\u6269\u5c55\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf，\u672c\u8d28\u4e0a\u662f\u5728\u7075\u6d3b\u6027\u4e0e\u786e\u5b9a\u6027\u4e4b\u95f4\u5bfb\u627e\u5e73\u8861\u3002\u901a\u8fc7\u63d2\u4ef6\u673a\u5236\u4fdd\u969c\u7075\u6d3b\u6027，\u901a\u8fc7\u53ef\u89c6\u5316\u7f16\u6392\u63d0\u5347\u786e\u5b9a\u6027，\u901a\u8fc7\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6a21\u62df\u4eba\u7c7b\u667a\u6167，\u518d\u901a\u8fc7\u591a\u6e90\u5de5\u5177\u96c6\u6210\u6253\u7834\u6570\u636e\u5b64\u5c9b\u3002<\/p>\n

\u5c55\u671b\u672a\u6765，\u6211\u4eec\u6b63\u5728\u8fdb\u5165\u201c\u81ea\u4e3b\u6f14\u5316\u667a\u80fd\u4f53\u201d\u7684\u65f6\u4ee3\u3002\u667a\u80fd\u4f53\u5c06\u4e0d\u518d\u4ec5\u4ec5\u88ab\u52a8\u5730\u6267\u884c\u9884\u8bbe\u7684SOP，\u800c\u662f\u80fd\u591f\u6839\u636e\u73af\u5883\u53cd\u9988，\u81ea\u4e3b\u5b66\u4e60\u65b0\u5de5\u5177\u7684\u4f7f\u7528\u65b9\u6cd5，\u751a\u81f3\u81ea\u4e3b\u4f18\u5316\u534f\u4f5c\u6d41\u7a0b\u3002\u4f5c\u4e3a\u5f00\u53d1\u8005，\u6211\u4eec\u7684\u89d2\u8272\u5c06\u4ece\u201c\u7a0b\u5e8f\u5458\u201d\u8f6c\u53d8\u4e3a\u201c\u7ec4\u7ec7\u67b6\u6784\u5e08\u201d，\u8d1f\u8d23\u8bbe\u8ba1\u66f4\u516c\u5e73\u7684\u535a\u5f08\u89c4\u5219\u548c\u66f4\u9ad8\u6548\u7684\u901a\u4fe1\u534f\u8bae\u3002\u5728\u8fd9\u4e2aAI\u91cd\u5851\u8f6f\u4ef6\u5de5\u7a0b\u7684\u6d6a\u6f6e\u4e2d，\u638c\u63e1\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u67b6\u6784\u8bbe\u8ba1，\u5c06\u662f\u901a\u5f80\u672a\u6765\u7684\u5165\u573a\u5238\u3002<\/p>\n

\u672c\u6587\u90e8\u5206\u56fe\u7247\u6765\u6e90\u4e8e\u7f51\u7edc，\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709，\u5982\u6709\u7591\u95ee\u8bf7\u8054\u7cfb\u5220\u9664\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u76ee\u5f55
\n\u524d\u8a00：\u4ece\u5355\u4f53Prompt\u5230\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u8303\u5f0f\u8f6c\u79fb
\n\u67b6\u6784\u603b\u89c8：\u5206\u5c42\u8bbe\u8ba1\u4e0e\u5de5\u7a0b\u5316\u89e3\u8026
\n\u6838\u5fc3\u7279\u6027\u4e00：\u63d2\u4ef6\u6269\u5c55\u673a\u5236\u2014\u2014\u5fae\u5185\u6838\u4e0e\u52a8\u6001\u52a0\u8f7d
\n\u6838\u5fc3\u7279\u6027\u4e8c：\u53ef\u89c6\u5316\u7f16\u6392\u2014\u2014\u4ece\u4ee3\u7801\u5b9a\u4e49\u5230DAG\u903b\u8f91\u6620\u5c04
\n\u6838\u5fc3\u7279\u6027\u4e09：\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u2014\u2014SOP\u9a71\u52a8\u7684\u89d2\u8272\u535a\u5f08\u4e0e\u72b6\u6001\u540c\u6b65
\n\u8fdb\u9636\u5b9e\u8df5：\u591a\u6e90\u5de5\u5177\u96c6\u6210\u4e0e\u590d\u6742\u573a\u666f\u843d\u5730
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