{"id":12776,"date":"2025-06-20T13:06:39","date_gmt":"2025-06-20T05:06:39","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=12776"},"modified":"2025-07-26T19:17:41","modified_gmt":"2025-07-26T11:17:41","slug":"multi-agent-or-single-agent","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/12776-multi-agent-or-single-agent","title":{"rendered":"AI Agent \u67b6\u69cb\u6bd4\u8f03: Multi-Agent \u6216 Single-Agent"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><a href=\"https:\/\/ihower.tw\/opt-in\/gai\">\u6b61\u8fce\u8a02\u95b1 \ud83d\udcec<\/a>&nbsp;\u611b\u597d AI Engineer \u96fb\u5b50\u5831&nbsp;<a href=\"https:\/\/ihower.tw\/blog\/archives\/category\/aie\">\u904e\u5f80\u671f\u6578\u9ede\u9019<\/a>&nbsp;\ud83d\udcda<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/06\/Xnip2025-06-20_02-47-45.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"413\" data-attachment-id=\"12781\" data-permalink=\"https:\/\/ihower.tw\/blog\/12776-multi-agent-or-single-agent\/xnip2025-06-20_02-47-45\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/06\/Xnip2025-06-20_02-47-45.jpg\" data-orig-size=\"1763,711\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Xnip2025-06-20_02-47-45\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/06\/Xnip2025-06-20_02-47-45-300x121.jpg\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/06\/Xnip2025-06-20_02-47-45-1024x413.jpg\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/06\/Xnip2025-06-20_02-47-45-1024x413.jpg\" alt=\"\" class=\"wp-image-12781\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/06\/Xnip2025-06-20_02-47-45-1024x413.jpg 1024w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/06\/Xnip2025-06-20_02-47-45-300x121.jpg 300w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/06\/Xnip2025-06-20_02-47-45-768x310.jpg 768w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/06\/Xnip2025-06-20_02-47-45-1536x619.jpg 1536w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/06\/Xnip2025-06-20_02-47-45-1568x632.jpg 1568w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/06\/Xnip2025-06-20_02-47-45.jpg 1763w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p>(\u4f86\u4e00\u6b21\u8b1b\u4e09\u7bc7 multi-agents \u67b6\u69cb\u6587\u7ae0 + PoC \u5be6\u4f5c\u7d93\u9a57\u5206\u4eab)<\/p>\n\n\n\n<p>\u8fd1\u671f\u6709\u5169\u5bb6\u77e5\u540d AI \u516c\u53f8\u5e7e\u4e4e\u540c\u6642\u767c\u8868\u4e86\u95dc\u65bc multi-agent \u7cfb\u7d71\u7684\u6587\u7ae0\uff0c\u4f46\u89c0\u9ede\u4e4d\u770b\u4e4b\u4e0b\u5b8c\u5168\u76f8\u53cd:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.anthropic.com\/engineering\/built-multi-agent-research-system\">Anthropic \u8aaa &#8220;How we built our multi-agent research system&#8221; <\/a>\u6211\u5011\u5982\u4f55\u5efa\u69cb\u591a\u4ee3\u7406\u4eba\u7814\u7a76\u7cfb\u7d71<\/li>\n\n\n\n<li><a href=\"https:\/\/cognition.ai\/blog\/dont-build-multi-agents\">Cognition \u8aaa &#8220;Don&#8217;t Build Multi-Agents&#8221;<\/a> \u4e0d\u8981\u84cb\u591a\u4ee3\u7406\u4eba\u7cfb\u7d71<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5169\u65b9\u8ad6\u9ede\u6574\u7406<\/h3>\n\n\n\n<!--more-->\n\n\n\n<p>Anthropic \u7684\u898b\u89e3: Multi-agent \u6709\u5176\u5fc5\u8981\u6027<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Single-agent \u5728\u8907\u96dc\u4efb\u52d9\u4e0a\u5fc5\u7136\u6703\u649e\u5230 context window \u9650\u5236<\/li>\n\n\n\n<li>\u67d0\u4e9b\u7814\u7a76\u4efb\u52d9\u5929\u751f\u5c31\u9069\u5408\u5e73\u884c\u8655\u7406\uff0c\u50cf\u662f\u300c\u627e\u51fa S&amp;P 500 \u79d1\u6280\u80a1\u7684\u6240\u6709\u8463\u4e8b\u6703\u6210\u54e1\u300d<\/li>\n\n\n\n<li>\u4ed6\u5011\u7684\u5167\u90e8\u8a55\u6e2c\u986f\u793a\uff0cmulti-agent \u7cfb\u7d71\u6bd4 single-agent Claude Opus 4 \u6548\u80fd\u63d0\u5347\u4e86 90.2%<\/li>\n\n\n\n<li>\u95dc\u9375\u5728\u65bc: token \u4f7f\u7528\u91cf\u89e3\u91cb\u4e86 80% \u7684\u6548\u80fd\u5dee\u7570\uff0cmulti-agent \u80fd\u6709\u6548\u64f4\u5c55 token \u9810\u7b97<\/li>\n<\/ul>\n\n\n\n<p>Cognition \u7684\u898b\u89e3: Context \u5171\u4eab\u624d\u662f\u738b\u9053<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Multi-agent \u6700\u5927\u554f\u984c\u662f context \u7121\u6cd5\u6709\u6548\u5171\u4eab\uff0c\u5c0e\u81f4\u5b50\u4ee3\u7406\u4eba\u505a\u51fa\u885d\u7a81\u6c7a\u7b56<\/li>\n\n\n\n<li>\u800c\u5927\u591a\u6578\u73fe\u5be6\u4e16\u754c\u7684\u4efb\u52d9\u90fd\u6709\u8a31\u591a\u5c64\u6b21\u7684\u7d30\u5fae\u5dee\u5225\uff0c\u9019\u4e9b context \u7d30\u7bc0\u5dee\u7570\u90fd\u6709\u53ef\u80fd\u88ab multi-agent \u8aa4\u89e3<\/li>\n\n\n\n<li>\u5c31\u50cf\u5169\u500b\u5de5\u7a0b\u5e2b\u5404\u81ea\u5beb\u7a0b\u5f0f\u4f46\u6c92\u6e9d\u901a\uff0c\u7d50\u679c merge \u6642\u885d\u7a81\u4e00\u5806<\/li>\n\n\n\n<li>\u73fe\u968e\u6bb5\u7684 LLM \u9084\u4e0d\u5920\u8070\u660e\u53bb\u505a\u591a Agents \u7684\u6709\u6548\u5354\u4f5c<\/li>\n\n\n\n<li>\u5efa\u8b70\u7528 single workflow \u67b6\u69cb\u642d\u914d context compression \u6280\u8853\uff0c\u78ba\u4fdd context \u9023\u8cab\u6027<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5fc3\u5f97: \u4ec0\u9ebc\u6642\u5019\u9069\u5408\u7528 Multi-agent\uff1f<\/h3>\n\n\n\n<p>\u9019\u5176\u5be6\u975e\u5e38\u50cf\u300c\u4e00\u4eba\u516c\u53f8 vs. \u591a\u4eba\u5718\u968a\u300d\u5de5\u4f5c\u6548\u7387\u554f\u984c: \u4e00\u4eba\u516c\u53f8(Single-agent): \u6548\u7387\u6700\u9ad8\uff0c\u6c92\u6709\u6e9d\u901a\u6210\u672c\uff0c\u4f46\u6709\u9ad4\u529b\u548c\u6642\u9593\u4e0a\u9650\u3002\u591a\u4eba\u5718\u968a(Multi-agent): \u53ef\u4ee5 scale \u66f4\u5927\u554f\u984c\uff0c\u4f46\u9700\u4ed8\u51fa\u9ad8\u6602\u5354\u4f5c\u6210\u672c\uff0c\u5bb9\u6613\u51fa\u73fe\u8cc7\u8a0a\u4e0d\u5c0d\u7a31\u3002<\/p>\n\n\n\n<p>Anthropic \u9019\u7bc7\u7684\u5be6\u4f5c\u6587\u7ae0\u7d66\u6211\u8a31\u591a Multi-agents \u5be6\u4f5c\u7684\u555f\u767c\uff0c\u9996\u5148\u662f\u4ec0\u9ebc\u6642\u5019\u9069\u5408\u7528 Multi-agents? \u4e26\u4e0d\u662f\u6240\u6709\u554f\u984c\u90fd\u9069\u5408\u3002\u9069\u5408\u7684\u689d\u4ef6\u6709: 1. \u4efb\u52d9\u5929\u751f\u5c31\u53ef\u4ee5\u5e73\u884c\u62c6\u5206\uff0c\u4f8b\u5982\u6536\u96c6\u591a\u500b\u4f86\u6e90\u8cc7\u6599 2. \u9700\u8981\u8655\u7406\u7684\u8cc7\u8a0a\u91cf\u8d85\u904e\u55ae\u4e00 context window \u9650\u5236 3. \u50f9\u503c\u8981\u5920\u9ad8\uff0c\u4ed8\u5f97\u8d77\u7b46\u4e00\u822c\u5c0d\u8a71\u9ad8\u9054 15 \u500d\u7684 token \u6210\u672c<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u53e6\u4e00\u7bc7 LangChain \u7684 Multi-Agent \u5be6\u9a57<\/h3>\n\n\n\n<p>\u525b\u597d LangChain \u8fd1\u671f\u4e5f\u6709\u4e00\u7bc7 <a href=\"https:\/\/blog.langchain.com\/benchmarking-multi-agent-architectures\/\">Benchmarking Multi-Agent Architectures<\/a> \u4e00\u91dd\u5c0d\u4e0d\u540c\u67b6\u69cb\u9032\u884c\u5be6\u9a57\uff0c\u5c0d\u6bd4\u4e86\u4e09\u7a2e\u5e38\u898b\u5f62\u5f0f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Single Agent: \u55ae\u4e00 Agent \u64c1\u6709\u6240\u6709\u5de5\u5177\u8207\u6307\u4ee4\u96c6\uff0c\u76f4\u63a5\u8655\u7406\u4efb\u52d9<\/li>\n\n\n\n<li>Multi-Agent (Supervisor): \u4e3b Agent \u8ca0\u8cac\u63a5\u6536\u4efb\u52d9\u4e26\u5c07\u5b50\u4efb\u52d9\u5206\u6d3e\u7d66\u4e0d\u540c Sub Agent\uff0c\u518d\u5f59\u6574\u7d50\u679c<\/li>\n\n\n\n<li>Multi-Agent (Handoff): \u6240\u6709 Agent \u5c0d\u7b49\uff0c\u5f7c\u6b64\u53ef\u4e92\u76f8 handoff \u4efb\u52d9\uff0c\u7576\u4e0b\u53ea\u6709\u4e00\u4f4d Agent \u6d3b\u8e8d<\/li>\n<\/ul>\n\n\n\n<p>\u5be6\u9a57\u5728 Tau-bench \u4efb\u52d9\u96c6\u4e0a\u9032\u884c\u5ef6\u4f38\uff0c\u52a0\u5165 6 \u500b\u984d\u5916\u5e72\u64fe\u7684\u4efb\u52d9 prompt \u8207\u5de5\u5177 tools\uff0c\u6a21\u64ec\u771f\u5be6\u8907\u96dc\u5834\u666f\u4e0b\u7684\u4ee3\u7406\u4eba\u884c\u70ba\u3002\u7d50\u679c\u986f\u793a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u55ae\u4e00\u4efb\u52d9 + \u5de5\u5177\u5c11\u6642\uff0cSingle Agent \u8868\u73fe\u6700\u4f73\uff0c\u57f7\u884c\u8def\u5f91\u7c21\u55ae\u3001\u4e0d\u9700\u984d\u5916\u5354\u8abf\u3002<\/li>\n\n\n\n<li>\u4efb\u52d9\u591a\u5143 + \u5de5\u5177\u7e41\u96dc\u6642\uff0c Multi-Agent (Handoff) \u67b6\u69cb\u7565\u52dd\u4e00\u7c4c\uff0c\u56e0\u70ba\u53ef\u76f4\u63a5\u56de\u61c9\u4f7f\u7528\u8005\u3002Multi-Agent (Supervisor) \u67b6\u69cb\u9700\u8981\u900f\u904e Lead Agent \u5728\u8f49\u56de\u7d66\u7528\u6236\uff0c\u8868\u73fe\u6b21\u4f73\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u91cd\u9ede\u662f\uff0c\u5728\u5e72\u64fe\u589e\u591a\u7684\u60c5\u6cc1\u4e0b\uff0cSingle Agent \u7684\u6548\u80fd\u5feb\u901f\u4e0b\u6ed1\uff0c\u53cd\u6620\u5176\u5c0d\u96dc\u4e82\u7684 context \u62b5\u6297\u529b\u8f03\u5f31\uff1b\u53cd\u4e4b\uff0cHandoff \u8207 Supervisor \u7684 Multi-Agent \u67b6\u69cb\u5728 context \u8907\u96dc\u5ea6\u63d0\u9ad8\u6642\u4ecd\u7dad\u6301\u7a69\u5b9a\u6548\u80fd\u3002\u9019\u7bc7\u7814\u7a76\u5176\u5be6\u52a0\u5f37\u4e86 Anthropic \u7684\u4e3b\u5f35: \u5728\u8cc7\u8a0a\u91cf\u5f88\u9ad8\u7684\u4efb\u52d9\u4e2d\uff0cMulti-Agent \u67b6\u69cb\u78ba\u5be6\u80fd\u66f4\u7a69\u5b9a\u5730 scale \u51fa\u6548\u80fd\u3002<\/p>\n\n\n\n<p>Anthropic \u7684\u5834\u666f\u662f\u641c\u5c0b\u8cc7\u6599\u5f88\u591a\uff0c\u800c LangChain \u6e2c\u8a66\u7684\u5834\u666f\u662f\u4efb\u52d9\u5f88\u591a\u5143\uff0c\u9019\u662f\u5dee\u7570\uff0c\u4f46\u5171\u901a\u9ede\u662f AI \u8981\u8655\u7406\u7684\u8cc7\u6599\u91cf\u5f88\u591a\uff0c\u6240\u4ee5\u624d\u9700\u8981\u7528\u5230 multi-agents \u67b6\u69cb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5fc3\u5f97: Mutli-agents \u7684 prompt \u600e\u9ebc\u5beb?<\/h3>\n\n\n\n<p>\u53e6\u4e00\u500b\u6211\u5728 Anthropic \u6587\u7ae0\u5b78\u5230\u7684\u662f Mutli-agents \u7684 <a href=\"https:\/\/github.com\/anthropics\/anthropic-cookbook\/tree\/main\/patterns\/agents\/prompts\">prompt \u7684\u5be6\u4f5c\u7d30\u7bc0<\/a>\uff0c\u4f8b\u5982:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8981\u8a73\u7d30\u6559 Lead Agent \u62c6\u89e3\u4efb\u52d9\u3001\u660e\u78ba\u5283\u5b9a\u908a\u754c<\/li>\n\n\n\n<li>\u6839\u64da\u4efb\u52d9\u8907\u96dc\u5ea6\u5206\u914d agent \u6578\u91cf\u8207\u5de5\u5177\u547c\u53eb\u6b21\u6578\uff0c\u4f8b\u5982: \u7c21\u55ae\u4efb\u52d9 1 agent + 3~10 \u6b21\u5de5\u5177\uff0c\u8907\u96dc\u4efb\u52d9\u5247 10+ agent \u5e73\u884c\u64cd\u4f5c<\/li>\n\n\n\n<li>\u7d66\u4e88\u660e\u78ba\u5de5\u5177\u4f7f\u7528\u898f\u5247\uff0c\u964d\u4f4e\u8aa4\u7528\u7387<\/li>\n\n\n\n<li>\u641c\u5c0b\u7b56\u7565\u63a1\u300c\u5148\u5ee3\u5f8c\u6df1\u300d\uff1a\u5148\u7528\u77ed\u67e5\u8a62\u63a2\u7d22\uff0c\u518d\u805a\u7126\u6df1\u5165<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6211\u7684 PoC \u5be6\u4f5c\u7d93\u9a57<\/h3>\n\n\n\n<p>Anthropic \u53ea\u6709\u516c\u958b prompt \u6c92\u6709\u7a0b\u5f0f\u78bc\uff0c\u8981\u9ad4\u6703 multi-agents \u67b6\u69cb\u8981\u7df4\u7fd2\u5be6\u4f5c\u8dd1\u8dd1\u770b\uff0c\u624d\u80fd\u77e5\u9053\u5230\u5e95\u4ed6\u662f\u600e\u9ebc\u904b\u4f5c\u7684\u3002\u6211\u7528 OpenAI o3 + GPT-4.1 \u7528 OpenAI Agents SDK \u81e8\u6479\u4e86 Anthropic \u7684\u9019\u500b multi-agents researcher \u7cfb\u7d71\uff0c<a href=\"https:\/\/github.com\/ihower\/ihower-llm-workshop\/blob\/main\/mutli-agent-research.py\">Code \u5728\u9019\u88e1<\/a>\uff0c\u6709\u7a0d\u5fae\u8abf\u6574\u904e prompt \u4f86\u914d\u5408 OpenAI Agents SDK \u6846\u67b6\u3002\u6211\u7684\u7248\u672c\u8dd1\u4e00\u6b21\u53ef\u9054 10 \u5206\u9418\uff0c\u547c\u53eb\u5de5\u5177 69 \u6b21\uff0c\u82b1\u8cbb\u7d04 USD 1.5\u3002<\/p>\n\n\n\n<p>\u505a\u51fa PoC \u53ef\u4ee5\u8dd1\u5176\u5be6\u4e0d\u96e3\uff0c\u96e3\u5728\u7d30\u7bc0\u6253\u78e8\u554a\u3002\u96e3\u9ede\u9084\u6709:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a55\u4f30\u6a5f\u5236: \u9700\u642d\u914d LLM-as-judge\uff0c\u5f9e\u4e8b\u5be6\u6b63\u78ba\u6027\u3001\u5f15\u7528\u54c1\u8cea\u3001\u5de5\u5177\u6548\u7387\u7b49\u9762\u5411\u8a55\u5206\uff0c\u4ecd\u9700\u4eba\u5de5\u6e2c\u8a66\u8f14\u52a9<\/li>\n\n\n\n<li>\u6aa2\u7d22\u5de5\u5177\u54c1\u8cea: \u8a2d\u8a08\u826f\u597d\u7684 web search\/fetch \u5de5\u5177\u8207\u63cf\u8ff0\uff0c\u907f\u514d agent \u8d70\u932f\u8def<\/li>\n\n\n\n<li>\u72c0\u614b\u7ba1\u7406\u8207\u5bb9\u932f: \u9577\u6642\u9593\u4efb\u52d9 (&gt;10 \u5206\u9418)\u3001\u591a agent \u4e26\u884c\u60c5\u5883\u4e2d\u82e5\u9047\u932f\u8aa4\u6216\u4e2d\u65b7\uff0c\u8981\u80fd\u5bb9\u932f\u8207\u91cd\u8a66<\/li>\n\n\n\n<li>\u9700\u8981 production tracing \u5de5\u5177\u4f86\u8ffd\u8e64 agent \u884c\u70ba\u8207\u5931\u6557\u539f\u56e0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u5f8c\u7d50\u8ad6<\/h3>\n\n\n\n<p>\u5efa\u8b70\u9810\u8a2d\u9084\u662f\u5148\u7528 Single-agent + context compression \u8a2d\u8a08\uff0c\u7279\u5b9a\u9069\u5408\u5834\u666f(\u4f8b\u5982\u9069\u5408\u62c6\u4efb\u52d9\u5e73\u884c\u8655\u7406\u3001\u6216\u662f\u4efb\u52d9\u5f88\u591a\u5143) \u624d\u7528 Multi-agent \u4f86 Scale \u66f4\u5927\u898f\u6a21\u3002\u76f8\u4fe1\u4e4b\u5f8c\u96a8\u8457\u6a21\u578b\u8b8a\u8070\u660e\uff0c\u767c\u660e\u51fa\u66f4\u597d\u7684 Agent \u5354\u4f5c\u7cfb\u7d71\uff0cMultl-agents \u67b6\u69cb\u60f3\u5fc5\u4e5f\u6703\u8d8a\u4f86\u8d8a\u53ef\u9760\u3002<\/p>\n\n\n\n<p>One more thing: \u5982\u679c\u662f\u81ea\u7528\uff0c\u63a8\u85a6\u7528 Claude Code \u4e5f\u53ef\u4ee5\u505a\u51fa multi-agent \u7684 researcher \u6d41\u7a0b\uff0c\u800c\u4e14\u662f\u7528 Claude Max Plan \u56fa\u5b9a\u6708\u8cbb\uff0c\u4e0d\u5403 API tokens \u9019\u6703\u8d85\u8cb4\uff0c\u6027\u50f9\u6bd4\u8d85\u9ad8\u3002\u8a73\u60c5\u53ef\u4ee5\u53c3\u8003<a href=\"https:\/\/ihower.tw\/notes\/%E6%8A%80%E8%A1%93%E7%AD%86%E8%A8%98-AI\/Claude+Code\">\u6211\u7684 Claude Code \u7b46\u8a18<\/a>\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5f8c\u7e8c: <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Philipp Schmid \u7684\u9019\u7bc7 <a href=\"https:\/\/www.philschmid.de\/single-vs-multi-agents\">Single vs Multi-Agent System?<\/a> \u6bd4\u8f03\u6587\u7ae0\u4e0d\u932f<\/li>\n\n\n\n<li>LangChain \u7684 <a href=\"https:\/\/blog.langchain.com\/how-and-when-to-build-multi-agent-systems\/\">How and when to build multi-agent systems<\/a> \u4e5f\u6574\u7406\u4e86\u4e00\u4e9b\u91cd\u9ede<\/li>\n\n\n\n<li><a href=\"https:\/\/maven.com\/p\/446ea1\/why-devin-does-not-use-multi-agents\">Walden \u7684 Why Devin does not use multi agents \u6f14\u8b1b<\/a> \u548c<a href=\"https:\/\/docs.google.com\/presentation\/d\/1QwM1d4fx7sEJ6ar3IVSPWPkDLpStux7P8jQHa8U_xlc\/edit?slide=id.p#slide=id.p\"> \u6295\u5f71\u7247<\/a>\uff0c\u7d50\u8ad6\u6709:\n<ul class=\"wp-block-list\">\n<li>\u5f88\u591a\u60c5\u6cc1\u4e0b\u4e00\u500b\u5f37\u5927\u7684\u55ae\u4e00 Agent \u5c31\u8db3\u5920<\/li>\n\n\n\n<li>\u5982\u679c\u771f\u7684\u5fc5\u9808\u591a Multi-Agents:\n<ul class=\"wp-block-list\">\n<li>\u552f\u8b80\u591a Agent \u5728\u8b39\u614e\u4f7f\u7528\u4e0b\u662f\u53ef\u884c\u7684<\/li>\n\n\n\n<li>\u4f7f\u7528 Agent \u7dda\u6027\u57f7\u884c\u4f86\u907f\u514d\u4e26\u884c\u6c7a\u7b56\u7684\u554f\u984c\uff0c\u5982\u679c\u4e0a\u4e0b\u6587\u6703\u7206\u6389\uff0c\u518d\u8003\u616e\u505a\u4e0a\u4e0b\u6587\u58d3\u7e2e<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u826f\u597d\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\u61c9\u8a72\u8b93\u7528\u6236\u611f\u89ba\u50cf\u55ae\u4e00 Agent \u7684\u7d71\u4e00\u9ad4\u9a57<\/li>\n\n\n\n<li>\u8981\u5148\u505a\u597d\u55ae\u4e00 Agent \u7cfb\u7d71\uff0c\u624d\u80fd\u89e3\u9396\u591a Agent \u9593\u7684\u5354\u4f5c<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u6b61\u8fce\u8a02\u95b1 \ud83d\udcec&nbsp;\u611b\u597d AI Engineer \u96fb\u5b50\u5831&nbsp;\u904e\u5f80\u671f\u6578\u9ede\u9019&nbsp;\ud83d\udcda (\u4f86\u4e00\u6b21\u8b1b &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/12776-multi-agent-or-single-agent\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008AI Agent \u67b6\u69cb\u6bd4\u8f03: Multi-Agent \u6216 Single-Agent\u3009<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[80],"tags":[],"class_list":["post-12776","post","type-post","status-publish","format-standard","hentry","category-llm","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3k4","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12776","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/comments?post=12776"}],"version-history":[{"count":19,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12776\/revisions"}],"predecessor-version":[{"id":13077,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12776\/revisions\/13077"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=12776"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=12776"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=12776"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}