{"id":25,"date":"2026-09-07T11:54:36","date_gmt":"2026-09-07T11:54:36","guid":{"rendered":"http:\/\/127.0.0.1:8080\/index.php\/2026\/09\/07\/tong-quan-kien-truc-ai-multi-agent-xu-huong-phat-trien-tro-ly-ao-tu-tri-tuong-lai\/"},"modified":"2026-09-07T11:54:36","modified_gmt":"2026-09-07T11:54:36","slug":"tong-quan-kien-truc-ai-multi-agent-xu-huong-phat-trien-tro-ly-ao-tu-tri-tuong-lai","status":"publish","type":"post","link":"https:\/\/zunliz.com\/index.php\/2026\/09\/07\/tong-quan-kien-truc-ai-multi-agent-xu-huong-phat-trien-tro-ly-ao-tu-tri-tuong-lai\/","title":{"rendered":"T\u1ed5ng quan Ki\u1ebfn tr\u00fac AI Multi-Agent: Xu h\u01b0\u1edbng Ph\u00e1t tri\u1ec3n Tr\u1ee3 l\u00fd \u1ea2o T\u1ef1 tr\u1ecb T\u01b0\u01a1ng lai"},"content":{"rendered":"<p>Trong khi c\u00e1c m\u00f4 h\u00ecnh Chatbot truy\u1ec1n th\u1ed1ng ch\u1ec9 ho\u1ea1t \u0111\u1ed9ng theo c\u01a1 ch\u1ebf h\u1ecfi-\u0111\u00e1p \u0111\u01a1n l\u1ebb (Single-turn conversation), ki\u1ebfn tr\u00fac <strong>AI Multi-Agent (H\u1ec7 th\u1ed1ng \u0111a t\u00e1c t\u1eed)<\/strong> cho ph\u00e9p nhi\u1ec1u th\u1ef1c th\u1ec3 AI chuy\u00ean bi\u1ec7t h\u00f3a c\u00f9ng ph\u1ed1i h\u1ee3p, tranh bi\u1ec7n v\u00e0 ph\u00e2n chia nhi\u1ec7m v\u1ee5 \u0111\u1ec3 ho\u00e0n th\u00e0nh c\u00e1c m\u1ee5c ti\u00eau ph\u1ee9c t\u1ea1p m\u00e0 m\u1ed9t m\u00f4 h\u00ecnh \u0111\u01a1n l\u1ebb kh\u00f4ng th\u1ec3 l\u00e0m \u0111\u01b0\u1ee3c.<\/p>\n\n\n<h2 class=\"wp-block-heading\">1. C\u1ea5u tr\u00fac Ho\u1ea1t \u0111\u1ed9ng c\u1ee7a H\u1ec7 th\u1ed1ng Multi-Agent<\/h2>\n\n<p>M\u1ed9t h\u1ec7 th\u1ed1ng \u0111a t\u00e1c t\u1eed \u0111i\u1ec3n h\u00ecnh bao g\u1ed3m c\u00e1c vai tr\u00f2 chuy\u00ean bi\u1ec7t:<\/p>\n<ul>\n  <li><strong>Agent L\u1eadp K\u1ebf Ho\u1ea1ch (Planner \/ Architect):<\/strong> Ti\u1ebfp nh\u1eadn y\u00eau c\u1ea7u l\u1edbn c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, ph\u00e2n t\u00edch th\u00e0nh c\u00e1c nhi\u1ec7m v\u1ee5 con (Sub-tasks) v\u00e0 thi\u1ebft l\u1eadp th\u1ee9 t\u1ef1 \u01b0u ti\u00ean.<\/li>\n  <li><strong>Agent Th\u1ef1c Thi (Coder \/ Researcher \/ Worker):<\/strong> \u0110\u1ea3m nh\u1eadn t\u1eebng nhi\u1ec7m v\u1ee5 con c\u1ee5 th\u1ec3, c\u00f3 kh\u1ea3 n\u0103ng g\u1ecdi c\u00f4ng c\u1ee5 (Tool Calling &#8211; Search web, Vi\u1ebft file, Ch\u1ea1y l\u1ec7nh terminal).<\/li>\n  <li><strong>Agent Ph\u00ea B\u00ecnh &amp; Ki\u1ec3m Th\u1eed (Critic \/ QA Tester):<\/strong> \u0110\u00e1nh gi\u00e1 k\u1ebft qu\u1ea3 \u0111\u1ea7u ra c\u1ee7a Worker, t\u00ecm l\u1ed7i logic v\u00e0 y\u00eau c\u1ea7u ho\u00e0n thi\u1ec7n n\u1ebfu ch\u01b0a \u0111\u1ea1t ti\u00eau chu\u1ea9n.<\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\">2. Minh h\u1ecda M\u00e3 ngu\u1ed3n Tri\u1ec3n khai v\u1edbi LangGraph \/ Autogen<\/h2>\n\n\n<pre><code class=\"language-python\">from autogen import AssistantAgent, UserProxyAgent\n\n# 1. C\u1ea5u h\u00ecnh m\u00f4 h\u00ecnh LLM\nllm_config = {\"model\": \"gpt-4o\", \"temperature\": 0.2}\n\n# 2. Kh\u1edfi t\u1ea1o Agent L\u1eadp tr\u00ecnh vi\u00ean\ncoder = AssistantAgent(\n    name=\"Software_Engineer\",\n    llm_config=llm_config,\n    system_message=\"B\u1ea1n l\u00e0 k\u1ef9 s\u01b0 ph\u1ea7n m\u1ec1m cao c\u1ea5p. B\u1ea1n vi\u1ebft m\u00e3 ngu\u1ed3n Python t\u1ed1i \u01b0u, k\u00e8m Unit test.\"\n)\n\n# 3. Kh\u1edfi t\u1ea1o Agent \u0110\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng (QA Reviewer)\ncritic = AssistantAgent(\n    name=\"Code_Reviewer\",\n    llm_config=llm_config,\n    system_message=\"B\u1ea1n l\u00e0 chuy\u00ean gia th\u1ea9m \u0111\u1ecbnh code. H\u00e3y ki\u1ec3m tra l\u1ed7 h\u1ed5ng b\u1ea3o m\u1eadt v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p thu\u1eadt to\u00e1n O(n).\"\n)\n\n# 4. T\u00e1c t\u1eed \u0111\u1ea1i di\u1ec7n ng\u01b0\u1eddi d\u00f9ng\nuser_proxy = UserProxyAgent(\n    name=\"Product_Manager\",\n    human_input_mode=\"NEVER\",\n    max_consecutive_auto_reply=4\n)\n\n# B\u1eaft \u0111\u1ea7u cu\u1ed9c th\u1ea3o lu\u1eadn gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1\nuser_proxy.initiate_chat(\n    coder, \n    message=\"H\u00e3y thi\u1ebft k\u1ebf m\u1ed9t module Cache LRU (Least Recently Used) Thread-safe b\u1eb1ng Python.\"\n)<\/code><\/pre>\n\n\n<h2 class=\"wp-block-heading\">3. Ti\u1ec1m n\u0103ng v\u00e0 T\u00e1c \u0111\u1ed9ng \u0111\u1ebfn Ng\u00e0nh C\u00f4ng ngh\u1ec7<\/h2>\n\n<p>Ki\u1ebfn tr\u00fac Multi-Agent \u0111ang bi\u1ebfn c\u00e1c tr\u1ee3 l\u00fd \u1ea3o t\u1eeb c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 th\u1ee5 \u0111\u1ed9ng th\u00e0nh c\u00e1c &#8220;nh\u00e2n vi\u00ean s\u1ed1&#8221; t\u1ef1 tr\u1ecb c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 s\u1eeda l\u1ed7i, t\u1ef1 ki\u1ec3m th\u1eed v\u00e0 v\u1eadn h\u00e0nh c\u00e1c quy tr\u00ecnh kinh doanh 24\/7 v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao.<\/p>","protected":false},"excerpt":{"rendered":"<p>Trong khi c\u00e1c m\u00f4 h\u00ecnh Chatbot truy\u1ec1n th\u1ed1ng ch\u1ec9 ho\u1ea1t \u0111\u1ed9ng theo c\u01a1 ch\u1ebf h\u1ecfi-\u0111\u00e1p \u0111\u01a1n l\u1ebb (Single-turn conversation), ki\u1ebfn tr\u00fac AI Multi-Agent (H\u1ec7 th\u1ed1ng \u0111a t\u00e1c t\u1eed) cho ph\u00e9p nhi\u1ec1u th\u1ef1c th\u1ec3 AI chuy\u00ean bi\u1ec7t h\u00f3a c\u00f9ng ph\u1ed1i h\u1ee3p, tranh bi\u1ec7n v\u00e0 ph\u00e2n chia nhi\u1ec7m v\u1ee5 \u0111\u1ec3 ho\u00e0n th\u00e0nh c\u00e1c m\u1ee5c ti\u00eau ph\u1ee9c t\u1ea1p [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-25","post","type-post","status-publish","format-standard","hentry","category-tri-tue-nhan-tao"],"_links":{"self":[{"href":"https:\/\/zunliz.com\/index.php\/wp-json\/wp\/v2\/posts\/25","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/zunliz.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/zunliz.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/zunliz.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/zunliz.com\/index.php\/wp-json\/wp\/v2\/comments?post=25"}],"version-history":[{"count":0,"href":"https:\/\/zunliz.com\/index.php\/wp-json\/wp\/v2\/posts\/25\/revisions"}],"wp:attachment":[{"href":"https:\/\/zunliz.com\/index.php\/wp-json\/wp\/v2\/media?parent=25"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/zunliz.com\/index.php\/wp-json\/wp\/v2\/categories?post=25"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/zunliz.com\/index.php\/wp-json\/wp\/v2\/tags?post=25"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}