{"id":51433,"date":"2025-08-10T22:49:17","date_gmt":"2025-08-10T14:49:17","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/51433.html"},"modified":"2025-08-10T22:49:17","modified_gmt":"2025-08-10T14:49:17","slug":"%e4%bb%8eagent%e5%88%b0crewai%ef%bc%8c%e4%b8%80%e5%8f%a3%e6%b0%94%e8%af%bb%e6%87%82","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/51433.html","title":{"rendered":"\u4eceAgent\u5230CrewAI\uff0c\u4e00\u53e3\u6c14\u8bfb\u61c2"},"content":{"rendered":"<p>\u6b22\u8fce\u6765\u5230\u557e\u557e\u7684\u535a\u5ba2&#x1f431;\u3002 \u8bb0\u5f55\u5b66\u4e60\u70b9\u6ef4\u3002\u5206\u4eab\u5de5\u4f5c\u601d\u8003\u548c\u5b9e\u7528\u6280\u5de7&#xff0c;\u5076\u5c14\u4e5f\u5206\u4eab\u4e00\u4e9b\u6742\u8c08&#x1f4ac;\u3002 \u6709\u5f88\u591a\u5f88\u591a\u4e0d\u8db3\u7684\u5730\u65b9&#xff0c;\u6b22\u8fce\u8bc4\u8bba\u4ea4\u6d41&#xff0c;\u611f\u8c22\u60a8\u7684\u9605\u8bfb\u548c\u8bc4\u8bba&#x1f604;\u3002<\/p>\n<\/p>\n<h4>\u76ee\u5f55<\/h4>\n<ul>\n<li>\u5f15\u8a00<\/li>\n<li>1 LLM\u5e94\u7528\u662f\u4ec0\u4e48?<\/li>\n<li>2 LLM Agent\u662f\u4ec0\u4e48?<\/li>\n<li>\n<ul>\n<li>2.1 \u662f\u81ea\u52a8\u5316\u7684LLM<\/li>\n<li>2.2 \u600e\u4e48\u6784\u5efa\u4e00\u4e2a\u597d\u7684Agent<\/li>\n<\/ul>\n<\/li>\n<li>3 Multi-Agent System<\/li>\n<li>\n<ul>\n<li>3.1 LLM\u7684\u5212\u5206<\/li>\n<li>\n<ul>\n<li>3.1.1 8\/2\u6cd5\u5219&#xff1a;\u4e13\u6ce8\u4e8e\u4efb\u52a1&#xff08;\u52a8\u6001\u9a71\u52a8&#xff09;\u800c\u975e\u4ee3\u7406&#xff08;\u56fa\u5b9a\u914d\u7f6e&#xff09;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>4 CrewAI\u662f\u4ec0\u4e48&#xff1f;<\/li>\n<li>\n<ul>\n<li>4.1 \u6838\u5fc3\u7c7b Agent\u3001Task\u3001Crew<\/li>\n<li>\n<ul>\n<li>4.1.1 Agent<\/li>\n<li>4.1.2 Task<\/li>\n<li>4.1.3 Crew<\/li>\n<li>\n<ul>\n<li>4.1.3.1 Processes<\/li>\n<li>\n<ul>\n<li>4.1.3.1.1 Sequential \u987a\u5e8f\u6267\u884c<\/li>\n<li>4.1.3.1.2 Hierarchical \u5c42\u7ea7\u6d41\u7a0b<\/li>\n<li>4.1.3.1.3 Consensual \u534f\u5546\u6d41\u7a0b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>4.2 Tools<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\u5f15\u8a00<\/h2>\n<p>\u4eceAgent\u5230Agent\u6846\u67b6CrewAI\u3002\u4e0d\u4e86\u89e3Agent\u4e5f\u6ca1\u6709\u5173\u7cfb&#xff0c;\u6211\u5c06\u5c1d\u8bd5\u4e00\u6b21\u6027\u8bb2\u660e\u767d\u3002 \u9605\u8bfb\u672c\u7bc7\u53ef\u5bf9Agent\u4e0eCrewAI\u6709\u4e00\u5b9a\u8ba4\u77e5\u3002<\/p>\n<ul>\n<li>\u8d44\u6599 CrewAI\u5b98\u7f51&#xff1a;https:\/\/docs.crewai.com\/en\/introduction Building an agent&#xff1a;https:\/\/docs.llamaindex.ai\/en\/stable\/understanding\/agent\/ Building effective agents&#xff1a;https:\/\/www.anthropic.com\/engineering\/building-effective-agents<\/li>\n<\/ul>\n<h2>1 LLM\u5e94\u7528\u662f\u4ec0\u4e48?<\/h2>\n<ul>\n<li>\n<p>\u4ec0\u4e48\u662f\u5927\u6a21\u578b&#xff1f; \u5728NLP(\u81ea\u7136\u8bed\u8a00\u5904\u7406)\u7b49\u9886\u57df&#xff0c;\u8fd0\u7528\u673a\u5668\u5b66\u4e60&#xff08;\u7279\u522b\u662f\u6df1\u5ea6\u5b66\u4e60&#xff09;\u7684\u624b\u6bb5\u7814\u7a76\u51fa\u6765\u7684\u5f3a\u5927\u7684\u57fa\u7840\u5f15\u64ce\u6216\u5e73\u53f0\u3002<\/p>\n<\/li>\n<li>\n<p>LLM\u5e94\u7528\u548c\u4f20\u7edf\u5e94\u7528\u7684\u533a\u522b \u4f20\u7edf\u5e94\u7528&#xff1a;\u8f93\u5165\u3001\u8fc7\u7a0b\u3001\u8f93\u51fa\u90fd\u662f\u6bd4\u8f83\u56fa\u5b9a\u7684\u3002 LLM\u5e94\u7528&#xff1a;\u6a21\u7cca&#xff08;\u4e0d\u786e\u5b9a&#xff09;\u7684\u8f93\u5165\u3001\u6a21\u7cca\u7684\u8fc7\u7a0b\u3001\u6a21\u7cca\u7684\u8f93\u51fa\u3002<\/p>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250810144913-6898b1694d007.png\" alt=\"![[CrewAI\u5165\u95e8\u7b14\u8bb0.png]]\" \/><\/p>\n<h2>2 LLM Agent\u662f\u4ec0\u4e48?<\/h2>\n<h3>2.1 \u662f\u81ea\u52a8\u5316\u7684LLM<\/h3>\n<p>\u5f53LLM\u5177\u5907\u4e00\u5b9a\u7684\u611f\u77e5\u80fd\u529b&#xff0c;\u53ef\u4ee5\u4f9d\u636e\u72b6\u6001\u81ea\u884c\u8c03\u6574\u3001\u6301\u7eed\u56de\u7b54&#xff0c;\u751a\u81f3\u4f7f\u7528\u5de5\u5177\u3001\u4e0e\u5916\u754c\u4ea4\u4e92\u3002\u8fd9\u5c31\u662f\u4e00\u4e2aAgent\u4e86\u3002 \u4e5f\u53ef\u4ee5\u5212\u5206\u51fa\u4e00\u4e9b\u6838\u5fc3\u8981\u7d20&#xff0c;\u6bd4\u5982\u201d\u611f\u77e5\u3001\u8ba4\u77e5\/\u63a8\u7406\u3001\u884c\u52a8\u3001\u76ee\u6807\u201c\u3002\u6709\u7740\u6838\u5fc3\u601d\u60f3ReACT (Reason &#043; Act)\u3002 \u7b80\u5355\u6765\u8bf4&#xff1a;\u5b83\u601d\u8003\u3001\u8bb0\u5fc6\u3001\u884c\u52a8\u3002<\/p>\n<h3>2.2 \u600e\u4e48\u6784\u5efa\u4e00\u4e2a\u597d\u7684Agent<\/h3>\n<p>\u4e00\u4e2a\u597d\u7684Agent\u6709\u4ee5\u4e0b\u516d\u4e2a\u7279\u70b9&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4e13\u4e1a\u7684\u89d2\u8272\u626e\u6f14<\/p>\n<\/li>\n<li>\n<p>\u4e13\u6ce8\u4e8e\u76ee\u6807 Agent\u7684\u9a71\u52a8\u529b&#xff0c;\u671f\u671b\u3002<\/p>\n<\/li>\n<li>\n<p>\u5408\u9002\u7684\u5de5\u5177<\/p>\n<\/li>\n<li>\n<p>\u826f\u597d\u7684\u534f\u4f5c \u5f88\u5c11\u6709Agent\u80fd\u72ec\u7acb\u5b8c\u6210\u6240\u6709\u590d\u6742\u4efb\u52a1&#xff0c;\u57fa\u4e8e\u8fd9\u4e2a\u524d\u63d0&#xff0c;Agent\u5e94\u5f53\u6709\u826f\u597d\u7684\u201d\u53cd\u9988\u201c&#xff0c;\u8981\u80fd\u8bc6\u522b\u81ea\u8eab\u80fd\u529b\u7684\u5c40\u9650&#xff0c;\u5c06\u4efb\u52a1\u5408\u7406\u5206\u89e3\u5e76\u59d4\u6258\u7ed9\u5176\u4ed6\u66f4\u9002\u5408\u7684Agent\u3002<\/p>\n<\/li>\n<li>\n<p>\u8fb9\u754c\u7ea6\u675f \u64cd\u4f5c\u8fb9\u754c\u3001\u80fd\u529b\u8fb9\u754c\u3001\u5b89\u5168\u8fb9\u754c\u7b49\u2026<\/p>\n<\/li>\n<li>\n<p>\u8bb0\u5fc6<\/p>\n<\/li>\n<\/ul>\n<p>\u6784\u5efa\u65f6\u9700\u8981\u9075\u5faa\u4ee5\u4e0b\u539f\u5219&#xff1a;<\/p>\n<ul>\n<li>\u4fdd\u6301\u8bbe\u8ba1\u7684\u7b80\u6d01<\/li>\n<li>\u5c55\u793a\u660e\u786e\u7684\u89c4\u5212\u6b65\u9aa4&#xff08;\u900f\u660e\u5316&#xff0c;\u4ee5\u8c03\u6574\u4f18\u5148\u7ea7&#xff09;<\/li>\n<\/ul>\n<h2>3 Multi-Agent System<\/h2>\n<p>\u6709\u4e00\u4e9b\u91cd\u8981\u7684\u5171\u8bc6&#xff08;\u6765\u81eaCrewAI\u8bb2\u89e3\u89c6\u9891&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u4e13\u6ce8\u7684LLM\u83b7\u53d6\u66f4\u597d\u7684\u7ed3\u679c<\/li>\n<li>LLM\u5728\u89d2\u8272\u626e\u6f14\u7684\u60c5\u51b5\u5728\u8868\u73b0\u66f4\u597d<\/li>\n<\/ul>\n<p>\u7406\u8bba\u652f\u6491&#xff08;\u6765\u81eaAI\u641c\u7d22\u3001\u9a8c\u8bc1&#xff09;&#xff1a; Anthropic\u7684\u4fe1\u606f\u538b\u7f29\u8bba\u2014\u2014\u201c\u5355\u4e00LLM\u5904\u7406\u5f00\u653e\u6027\u95ee\u9898\u65f6&#xff0c;\u53d7\u9650\u4e8e\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\u548c\u8ba1\u7b97\u8d44\u6e90&#xff0c;\u96be\u4ee5\u9ad8\u6548\u63d0\u70bc\u6d77\u91cf\u4fe1\u606f\u3002\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u901a\u8fc7\u5206\u5de5\u5b9e\u73b0\u201c\u5e76\u884c\u538b\u7f29\u201d\u201d\u3002<\/p>\n<p>\u6240\u4ee5&#xff0c;\u5355\u4e2aAgent\u662f\u6709\u6781\u9650\u7684&#xff0c;\u5e76\u4e0d\u80fd\u652f\u6491\u5b9e\u9645\u751f\u4ea7\u7684\u590d\u6742\u4e1a\u52a1&#xff0c;\u6211\u4eec\u9700\u8981\u591aAgent&#xff0c;\u9700\u8981Multi-Agent System\u3002<\/p>\n<h3>3.1 LLM\u7684\u5212\u5206<\/h3>\n<p>\u5728CrewAI&#xff0c;LLM Agent\u88ab\u5212\u5206\u6765\u5904\u7406\u4e0d\u540c\u7684Task\u3002\u7c7b\u4f3c\u4e8b\u4ef6\u9a71\u52a8\u5212\u5206 \u6216 \u89d2\u8272\u9a71\u52a8\u5212\u5206&#xff08;\u4ece\u4ee3\u7801\u6765\u770b\u5e94\u8be5\u90fd\u53ef\u4ee5&#xff09;\u3002<\/p>\n<ul>\n<li>\u4e00\u4e2a\u6709\u6548\u7684\u601d\u7ef4\u5206\u4eab \u51b3\u5b9a\u4e00\u4e2aLLM Agent\u662f\u4ec0\u4e48\u89d2\u8272\u65f6&#xff0c;\u53ef\u4ee5\u601d\u8003&#034;\u4e00\u4e2a\u73b0\u5b9e\u7684\u56e2\u961f\u91cc&#xff0c;\u4ec0\u4e48\u6837\u7684\u89d2\u8272\u5904\u7406\u4ec0\u4e48\u6837\u7684\u4efb\u52a1\u8868\u73b0\u7684\u66f4\u597d\u201c\u3002<\/li>\n<\/ul>\n<p>\u600e\u4e48\u611f\u89c9DDD\u8fd8\u5728\u8ffd\u7740\u6211\u6253&#xff0c;\u8fd9\u79cd\u8fb9\u754c\u5212\u5206\u964d\u4f4e\u590d\u6742\u5ea6\u7684\u505a\u6cd5\u2026<\/p>\n<table>\n<tr>\u6982\u5ff5DDDCrewAI Agent\u8bbe\u8ba1<\/tr>\n<tbody>\n<tr>\n<td>\u6838\u5fc3\u8fb9\u754c<\/td>\n<td>\u9650\u754c\u4e0a\u4e0b\u6587<\/td>\n<td>Agent\u89d2\u8272\/\u5de5\u5177\u96c6<\/td>\n<\/tr>\n<tr>\n<td>\u534f\u4f5c\u5355\u5143<\/td>\n<td>\u805a\u5408\u6839<\/td>\n<td>Agent\u4efb\u52a1\u6267\u884c\u5b9e\u4f53<\/td>\n<\/tr>\n<tr>\n<td>\u6d41\u7a0b\u8868\u8fbe<\/td>\n<td>\u9886\u57df\u4e8b\u4ef6<\/td>\n<td>\u4efb\u52a1\u94fe\u987a\u5e8f\/\u89e6\u53d1\u6761\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>\u80fd\u529b\u5c01\u88c5<\/td>\n<td>\u9886\u57df\u670d\u52a1<\/td>\n<td>Agent\u5de5\u5177\u65b9\u6cd5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>3.1.1 8\/2\u6cd5\u5219&#xff1a;\u4e13\u6ce8\u4e8e\u4efb\u52a1&#xff08;\u52a8\u6001\u9a71\u52a8&#xff09;\u800c\u975e\u4ee3\u7406&#xff08;\u56fa\u5b9a\u914d\u7f6e&#xff09;<\/h4>\n<p>CrewAI\u5728\u5b98\u7f51\u6587\u6863\u4e2d\u6307\u51fa&#xff1a; \u5728\u6784\u5efa\u9ad8\u6548\u7684 AI \u7cfb\u7edf\u65f6&#xff0c;\u8bf7\u8bb0\u4f4f\u8fd9\u4e2a\u5173\u952e\u539f\u5219&#xff1a;80%\u7684\u52aa\u529b\u5e94\u6295\u5165\u5230\u4efb\u52a1\u8bbe\u8ba1&#xff0c;\u800c\u53ea\u6709 20%\u7528\u4e8e\u5b9a\u4e49\u4ee3\u7406\u3002<\/p>\n<p>\u56e0\u4e3a\u5373\u4f7f\u662f\u6700\u5b8c\u7f8e\u5b9a\u4e49\u7684\u4ee3\u7406&#xff0c;\u5982\u679c\u4efb\u52a1\u8bbe\u8ba1\u4e0d\u5f53\u4e5f\u4f1a\u5931\u8d25&#xff0c;\u4f46\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4efb\u52a1\u53ef\u4ee5\u4f7f\u6700\u7b80\u5355\u7684\u4ee3\u7406\u4e5f\u80fd\u8868\u73b0\u51fa\u8272\u3002\u8fd9\u610f\u5473\u7740&#xff1a;<\/p>\n<ul>\n<li>\u5c06\u5927\u90e8\u5206\u65f6\u95f4\u7528\u4e8e\u7f16\u5199\u6e05\u6670\u7684\u6307\u4ee4<\/li>\n<li>\u5b9a\u4e49\u8be6\u7ec6\u7684\u8f93\u5165\u548c\u9884\u671f\u8f93\u51fa<\/li>\n<li>\u6dfb\u52a0\u793a\u4f8b\u548c\u80cc\u666f\u4fe1\u606f\u4ee5\u6307\u5bfc\u6267\u884c<\/li>\n<li>\u5c06\u5269\u4f59\u65f6\u95f4\u7528\u4e8e\u786e\u5b9a\u4ee3\u7406\u89d2\u8272\u3001\u76ee\u6807\u548c\u80cc\u666f\u6545\u4e8b<\/li>\n<\/ul>\n<p>\u5176\u672c\u8d28\u4e0a\u662f\u5f3a\u8c03\u4e86\u52a8\u6001\u7684\u4efb\u52a1\u8bbe\u8ba1\u7684\u91cd\u8981\u6027&#xff0c;\u4efb\u52a1\u8bbe\u8ba1\u662fAgent\u7cfb\u7edf\u7684\u6838\u5fc3\u9a71\u52a8\u529b\u3002 Agent\u7684\u884c\u4e3a\u9ad8\u5ea6\u4f9d\u8d56\u4efb\u52a1\u6307\u4ee4\u7684\u8d28\u91cf&#xff0c;\u800c\u4efb\u52a1\u6307\u4ee4\u7684\u672c\u8d28\u5c31\u662f\u63d0\u793a\u8bcd&#xff08;Prompt&#xff09;\u7684\u4f18\u5316\u3002<\/p>\n<p>\u5728\u4e00\u822c\u7684Agent\u7cfb\u7edf\u4e2d&#xff0c;\u4efb\u52a1\u4e0e\u4ee3\u7406\u7684\u914d\u7f6e\u5747\u901a\u8fc7Prompt\u5b9e\u73b0&#xff0c;\u4e5f\u5e94\u9075\u5faa8\/2\u6cd5\u5219\u3002 20%\u7cbe\u529b&#xff1a;\u5b9a\u4e49\u4ee3\u7406\u57fa\u7840\u80fd\u529b&#xff0c;\u5982role\u3002 80%\u7cbe\u529b&#xff1a;\u4f18\u5316\u4efb\u52a1Prompt&#xff0c;\u5982task\u3002<\/p>\n<p>8\/2\u6cd5\u5219\u7c7b\u4f3cPrompt\u8bbe\u8ba1\u6a21\u5f0f\u4e2d\u7684CRISPE\u67b6\u6784\u3001CoT\u6b65\u9aa4\u8981\u6c42&#xff0c;\u8fd0\u7528\u7684\u539f\u5219\u7c7b\u4f3c\u4f20\u7edf\u8f6f\u4ef6\u8bbe\u8ba1\u6a21\u5f0f\u4e2d\u7684\u201c\u5c01\u88c5\u7a33\u5b9a\u7684\u3001\u62bd\u79bb\u52a8\u6001\u7684\u201d\u5206\u79bb\u8bbe\u8ba1\u3002<\/p>\n<h2>4 CrewAI\u662f\u4ec0\u4e48&#xff1f;<\/h2>\n<p>CrewAI\u662f\u4e00\u4e2aPython\u7f16\u5199\u7684\u53ef\u4ee5\u7528\u4e8e\u6784\u5efa AI \u4ee3\u7406\u56e2\u961f&#xff08;Multi-Agent System&#xff09;\u7684\u6846\u67b6. \u5177\u5907\u826f\u597d\u7684\u62bd\u8c61&#xff08;\u7ed3\u6784\u5212\u5206&#xff09;\u3001\u5f3a\u5927\u7684\u5de5\u5177\u96c6\u6210\u3001\u8bb0\u5fc6\u7ba1\u7406\u4e0e\u6d41\u7a0b\u63a7\u5236&#xff0c;Agent\u95f4\u53ef\u4ee5\u534f\u540c\u5904\u7406\u590d\u6742\u4efb\u52a1\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250810144913-6898b169cfa99.png\" alt=\"![[\u4eceAgent\u5230CrewAI.png]]\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250810144914-6898b16a2dc1e.png\" alt=\"![[\u4eceAgent\u5230CrewAI-3.png]]\" \/><\/p>\n<h3>4.1 \u6838\u5fc3\u7c7b Agent\u3001Task\u3001Crew<\/h3>\n<p>CrewAI\u901a\u8fc73\u4e2a\u6838\u5fc3\u7c7b&#xff0c;\u6781\u5927\u7b80\u5316\u4e86Agent\u7684\u5f00\u53d1\u6b65\u9aa4\u3002<\/p>\n<h4>4.1.1 Agent<\/h4>\n<p>CrewAI\u7684Agent\u5212\u5206\u6709\u91cd\u8981\u7684\u5c5e\u6027\u3001role\u3001goal\u3001backstroy(\u7c7b\u4f3ccontext)\u3002<\/p>\n<p>\u6709\u4e00\u4e2a\u91cd\u8981\u7684\u8bf4\u660e&#xff1a;\u5f53\u7ed9\u4e88\u4ee3\u7406\u4e13\u95e8\u89d2\u8272\u800c\u975e\u4e00\u822c\u89d2\u8272\u65f6&#xff0c;\u4ee3\u7406\u7684\u8868\u73b0\u4f1a\u663e\u8457\u66f4\u597d\u3002\u4e00\u4e2a\u9ad8\u5ea6\u4e13\u6ce8\u7684\u4ee3\u7406\u80fd\u63d0\u4f9b\u66f4\u7cbe\u786e\u3001\u66f4\u76f8\u5173\u7684\u8f93\u51fa\u3002<\/p>\n<p>\u6bd4\u5982\u901a\u7528\u89d2\u8272\u201d\u4f5c\u5bb6\u201c\u7684\u6548\u679c\u5f80\u5f80\u6ca1\u6709\u4e13\u95e8\u7684\u201dxx\u4f5c\u5bb6\u201c\u6548\u679c\u597d\u3002<\/p>\n<ul>\n<li>trade off \u9ad8\u6548\u7684\u667a\u80fd\u4f53\u9700\u8981\u5728\u4e13\u4e1a&#xff08;\u7cbe\u901a\u67d0\u4e8b&#xff09;\u4e0e\u901a\u7528&#xff08;\u9002\u5e94\u5404\u79cd\u60c5\u51b5&#xff09;\u4e4b\u95f4\u53d6\u5f97\u6070\u5f53\u5e73\u8861\u3002<\/li>\n<\/ul>\n<p>CrewAI\u63d0\u4f9b\u4e86\u4e00\u4e2aLevels List&#xff0c;\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u7684\u590d\u6742\u6027\u548c\u8d28\u91cf\u8981\u6c42\u8fdb\u884c\u9009\u62e9:<\/p>\n<ul>\n<li>Novice agents: Good for straightforward tasks, brainstorming, or initial drafts \u65b0\u624b\u4ee3\u7406&#xff1a;\u9002\u5408\u7b80\u5355\u4efb\u52a1\u3001\u5934\u8111\u98ce\u66b4\u6216\u521d\u7a3f<\/li>\n<li>Intermediate agents: Suitable for most standard tasks with reliable execution \u4e2d\u7ea7\u4ee3\u7406&#xff1a;\u9002\u5408\u5927\u591a\u6570\u6807\u51c6\u4efb\u52a1&#xff0c;\u6267\u884c\u53ef\u9760<\/li>\n<li>Expert agents: Best for complex, specialized tasks requiring depth and nuance \u4e13\u5bb6\u4ee3\u7406&#xff1a;\u6700\u9002\u5408\u590d\u6742\u3001\u4e13\u4e1a\u4efb\u52a1&#xff0c;\u9700\u8981\u6df1\u5ea6\u548c\u7ec6\u81f4<\/li>\n<li>World-class agents: Reserved for critical tasks where exceptional quality is needed \u9876\u5c16\u4ee3\u7406&#xff1a;\u4fdd\u7559\u7528\u4e8e\u5173\u952e\u4efb\u52a1&#xff0c;\u9700\u8981\u5353\u8d8a\u8d28\u91cf<\/li>\n<\/ul>\n<h4>4.1.2 Task<\/h4>\n<p>Q&#xff1a;\u5b9a\u4e49\u4e00\u4e2a\u597d\u7684\u4efb\u52a1\u7684\u5173\u952e\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p>\u9996\u5148&#xff0c;\u7ad9\u5728Manager\u7684\u89d2\u5ea6&#xff0c;\u660e\u786e\u76ee\u6807\u3001\u5b9e\u73b0\u76ee\u6807\u7684\u8fc7\u7a0b\u3002 \u6240\u4ee5&#xff0c;\u6211\u4eec\u6709\u4e24\u4e2a\u5fc5\u987b\u7684\u5c5e\u6027&#xff0c;\u63cf\u8ff0\u3001&#xff08;\u671f\u671b&#xff09;\u9884\u671f\u7ed3\u679c\u3002<\/p>\n<p>CrewAI\u7684Task\u5b9a\u4e49\u6709description\u4e0eexpected_output\u3001agent\u3002 \u4efb\u52a1\u63d0\u4f9b\u6267\u884c\u6240\u9700\u7684\u6240\u6709\u5fc5\u8981\u7ec6\u8282&#xff0c;\u4f8b\u5982\u63cf\u8ff0\u3001\u8d1f\u8d23\u7684\u4ee3\u7406\u3001\u6240\u9700\u7684\u5de5\u5177\u7b49&#xff0c;\u4ece\u800c\u4fc3\u8fdb\u5404\u79cd\u590d\u6742\u7a0b\u5ea6\u7684\u884c\u52a8\u3002<\/p>\n<h4>4.1.3 Crew<\/h4>\n<p>\u5728Multi-Agent System\u4e2d&#xff0c;\u5e38\u6709\u4e00\u4e2aLLM Call Router\u7684\u89d2\u8272\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250810144914-6898b16a7355c.png\" alt=\"![[\u4eceAgent\u5230CrewAI-1.png]]\" \/><\/p>\n<p>CrewAI\u4f7f\u7528 Crew&#xff08;\u4e00\u4e2aManager LLM&#xff09;\u5c06Agent\u4e0eTask\u5173\u8054\u3001\u7ec4\u7ec7\u8d77\u6765\u3002 \u4e0d\u4ec5\u4ec5\u662fLLM Call Router\u7684\u4f5c\u7528\u3002<\/p>\n<p>crew <span class=\"token operator\">&#061;<\/span> Crew<span class=\"token punctuation\">(<\/span><br \/>\nagents <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>planner<span class=\"token punctuation\">,<\/span> writer<span class=\"token punctuation\">,<\/span> editor<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\ntasks <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>plan<span class=\"token punctuation\">,<\/span> write<span class=\"token punctuation\">,<\/span> edit<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\nverbose <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">2<\/span> <span class=\"token comment\"># 1 or 2,2\u53ef\u4ee5\u770b\u6240\u6709\u6267\u884c\u65e5\u5fd7<\/span><\/p>\n<p>\u5728\u8fd9\u4e2a\u793a\u4f8b\u4e2d&#xff0c;tasks\u6309\u7167\u987a\u5e8f\u6267\u884c&#xff08;agents\u662f\u6ce8\u518c\u7528&#xff0c;\u5177\u4f53task\u4f7f\u7528\u7684agent\u5728config\u65f6\u7ed1\u5b9a&#xff09;\u3002<\/p>\n<h5>4.1.3.1 Processes<\/h5>\n<p>\u5982\u4f55\u8ba9Agent\u4e4b\u95f4\u534f\u540c\u5de5\u4f5c&#xff08;collaborate&#xff09;? CrewAI\u63d0\u4f9b\u6709\u987a\u5e8f\u6267\u884c\u3001\u5206\u5c42&#xff08;\u5c42\u7ea7\u6d41\u7a0b&#xff09;\u3001\u534f\u5546\u6267\u884c\u4e09\u79cd\u65b9\u5f0f\u3002 \u6211\u4eec\u4e5f\u53ef\u4ee5\u81ea\u5b9a\u4e49\u534f\u4f5c\u89c4\u5219\u3002<\/p>\n<h6>4.1.3.1.1 Sequential \u987a\u5e8f\u6267\u884c<\/h6>\n<p>\u987a\u5e8f\u6267\u884c\u3002\u524d\u4e00\u4e2a\u4efb\u52a1\u7684\u8f93\u51fa\u901a\u8fc7 context \u81ea\u52a8\u6ce8\u5165\u5230\u540e\u4e00\u4e2a\u4efb\u52a1\u7684 Prompt \u4e2d\u3002 \u6bcf\u4e2aTask\u5fc5\u987b\u6307\u5b9aAgent\u3002<\/p>\n<h6>4.1.3.1.2 Hierarchical \u5c42\u7ea7\u6d41\u7a0b<\/h6>\n<p>Crew\u542f\u52a8\u540e\u4f7f\u7528 Manager&#xff08;\u53ef\u4ee5\u662f\u4e00\u4e2a\u72ec\u7acb\u7684 Agent&#xff0c;\u4e5f\u53ef\u4ee5\u76f4\u63a5\u7528 LLM&#xff09; \u89c2\u5bdf\u6240\u6709\u4efb\u52a1\u4e0e\u6240\u6709 agent \u7684\u80fd\u529b\u63cf\u8ff0&#xff0c;\u52a8\u6001\u51b3\u5b9a\u8c01\u6765\u505a\u4ec0\u4e48&#xff1b;\u4efb\u52a1\u5b8c\u6210\u540e\u518d\u7531 manager \u5ba1\u6838\u3001\u6574\u5408\u3002<\/p>\n<p>\u4efb\u52a1\u4e0e agent \u65e0\u9700\u9884\u5148\u7ed1\u5b9a&#xff0c;manager \u5b9e\u65f6\u59d4\u6d3e\u3002 \u9002\u7528\u4e8e\u6240\u6709\u9700\u8981\u201c\u4efb\u52a1\u8c03\u5ea6&#043;\u8d28\u91cf\u628a\u5173\u201d\u7684\u573a\u666f\u3002 \u5728\u5b9a\u4e49Agent\u65f6&#xff0c;\u53ef\u4ee5\u914d\u7f6eallow_delegation&#061;True\u3002<\/p>\n<p>manager_agent &#061; Agent(allow_delegation&#061;True)  # \u542f\u7528\u59d4\u6d3e\u6743\u9650<br \/>\ncrew &#061; Crew(process&#061;Process.hierarchical, manager_llm&#061;manager_agent)<\/p>\n<p>\u5de5\u4f5c\u6d41&#xff1a;<\/p>\n<li>Manager \u89e3\u6790\u4efb\u52a1\u5e76\u62c6\u5206\u5b50\u4efb\u52a1&#xff1b;<\/li>\n<li>\u901a\u8fc7 Delegate work \u5de5\u5177 \u5c06\u5b50\u4efb\u52a1\u5206\u53d1\u7ed9\u5339\u914d\u7684 Specialist Agent&#xff1b;<\/li>\n<li>Specialist \u6267\u884c\u540e\u8fd4\u56de\u7ed3\u679c\u7ed9 Manager<\/li>\n<p>\u4efb\u52a1\u94fe\u8def\u91cc\u81f3\u5c11\u8981\u6709\u4e00\u4e2a Agent \u7684 allow_delegation&#061;False&#xff0c;\u5426\u5219 Manager \u4f1a\u628a\u6240\u6709\u4efb\u52a1\u90fd\u59d4\u6d3e\u51fa\u53bb&#xff0c;\u5bfc\u81f4\u7a7a\u8f6c\u3002<\/p>\n<ul>\n<li>\u539f\u7406&#xff08;\u6765\u81eaKimi K2&#xff09;<\/li>\n<\/ul>\n<p>\u7528\u6237\u8f93\u5165 \u2500\u2500\u25b6 Manager \u89c4\u5212\u5e76\u5206\u7c7b\u4efb\u52a1<br \/>\n                    \u2502<br \/>\n                    \u251c\u2500\u25b6 \u59d4\u6d3e\u6280\u672f\u5b50\u4efb\u52a1 \u2500\u2500\u25b6 Technical Agent \u2500\u2510<br \/>\n                    \u2502                                      \u2502<br \/>\n                    \u251c\u2500\u25b6 \u59d4\u6d3e\u8d26\u5355\u5b50\u4efb\u52a1 \u2500\u2500\u25b6 Billing Agent \u2500\u2524\u2500\u2500\u25b6 Manager \u8d28\u68c0<br \/>\n                    \u2502                                      \u2502<br \/>\n                    \u2514\u2500\u25b6 \u59d4\u6d3e\u8d28\u68c0\u4efb\u52a1 \u2500\u2500\u25b6 QA Agent &#8212;&#8212;-\u2518<br \/>\n                                           \u25b2<br \/>\n                                           \u2502<br \/>\n                                    \u4e0d\u901a\u8fc7\u5219\u56de\u9000<\/p>\n<p>Hierarchical\u8fd9\u6837\u7684\u52a8\u6001\u59d4\u6d3e\u7684\u539f\u7406\u662f\u4ec0\u4e48\u5462&#xff1f; \u5927\u6982\u662f\u4e00\u4e2aManager Prompt<\/p>\n<p>\u4f60\u662f\u9879\u76ee\u7ecf\u7406&#xff0c;\u624b\u4e0b\u6709\u8fd9\u4e9b\u4eba&#xff1a;<br \/>\n[agent0] role: \u9ad8\u7ea7\u5f00\u53d1, goal: &#8230;, tools: [CodeInterpreter]<br \/>\n[agent1] role: \u6d4b\u8bd5\u5de5\u7a0b\u5e08, goal: &#8230;, tools: [Browser]<br \/>\n\u4efb\u52a1\u5217\u8868&#xff1a;<br \/>\nTask0: \u5199\u6ce8\u518c\u63a5\u53e3<br \/>\nTask1: \u5199\u5355\u5143\u6d4b\u8bd5<\/p>\n<p>Prompt \u91cc\u4f1a\u9644\u4e0a\u4e00\u6bb5\u7cfb\u7edf\u6307\u4ee4&#xff1a;\u201c\u8bf7\u6839\u636e agent \u80fd\u529b\u628a\u4efb\u52a1\u5206\u6d3e\u4e0b\u53bb&#xff0c;\u5e76\u5728\u6536\u5230\u7ed3\u679c\u540e\u5224\u65ad\u662f\u5426\u7b26\u5408 expected_output&#xff0c;\u4e0d\u7b26\u5408\u5c31\u56de\u9000\u6216\u91cd\u6d3e\u3002\u201d<\/p>\n<p>\u7b80\u5355\u603b\u7ed3&#xff1a;\u201c\u7528\u66f4\u5927\u7684 prompt\u8ba9\u66f4\u5927\u7684 LLM\u626e\u6f14\u9879\u76ee\u7ecf\u7406&#xff0c;\u7136\u540e\u628a\u6240\u6709 agent \u7684 execute() \u5f53\u6210\u666e\u901a\u51fd\u6570\u53cd\u590d\u8c03\u7528&#xff0c;\u76f4\u5230 LLM \u8bf4 OK \u4e3a\u6b62\u3002\u201d<\/p>\n<h6>4.1.3.1.3 Consensual \u534f\u5546\u6d41\u7a0b<\/h6>\n<p>\u89c4\u5212\u4e2d&#xff0c;\u591a\u4e2a agent \u6c11\u4e3b\u534f\u5546\u3001\u6295\u7968\u6216\u8fa9\u8bba\u540e\u51b3\u5b9a\u4efb\u52a1\u987a\u5e8f\u4e0e\u7ed3\u679c \u3002<\/p>\n<p><span class=\"token keyword\">from<\/span> enum <span class=\"token keyword\">import<\/span> Enum<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Process<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Enum<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    Class representing the different processes that can be used to tackle tasks<br \/>\n    &#034;&#034;&#034;<\/span><\/p>\n<p>    sequential <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;sequential&#034;<\/span><br \/>\n    hierarchical <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;hierarchical&#034;<\/span><br \/>\n    <span class=\"token comment\"># TODO: consensual &#061; &#039;consensual&#039;<\/span><\/p>\n<h3>4.2 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