{"id":3160,"date":"2026-08-13T12:53:26","date_gmt":"2026-08-13T09:53:26","guid":{"rendered":"https:\/\/shareai.now\/?p=3160"},"modified":"2026-08-13T12:53:26","modified_gmt":"2026-08-13T09:53:26","slug":"he-thong-da-tac-nhan-ky-thuat-do-thi","status":"publish","type":"post","link":"https:\/\/shareai.now\/vi\/blog\/nha-phat-trien\/he-thong-da-tac-nhan-ky-thuat-do-thi\/","title":{"rendered":"K\u1ef9 thu\u1eadt \u0111\u1ed3 th\u1ecb cho h\u1ec7 th\u1ed1ng \u0111a t\u00e1c nh\u00e2n: Qu\u1ea3n l\u00fd c\u00f4ng vi\u1ec7c c\u1ee7a t\u00e1c nh\u00e2n"},"content":{"rendered":"<p class=\"wp-block-paragraph\">C\u00e1c h\u1ec7 th\u1ed1ng \u0111a t\u00e1c nh\u00e2n kh\u00f4ng th\u1ea5t b\u1ea1i nh\u01b0 c\u00e1c chatbot \u0111\u01a1n gi\u1ea3n. Ch\u00fang th\u1ea5t b\u1ea1i qua c\u00e1c b\u01b0\u1edbc chuy\u1ec3n giao: b\u1ed9 l\u1eadp k\u1ebf ho\u1ea1ch g\u1ecdi sai chuy\u00ean gia, b\u01b0\u1edbc truy xu\u1ea5t b\u1ecf qua m\u1ed9t r\u00e0ng bu\u1ed9c, m\u1ed9t n\u00fat c\u00f4ng c\u1ee5 ti\u00eau t\u1ed1n qu\u00e1 nhi\u1ec1u, ho\u1eb7c m\u1ed9t nhi\u1ec7m v\u1ee5 ch\u1ea1y d\u00e0i ti\u1ebfp t\u1ee5c \u0111\u1ecbnh tuy\u1ebfn c\u00f4ng vi\u1ec7c \u0111\u1eaft \u0111\u1ecf \u0111\u1ebfn c\u00f9ng m\u1ed9t m\u00f4 h\u00ecnh bi\u00ean.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00f3 l\u00e0 l\u00fd do t\u1ea1i sao k\u1ef9 thu\u1eadt \u0111\u1ed3 th\u1ecb \u0111ang tr\u1edf th\u00e0nh m\u1ed9t ng\u00e0nh th\u1ef1c ti\u1ec5n cho c\u00e1c nh\u00f3m x\u00e2y d\u1ef1ng t\u00e1c nh\u00e2n trong s\u1ea3n xu\u1ea5t. \u0110\u1ed3 th\u1ecb l\u00e0 b\u1ea3n \u0111\u1ed3 ho\u1ea1t \u0111\u1ed9ng cho c\u00f4ng vi\u1ec7c c\u1ee7a t\u00e1c nh\u00e2n. N\u00f3 x\u00e1c \u0111\u1ecbnh c\u00e1c n\u00fat n\u00e0o c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng, c\u00e1c c\u1ea1nh n\u00e0o c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n, tr\u1ea1ng th\u00e1i \u0111\u01b0\u1ee3c mang \u1edf \u0111\u00e2u, khi n\u00e0o c\u1ea7n s\u1ef1 ph\u00ea duy\u1ec7t c\u1ee7a con ng\u01b0\u1eddi cho b\u01b0\u1edbc ti\u1ebfp theo, v\u00e0 c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh n\u00ean \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn qua m\u1ed9t l\u1edbp API \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t \u1edf \u0111\u00e2u.<\/p>\n\n\n\n<h2 class='wp-block-heading'>T\u1ea1i sao K\u1ef9 thu\u1eadt \u0110\u1ed3 th\u1ecb Quan tr\u1ecdng Hi\u1ec7n nay<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c h\u1ec7 th\u1ed1ng t\u00e1c nh\u00e2n ban \u0111\u1ea7u th\u01b0\u1eddng tr\u00f4ng gi\u1ed1ng nh\u01b0 m\u1ed9t v\u00f2ng l\u1eb7p: nh\u1eadn m\u1ed9t m\u1ee5c ti\u00eau, g\u1ecdi m\u1ed9t m\u00f4 h\u00ecnh, s\u1eed d\u1ee5ng m\u1ed9t c\u00f4ng c\u1ee5, ki\u1ec3m tra k\u1ebft qu\u1ea3, l\u1eb7p l\u1ea1i. C\u00e1c h\u1ec7 th\u1ed1ng t\u00e1c nh\u00e2n hi\u1ec7n \u0111\u1ea1i \u0111ang tr\u1edf n\u00ean c\u00f3 c\u1ea5u tr\u00fac h\u01a1n. C\u00e1c khung nh\u01b0 <a href='https:\/\/docs.langchain.com\/oss\/python\/langgraph\/graph-api?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=graph-engineering-multi-agent-systems'>LangGraph m\u00f4 t\u1ea3 \u0111\u1ed3 th\u1ecb th\u00f4ng qua tr\u1ea1ng th\u00e1i, c\u00e1c n\u00fat v\u00e0 c\u00e1c c\u1ea1nh<\/a>. Google \u0111\u00e3 th\u00fac \u0111\u1ea9y <a href='https:\/\/developers.googleblog.com\/en\/a2a-a-new-era-of-agent-interoperability\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=graph-engineering-multi-agent-systems'>kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c Agent2Agent<\/a> cho c\u00e1c b\u01b0\u1edbc chuy\u1ec3n giao t\u00e1c nh\u00e2n. MCP cung c\u1ea5p cho c\u00e1c \u1ee9ng d\u1ee5ng AI m\u1ed9t c\u00e1ch ti\u00eau chu\u1ea9n \u0111\u1ec3 k\u1ebft n\u1ed1i v\u1edbi <a href='https:\/\/modelcontextprotocol.io\/docs\/getting-started\/intro?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=graph-engineering-multi-agent-systems'>c\u00f4ng c\u1ee5, d\u1eef li\u1ec7u v\u00e0 quy tr\u00ecnh l\u00e0m vi\u1ec7c<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u1eefng th\u00e0nh ph\u1ea7n \u0111\u00f3 l\u00e0m cho c\u00e1c h\u1ec7 th\u1ed1ng t\u00e1c nh\u00e2n tr\u1edf n\u00ean m\u1ea1nh m\u1ebd h\u01a1n, nh\u01b0ng ch\u00fang c\u0169ng l\u00e0m cho \u0111\u01b0\u1eddng d\u1eabn th\u1ef1c thi kh\u00f3 suy lu\u1eadn h\u01a1n. M\u1ed9t khi c\u00e1c t\u00e1c nh\u00e2n c\u00f3 th\u1ec3 \u1ee7y quy\u1ec1n, ph\u00e2n nh\u00e1nh, th\u1eed l\u1ea1i, v\u00e0 g\u1ecdi c\u00e1c c\u00f4ng c\u1ee5 b\u00ean ngo\u00e0i, chi ph\u00ed v\u00e0 r\u1ee7i ro c\u1ee7a h\u1ec7 th\u1ed1ng kh\u00f4ng c\u00f2n n\u1eb1m trong m\u1ed9t l\u1eddi nh\u1eafc duy nh\u1ea5t. Ch\u00fang \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i tr\u00ean to\u00e0n \u0111\u1ed3 th\u1ecb.<\/p>\n\n\n\n<h2 class='wp-block-heading'>Xem \u0110\u1ed3 th\u1ecb nh\u01b0 Ki\u1ebfn tr\u00fac S\u1ea3n xu\u1ea5t<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t \u0111\u1ed3 th\u1ecb t\u00e1c nh\u00e2n s\u1ea3n xu\u1ea5t n\u00ean \u0111\u1ee7 r\u00f5 r\u00e0ng \u0111\u1ec3 m\u1ed9t k\u1ef9 s\u01b0 c\u00f3 th\u1ec3 tr\u1ea3 l\u1eddi s\u00e1u c\u00e2u h\u1ecfi m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ecdc t\u1eebng l\u1eddi nh\u1eafc:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>C\u00e1c n\u00fat n\u00e0o \u0111\u01b0\u1ee3c ph\u00e9p g\u1ecdi m\u1ed9t m\u00f4 h\u00ecnh?<\/li><li>C\u00e1c n\u00fat n\u00e0o c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 ho\u1eb7c h\u1ec7 th\u1ed1ng b\u00ean ngo\u00e0i?<\/li><li>C\u00e1c chuy\u1ec3n \u0111\u1ed5i n\u00e0o y\u00eau c\u1ea7u s\u1ef1 xem x\u00e9t c\u1ee7a con ng\u01b0\u1eddi?<\/li><li>M\u00f4 h\u00ecnh ho\u1eb7c l\u1edbp m\u00f4 h\u00ecnh n\u00e0o ph\u00f9 h\u1ee3p cho t\u1eebng b\u01b0\u1edbc?<\/li><li>N\u01a1i n\u00e0o th\u1ef1c hi\u1ec7n vi\u1ec7c th\u1eed l\u1ea1i, ph\u01b0\u01a1ng \u00e1n d\u1ef1 ph\u00f2ng v\u00e0 gi\u1edbi h\u1ea1n ng\u00e2n s\u00e1ch?<\/li><li>L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 \u0111\u1ed9i ng\u0169 t\u00e1i t\u1ea1o l\u1ea1i nh\u1eefng g\u00ec \u0111\u00e3 x\u1ea3y ra sau m\u1ed9t l\u1ea7n ch\u1ea1y kh\u00f4ng t\u1ed1t?<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t b\u00e0i t\u1eadp v\u1ec1 kh\u1ea3 n\u0103ng quan s\u00e1t. N\u00f3 c\u0169ng l\u00e0 m\u1ed9t b\u00e0i t\u1eadp v\u1ec1 s\u1ea3n ph\u1ea9m v\u00e0 bi\u00ean l\u1ee3i nhu\u1eadn. M\u1ed9t n\u00fat ph\u00e2n lo\u1ea1i r\u1ee7i ro th\u1ea5p, m\u1ed9t n\u00fat truy xu\u1ea5t, m\u1ed9t n\u00fat t\u1ea1o m\u00e3, v\u00e0 m\u1ed9t n\u00fat \u0111\u00e1nh gi\u00e1 cu\u1ed1i c\u00f9ng kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i s\u1eed d\u1ee5ng c\u00f9ng m\u1ed9t m\u00f4 h\u00ecnh. Khi m\u1ed7i n\u00fat s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh \u0111\u1eaft nh\u1ea5t theo m\u1eb7c \u0111\u1ecbnh, \u0111\u1ed3 th\u1ecb tr\u1edf th\u00e0nh m\u1ed9t b\u1ed9 khu\u1ebfch \u0111\u1ea1i chi ph\u00ed.<\/p>\n\n\n\n<h2 class='wp-block-heading'>V\u1ecb tr\u00ed c\u1ee7a ShareAI trong \u0110\u1ed3 th\u1ecb<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">ShareAI cung c\u1ea5p cho c\u00e1c \u0111\u1ed9i ng\u0169 m\u1ed9t API duy nh\u1ea5t \u0111\u1ec3 truy c\u1eadp h\u01a1n 150+ m\u00f4 h\u00ecnh AI, v\u1edbi \u0111\u1ecbnh tuy\u1ebfn th\u00f4ng minh, ph\u01b0\u01a1ng \u00e1n d\u1ef1 ph\u00f2ng, t\u00edn hi\u1ec7u th\u1ecb tr\u01b0\u1eddng, v\u00e0 gi\u00e1 theo t\u1eebng token. Trong m\u1ed9t h\u1ec7 th\u1ed1ng t\u00e1c nh\u00e2n d\u1ef1a tr\u00ean \u0111\u1ed3 th\u1ecb, \u0111i\u1ec1u \u0111\u00f3 l\u00e0m cho l\u1edbp g\u1ecdi m\u00f4 h\u00ecnh d\u1ec5 thay \u0111\u1ed5i h\u01a1n m\u00e0 kh\u00f4ng c\u1ea7n vi\u1ebft l\u1ea1i \u0111\u1ed3 th\u1ecb.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t nh\u00e0 x\u00e2y d\u1ef1ng c\u00f3 th\u1ec3 gi\u1eef b\u1ed9 \u0111i\u1ec1u ph\u1ed1i, khung \u1ee9ng d\u1ee5ng, c\u01a1 s\u1edf d\u1eef li\u1ec7u, h\u00e0ng \u0111\u1ee3i, v\u00e0 th\u1eddi gian ch\u1ea1y t\u00e1c nh\u00e2n b\u00ean ngo\u00e0i ShareAI, sau \u0111\u00f3 s\u1eed d\u1ee5ng <a href='https:\/\/shareai.now\/docs\/api\/using-the-api\/getting-started-with-shareai-api\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=graph-engineering-multi-agent-systems'>API ShareAI<\/a> \u0111\u1ec3 truy c\u1eadp m\u00f4 h\u00ecnh t\u1ea1i c\u00e1c n\u00fat c\u1ea7n suy lu\u1eadn. \u0110\u1ed3 th\u1ecb v\u1eabn ki\u1ec3m so\u00e1t lu\u1ed3ng c\u00f4ng vi\u1ec7c. ShareAI ki\u1ec3m so\u00e1t truy c\u1eadp m\u00f4 h\u00ecnh, t\u00ednh linh ho\u1ea1t \u0111\u1ecbnh tuy\u1ebfn, v\u00e0 con \u0111\u01b0\u1eddng th\u01b0\u01a1ng m\u1ea1i xung quanh vi\u1ec7c s\u1eed d\u1ee5ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">S\u1ef1 ph\u00e2n bi\u1ec7t \u0111\u00f3 r\u1ea5t quan tr\u1ecdng. ShareAI kh\u00f4ng ph\u1ea3i l\u00e0 \u0111\u1ed9ng c\u01a1 \u0111\u1ed3 th\u1ecb. N\u00f3 l\u00e0 th\u1ecb tr\u01b0\u1eddng m\u00f4 h\u00ecnh v\u00e0 l\u1edbp API gi\u00fap c\u00e1c \u0111\u1ed9i ng\u0169 gi\u1eef l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh m\u1edf khi h\u1ec7 th\u1ed1ng t\u00e1c nh\u00e2n ph\u00e1t tri\u1ec3n.<\/p>\n\n\n\n<h2 class='wp-block-heading'>Danh s\u00e1ch ki\u1ec3m tra k\u1ef9 thu\u1eadt \u0111\u1ed3 th\u1ecb th\u1ef1c ti\u1ec5n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Tr\u01b0\u1edbc khi m\u1ed9t h\u1ec7 th\u1ed1ng \u0111a t\u00e1c nh\u00e2n \u0111\u1ebfn tay kh\u00e1ch h\u00e0ng, h\u00e3y l\u1eadp b\u1ea3n \u0111\u1ed3 \u0111\u1ed3 th\u1ecb theo c\u00e1c \u0111i\u1ec1u kho\u1ea3n v\u1eadn h\u00e0nh:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>Li\u1ec7t k\u00ea m\u1ecdi n\u00fat.<\/strong> Bao g\u1ed3m c\u00e1c t\u00e1c nh\u00e2n, ch\u1ee9c n\u0103ng x\u00e1c \u0111\u1ecbnh, cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5, c\u1ed5ng ph\u00ea duy\u1ec7t, b\u1ed9 \u0111\u1ecbnh tuy\u1ebfn, b\u1ed9 \u0111\u00e1nh gi\u00e1, v\u00e0 c\u00f4ng vi\u1ec7c n\u1ec1n.<\/li><li><strong>G\u1eafn nh\u00e3n m\u1ecdi cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh.<\/strong> Theo d\u00f5i m\u1ee5c \u0111\u00edch nh\u1eafc nh\u1edf, k\u00edch th\u01b0\u1edbc \u0111\u1ea7u v\u00e0o d\u1ef1 ki\u1ebfn, k\u00edch th\u01b0\u1edbc \u0111\u1ea7u ra d\u1ef1 ki\u1ebfn, v\u00e0 l\u1edbp m\u00f4 h\u00ecnh ch\u1ea5p nh\u1eadn \u0111\u01b0\u1ee3c.<\/li><li><strong>T\u00e1ch \u0111\u1ecbnh tuy\u1ebfn kh\u1ecfi \u0111i\u1ec1u ph\u1ed1i.<\/strong> \u0110\u1ec3 bi\u1ec3u \u0111\u1ed3 quy\u1ebft \u0111\u1ecbnh \u0111i\u1ec1u g\u00ec n\u00ean x\u1ea3y ra ti\u1ebfp theo, v\u00e0 \u0111\u1ec3 l\u1edbp m\u00f4 h\u00ecnh quy\u1ebft \u0111\u1ecbnh m\u00f4 h\u00ecnh n\u00e0o \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n \u0111\u1ec3 ph\u1ee5c v\u1ee5 m\u1ed9t cu\u1ed9c g\u1ecdi c\u1ee5 th\u1ec3.<\/li><li><strong>\u0110\u1eb7t ng\u00e2n s\u00e1ch \u1edf c\u1ea5p bi\u1ec3u \u0111\u1ed3 v\u00e0 c\u1ea5p n\u00fat.<\/strong> \u0110\u1eb7t gi\u1edbi h\u1ea1n cho m\u1ed7i l\u1ea7n ch\u1ea1y, m\u1ed7i ng\u01b0\u1eddi d\u00f9ng, m\u1ed7i kh\u00e1ch thu\u00ea, v\u00e0 m\u1ed7i n\u00fat n\u1ebfu c\u00f3 th\u1ec3.<\/li><li><strong>S\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh r\u1ebb h\u01a1n cho c\u00f4ng vi\u1ec7c h\u1eb9p.<\/strong> Ph\u00e2n lo\u1ea1i, tr\u00edch xu\u1ea5t, \u0111\u1ecbnh d\u1ea1ng, v\u00e0 \u0111\u00e1nh gi\u00e1 l\u1ea7n \u0111\u1ea7u th\u01b0\u1eddng kh\u00f4ng c\u1ea7n c\u00f9ng m\u1ed9t m\u00f4 h\u00ecnh nh\u01b0 l\u00fd lu\u1eadn m\u1edf.<\/li><li><strong>X\u00e1c \u0111\u1ecbnh h\u00e0nh vi d\u1ef1 ph\u00f2ng.<\/strong> Quy\u1ebft \u0111\u1ecbnh khi n\u00e0o th\u1eed l\u1ea1i, khi n\u00e0o \u0111\u1ecbnh tuy\u1ebfn \u0111\u1ebfn m\u1ed9t m\u00f4 h\u00ecnh kh\u00e1c, v\u00e0 khi n\u00e0o th\u1ea5t b\u1ea1i \u0111\u00f3ng.<\/li><li><strong>Y\u00eau c\u1ea7u ph\u00ea duy\u1ec7t cho c\u00e1c h\u00e0nh \u0111\u1ed9ng kh\u00f4ng th\u1ec3 \u0111\u1ea3o ng\u01b0\u1ee3c.<\/strong> C\u00e1c \u0111i\u1ec3m ki\u1ec3m tra c\u1ee7a con ng\u01b0\u1eddi n\u00ean n\u1eb1m tr\u01b0\u1edbc c\u00e1c t\u00e1c \u0111\u1ed9ng b\u00ean ngo\u00e0i nh\u01b0 g\u1eedi tin nh\u1eafn, th\u1ef1c hi\u1ec7n mua h\u00e0ng, x\u00f3a h\u1ed3 s\u01a1, ho\u1eb7c thay \u0111\u1ed5i d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng.<\/li><li><strong>Ghi l\u1ea1i danh t\u00ednh bi\u1ec3u \u0111\u1ed3.<\/strong> Ghi l\u1ea1i phi\u00ean b\u1ea3n bi\u1ec3u \u0111\u1ed3, ID l\u1ea7n ch\u1ea1y, ID n\u00fat, ID m\u00f4 h\u00ecnh, ID c\u00f4ng c\u1ee5, kh\u00e1ch thu\u00ea, v\u00e0 ng\u1eef c\u1ea3nh ng\u01b0\u1eddi d\u00f9ng.<\/li><li><strong>Phi\u00ean b\u1ea3n h\u00f3a c\u00e1c l\u1eddi nh\u1eafc v\u00e0 c\u00f4ng c\u1ee5.<\/strong> M\u1ed9t bi\u1ec3u \u0111\u1ed3 ch\u1ec9 c\u00f3 th\u1ec3 g\u1ee1 l\u1ed7i n\u1ebfu nh\u00f3m c\u00f3 th\u1ec3 t\u00e1i t\u1ea1o ch\u00ednh x\u00e1c c\u00e1c h\u01b0\u1edbng d\u1eabn v\u00e0 c\u1ea5u tr\u00fac c\u00f4ng c\u1ee5 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng t\u1ea1i th\u1eddi gian ch\u1ea1y.<\/li><li><strong>Xem x\u00e9t bi\u00ean \u0111\u1ed9 tr\u01b0\u1edbc khi ra m\u1eaft.<\/strong> N\u1ebfu t\u00e1c nh\u00e2n l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a s\u1ea3n ph\u1ea9m h\u01b0\u1edbng t\u1edbi kh\u00e1ch h\u00e0ng, chi ph\u00ed m\u00f4 h\u00ecnh ph\u1ea3i \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb tr\u01b0\u1edbc khi gi\u00e1 \u0111\u01b0\u1ee3c c\u1ed1 \u0111\u1ecbnh.<\/li><\/ol>\n\n\n\n<h2 class='wp-block-heading'>G\u00f3c nh\u00ecn c\u1ee7a Nh\u00e0 X\u00e2y D\u1ef1ng: Chi ph\u00ed \u0110\u1ed3 Th\u1ecb Tr\u1edf Th\u00e0nh Bi\u00ean L\u1ee3i Nhu\u1eadn S\u1ea3n Ph\u1ea9m<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ed1i v\u1edbi Nh\u00e0 X\u00e2y D\u1ef1ng, k\u1ef9 thu\u1eadt \u0111\u1ed3 th\u1ecb kh\u00f4ng ch\u1ec9 l\u00e0 v\u1ec1 \u0111\u1ed9 tin c\u1eady. N\u00f3 c\u00f2n l\u00e0 vi\u1ec7c gi\u1eef cho vi\u1ec7c s\u1eed d\u1ee5ng AI ph\u00f9 h\u1ee3p v\u1edbi m\u00f4 h\u00ecnh kinh doanh s\u1ea3n ph\u1ea9m.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u1ebfu m\u1ed9t \u1ee9ng d\u1ee5ng cho ph\u00e9p kh\u00e1ch h\u00e0ng ch\u1ea1y c\u00e1c t\u00e1c nh\u00e2n nghi\u00ean c\u1ee9u, t\u00e1c nh\u00e2n h\u1ed7 tr\u1ee3, t\u00e1c nh\u00e2n m\u00e3 h\u00f3a, ho\u1eb7c t\u00e1c nh\u00e2n quy tr\u00ecnh l\u00e0m vi\u1ec7c, m\u1ed7i \u0111\u01b0\u1eddng d\u1eabn \u0111\u1ed3 th\u1ecb c\u00f3 th\u1ec3 t\u1ea1o ra m\u1ed9t h\u1ed3 s\u01a1 chi ph\u00ed kh\u00e1c nhau. M\u1ed9t lu\u1ed3ng t\u00f3m t\u1eaft ng\u1eafn c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng \u0111\u01b0\u1ee3c bao g\u1ed3m trong m\u1ed9t g\u00f3i c\u01a1 b\u1ea3n. M\u1ed9t cu\u1ed9c \u0111i\u1ec1u tra \u0111a t\u00e1c nh\u00e2n s\u00e2u c\u00f3 th\u1ec3 c\u1ea7n gi\u1edbi h\u1ea1n s\u1eed d\u1ee5ng, n\u1ea1p ti\u1ec1n tr\u1ea3 ph\u00ed, ho\u1eb7c ph\u1ee5 ph\u00ed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u00f4 h\u00ecnh <a href='https:\/\/console.shareai.now\/app\/builder\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=graph-engineering-multi-agent-systems'>B\u1ea3ng \u0111i\u1ec1u khi\u1ec3n ShareAI Builder<\/a> gi\u00fap ch\u1ee7 s\u1edf h\u1eefu \u1ee9ng d\u1ee5ng k\u1ebft n\u1ed1i c\u00e1c \u1ee9ng d\u1ee5ng b\u00ean ngo\u00e0i v\u1edbi ShareAI, thi\u1ebft l\u1eadp bi\u00ean l\u1ee3i nhu\u1eadn ho\u1eb7c ph\u1ee5 ph\u00ed AI c\u1ee7a h\u1ecd, v\u00e0 cho ph\u00e9p kh\u00e1ch h\u00e0ng thanh to\u00e1n tr\u1ef1c ti\u1ebfp cho ShareAI theo m\u1ee9c s\u1eed d\u1ee5ng. \u0110i\u1ec1u \u0111\u00f3 mang l\u1ea1i cho Nh\u00e0 X\u00e2y D\u1ef1ng m\u1ed9t con \u0111\u01b0\u1eddng r\u00f5 r\u00e0ng h\u01a1n t\u1eeb c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh b\u00ean trong \u0111\u1ed3 th\u1ecb t\u00e1c nh\u00e2n \u0111\u1ebfn gi\u00e1 c\u1ea3 kh\u00e1ch h\u00e0ng b\u1ec1n v\u1eefng.<\/p>\n\n\n\n<h2 class='wp-block-heading'>Thi\u1ebft K\u1ebf \u0110\u1ed3 Th\u1ecb Tr\u01b0\u1edbc Khi N\u00f3 Thi\u1ebft K\u1ebf C\u1ea5u Tr\u00fac Chi Ph\u00ed C\u1ee7a B\u1ea1n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ed3 th\u1ecb t\u00e1c nh\u00e2n c\u00f3 xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n m\u1ed9t c\u00e1ch \u00e2m th\u1ea7m. M\u1ed9t ng\u01b0\u1eddi l\u1eadp k\u1ebf ho\u1ea1ch c\u00f3 th\u00eam m\u1ed9t chuy\u00ean gia. M\u1ed9t chuy\u00ean gia c\u00f3 th\u00eam m\u1ed9t c\u00f4ng c\u1ee5. M\u1ed9t quy tr\u00ecnh l\u00e0m vi\u1ec7c h\u1ed7 tr\u1ee3 c\u00f3 th\u00eam m\u1ed9t \u0111\u01b0\u1eddng d\u1eabn \u0111\u00e1nh gi\u00e1 c\u1ee7a con ng\u01b0\u1eddi. M\u1ed9t ph\u01b0\u01a1ng \u00e1n d\u1ef1 ph\u00f2ng tr\u1edf th\u00e0nh m\u1ed9t cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh th\u1ee9 hai. Kh\u00f4ng c\u00f3 l\u1ef1a ch\u1ecdn n\u00e0o trong s\u1ed1 \u0111\u00f3 nh\u1ea5t thi\u1ebft l\u00e0 sai, nh\u01b0ng m\u1ed7i l\u1ef1a ch\u1ecdn \u0111\u1ec1u thay \u0111\u1ed5i b\u1ec1 m\u1eb7t chi ph\u00ed v\u00e0 ki\u1ec3m so\u00e1t.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u01b0\u1edbc \u0111i h\u1eefu \u00edch l\u00e0 l\u00e0m cho \u0111\u1ed3 th\u1ecb hi\u1ec3n th\u1ecb s\u1edbm. Gi\u1eef s\u1ef1 \u0111i\u1ec1u ph\u1ed1i r\u00f5 r\u00e0ng, \u0111\u1ecbnh tuy\u1ebfn c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh qua m\u1ed9t l\u1edbp c\u00f3 th\u1ec3 thay \u0111\u1ed5i khi c\u00e1c m\u00f4 h\u00ecnh thay \u0111\u1ed5i, v\u00e0 \u0111\u1ecbnh gi\u00e1 vi\u1ec7c s\u1eed d\u1ee5ng h\u01b0\u1edbng t\u1edbi kh\u00e1ch h\u00e0ng tr\u01b0\u1edbc khi c\u00f4ng vi\u1ec7c c\u1ee7a t\u00e1c nh\u00e2n tr\u1edf n\u00ean qu\u00e1 \u0111\u1eaft \u0111\u1ec3 hi\u1ec3u.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u1eaft \u0111\u1ea7u b\u1eb1ng c\u00e1ch kh\u00e1m ph\u00e1 <a href='https:\/\/shareai.now\/models\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=graph-engineering-multi-agent-systems'>ch\u1ee3 m\u00f4 h\u00ecnh ShareAI<\/a> v\u00e0 <a href='https:\/\/shareai.now\/documentation\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=graph-engineering-multi-agent-systems'>t\u00e0i li\u1ec7u ShareAI<\/a>.<\/p>\n\n\n\n<h2 class='wp-block-heading'>C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h2>\n\n\n\n<h3 class='wp-block-heading'>K\u1ef9 thu\u1eadt \u0111\u1ed3 th\u1ecb cho c\u00e1c h\u1ec7 th\u1ed1ng \u0111a t\u00e1c nh\u00e2n l\u00e0 g\u00ec?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">K\u1ef9 thu\u1eadt \u0111\u1ed3 th\u1ecb l\u00e0 th\u1ef1c h\u00e0nh thi\u1ebft k\u1ebf c\u00e1c n\u00fat, c\u1ea1nh, tr\u1ea1ng th\u00e1i, ph\u00ea duy\u1ec7t, cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5, v\u00e0 cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh t\u1ea1o n\u00ean m\u1ed9t quy tr\u00ecnh l\u00e0m vi\u1ec7c \u0111a t\u00e1c nh\u00e2n. N\u00f3 t\u1eadp trung v\u00e0o c\u00e1ch c\u00f4ng vi\u1ec7c di chuy\u1ec3n qua h\u1ec7 th\u1ed1ng, kh\u00f4ng ch\u1ec9 v\u00e0o c\u00e1ch m\u1ed7i l\u1eddi nh\u1eafc \u0111\u01b0\u1ee3c vi\u1ebft.<\/p>\n\n\n\n<h3 class='wp-block-heading'>K\u1ef9 thu\u1eadt \u0111\u1ed3 th\u1ecb kh\u00e1c g\u00ec so v\u1edbi k\u1ef9 thu\u1eadt l\u1eddi nh\u1eafc?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">K\u1ef9 thu\u1eadt l\u1eddi nh\u1eafc c\u1ea3i thi\u1ec7n c\u00e1c h\u01b0\u1edbng d\u1eabn \u0111\u01b0\u1ee3c \u0111\u01b0a ra cho m\u1ed9t m\u00f4 h\u00ecnh. K\u1ef9 thu\u1eadt \u0111\u1ed3 th\u1ecb x\u00e1c \u0111\u1ecbnh t\u00e1c nh\u00e2n ho\u1eb7c ch\u1ee9c n\u0103ng n\u00e0o s\u1ebd ch\u1ea1y ti\u1ebfp theo, c\u00f4ng c\u1ee5 n\u00e0o c\u00f3 s\u1eb5n, m\u00f4 h\u00ecnh n\u00e0o n\u00ean \u0111\u01b0\u1ee3c g\u1ecdi, v\u00e0 khi n\u00e0o m\u1ed9t l\u1ea7n ch\u1ea1y n\u00ean d\u1eebng, ph\u00e2n nh\u00e1nh, th\u1eed l\u1ea1i, ho\u1eb7c y\u00eau c\u1ea7u ph\u00ea duy\u1ec7t.<\/p>\n\n\n\n<h3 class='wp-block-heading'>T\u00f4i c\u00f3 c\u1ea7n LangGraph \u0111\u1ec3 s\u1eed d\u1ee5ng c\u00e1c \u00fd t\u01b0\u1edfng k\u1ef9 thu\u1eadt \u0111\u1ed3 th\u1ecb kh\u00f4ng?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng. LangGraph l\u00e0 m\u1ed9t v\u00ed d\u1ee5 h\u1eefu \u00edch v\u1ec1 \u0111i\u1ec1u ph\u1ed1i t\u00e1c nh\u00e2n d\u1ef1a tr\u00ean \u0111\u1ed3 th\u1ecb, nh\u01b0ng \u00fd t\u01b0\u1edfng c\u1ed1t l\u00f5i \u00e1p d\u1ee5ng cho b\u1ea5t k\u1ef3 h\u1ec7 th\u1ed1ng n\u00e0o n\u01a1i nhi\u1ec1u t\u00e1c nh\u00e2n, c\u00f4ng c\u1ee5, cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh, v\u00e0 c\u00e1c \u0111i\u1ec3m quy\u1ebft \u0111\u1ecbnh \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i trong m\u1ed9t quy tr\u00ecnh l\u00e0m vi\u1ec7c.<\/p>\n\n\n\n<h3 class='wp-block-heading'>M\u00f4 h\u00ecnh \u0111\u1ecbnh tuy\u1ebfn n\u1eb1m \u1edf \u0111\u00e2u trong \u0111\u1ed3 th\u1ecb t\u00e1c nh\u00e2n?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ecbnh tuy\u1ebfn m\u00f4 h\u00ecnh thu\u1ed9c v\u1ec1 m\u1ecdi n\u00fat c\u1ea7n suy lu\u1eadn. \u0110\u1ed3 th\u1ecb quy\u1ebft \u0111\u1ecbnh r\u1eb1ng c\u1ea7n m\u1ed9t cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh; l\u1edbp \u0111\u1ecbnh tuy\u1ebfn quy\u1ebft \u0111\u1ecbnh m\u00f4 h\u00ecnh \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n n\u00e0o n\u00ean x\u1eed l\u00fd cu\u1ed9c g\u1ecdi \u0111\u00f3 d\u1ef1a tr\u00ean chi ph\u00ed, \u0111\u1ed9 tr\u1ec5, kh\u1ea3 d\u1ee5ng v\u00e0 s\u1ef1 ph\u00f9 h\u1ee3p v\u1edbi nhi\u1ec7m v\u1ee5.<\/p>\n\n\n\n<h3 class='wp-block-heading'>ShareAI c\u00f3 th\u1ec3 thay th\u1ebf tr\u00ecnh \u0111i\u1ec1u ph\u1ed1i t\u00e1c nh\u00e2n c\u1ee7a t\u00f4i kh\u00f4ng?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng. ShareAI kh\u00f4ng ph\u1ea3i l\u00e0 tr\u00ecnh \u0111i\u1ec1u ph\u1ed1i ho\u1eb7c khung \u1ee9ng d\u1ee5ng. \u0110\u00e2y l\u00e0 m\u1ed9t th\u1ecb tr\u01b0\u1eddng AI do con ng\u01b0\u1eddi v\u1eadn h\u00e0nh v\u00e0 API gi\u00fap c\u00e1c Nh\u00e0 x\u00e2y d\u1ef1ng truy c\u1eadp v\u00e0 \u0111\u1ecbnh tuy\u1ebfn c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh t\u1eeb c\u00e1c \u1ee9ng d\u1ee5ng m\u00e0 h\u1ecd s\u1edf h\u1eefu v\u00e0 v\u1eadn h\u00e0nh \u1edf n\u01a1i kh\u00e1c.<\/p>\n\n\n\n<h3 class='wp-block-heading'>K\u1ef9 thu\u1eadt \u0111\u1ed3 th\u1ecb c\u00f3 th\u1ec3 gi\u1ea3m chi ph\u00ed AI nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">N\u00f3 l\u00e0m cho c\u00e1c \u0111\u01b0\u1eddng d\u1eabn \u0111\u1eaft \u0111\u1ecf tr\u1edf n\u00ean r\u00f5 r\u00e0ng. Khi c\u00e1c nh\u00f3m bi\u1ebft n\u00fat n\u00e0o g\u1ecdi m\u00f4 h\u00ecnh, t\u1ea7n su\u1ea5t c\u00e1c n\u00fat \u0111\u00f3 ch\u1ea1y v\u00e0 lo\u1ea1i m\u00f4 h\u00ecnh n\u00e0o m\u1ed7i n\u00fat y\u00eau c\u1ea7u, h\u1ecd c\u00f3 th\u1ec3 chuy\u1ec3n c\u00f4ng vi\u1ec7c \u0111\u01a1n gi\u1ea3n h\u01a1n sang c\u00e1c m\u00f4 h\u00ecnh chi ph\u00ed th\u1ea5p h\u01a1n v\u00e0 d\u00e0nh c\u00e1c m\u00f4 h\u00ecnh ti\u00ean ti\u1ebfn cho c\u00e1c b\u01b0\u1edbc c\u00f3 gi\u00e1 tr\u1ecb cao.<\/p>\n\n\n\n<h3 class='wp-block-heading'>C\u00e1c Nh\u00e0 x\u00e2y d\u1ef1ng n\u00ean theo d\u00f5i g\u00ec trong \u0111\u1ed3 th\u1ecb t\u00e1c nh\u00e2n h\u01b0\u1edbng t\u1edbi kh\u00e1ch h\u00e0ng?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c Nh\u00e0 x\u00e2y d\u1ef1ng n\u00ean theo d\u00f5i ng\u01b0\u1eddi thu\u00ea, ng\u01b0\u1eddi d\u00f9ng, phi\u00ean b\u1ea3n \u0111\u1ed3 th\u1ecb, n\u00fat, m\u00f4 h\u00ecnh, token, \u0111\u1ed9 tr\u1ec5, chi ph\u00ed, s\u1ef1 ki\u1ec7n d\u1ef1 ph\u00f2ng v\u00e0 tr\u1ea1ng th\u00e1i s\u1eed d\u1ee5ng c\u00f3 th\u1ec3 t\u00ednh ph\u00ed. Nh\u1eefng tr\u01b0\u1eddng n\u00e0y gi\u00fap d\u1ec5 d\u00e0ng h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng v\u00e0 b\u1ea3o v\u1ec7 bi\u00ean l\u1ee3i nhu\u1eadn AI.<\/p>\n\n\n\n<h3 class='wp-block-heading'>K\u1ef9 thu\u1eadt \u0111\u1ed3 th\u1ecb c\u00f3 li\u00ean quan \u0111\u1ebfn c\u00e1c \u1ee9ng d\u1ee5ng \u01b0u ti\u00ean quy\u1ec1n ri\u00eang t\u01b0 ho\u1eb7c t\u1ef1 l\u01b0u tr\u1eef kh\u00f4ng?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">C\u00f3. C\u00e1c \u1ee9ng d\u1ee5ng \u01b0u ti\u00ean quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 t\u1ef1 l\u01b0u tr\u1eef v\u1eabn c\u1ea7n ki\u1ec3m so\u00e1t r\u00f5 r\u00e0ng v\u1ec1 n\u01a1i d\u1eef li\u1ec7u ch\u1ea3y, c\u00e1c \u0111i\u1ec3m cu\u1ed1i m\u00f4 h\u00ecnh n\u00e0o \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng v\u00e0 h\u00e0nh \u0111\u1ed9ng n\u00e0o c\u1ee7a kh\u00e1ch h\u00e0ng c\u1ea7n ph\u00ea duy\u1ec7t. \u0110\u1ed3 th\u1ecb gi\u00fap t\u00e0i li\u1ec7u h\u00f3a nh\u1eefng ranh gi\u1edbi \u0111\u00f3.<\/p>\n\n\n\n<h3 class='wp-block-heading'>MCP thay \u0111\u1ed5i thi\u1ebft k\u1ebf \u0111\u1ed3 th\u1ecb nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">MCP c\u00f3 th\u1ec3 l\u00e0m cho c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 ngu\u1ed3n d\u1eef li\u1ec7u d\u1ec5 d\u00e0ng \u0111\u01b0\u1ee3c l\u1ed9 ra cho c\u00e1c t\u00e1c nh\u00e2n, nh\u01b0ng n\u00f3 c\u0169ng l\u00e0m t\u0103ng nhu c\u1ea7u ki\u1ec3m so\u00e1t truy c\u1eadp, ranh gi\u1edbi c\u00f4ng c\u1ee5, xem x\u00e9t l\u01b0\u1ee3c \u0111\u1ed3 v\u00e0 quy\u1ec1n tr\u00ean t\u1eebng n\u00fat. Quy\u1ec1n truy c\u1eadp c\u00f4ng c\u1ee5 n\u00ean l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a thi\u1ebft k\u1ebf \u0111\u1ed3 th\u1ecb, kh\u00f4ng ph\u1ea3i l\u00e0 suy ngh\u0129 sau c\u00f9ng.<\/p>\n\n\n\n<h3 class='wp-block-heading'>Khi n\u00e0o \u0111\u1ed3 th\u1ecb n\u00ean bao g\u1ed3m s\u1ef1 ph\u00ea duy\u1ec7t c\u1ee7a con ng\u01b0\u1eddi?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">S\u1ef1 ph\u00ea duy\u1ec7t c\u1ee7a con ng\u01b0\u1eddi thu\u1ed9c v\u1ec1 tr\u01b0\u1edbc c\u00e1c h\u00e0nh \u0111\u1ed9ng kh\u00f4ng th\u1ec3 \u0111\u1ea3o ng\u01b0\u1ee3c ho\u1eb7c c\u00f3 r\u1ee7i ro cao, ch\u1eb3ng h\u1ea1n nh\u01b0 g\u1eedi tin nh\u1eafn ra b\u00ean ngo\u00e0i, thay \u0111\u1ed5i tr\u1ea1ng th\u00e1i thanh to\u00e1n, x\u00f3a d\u1eef li\u1ec7u, n\u00e2ng c\u1ea5p c\u00e1c tr\u01b0\u1eddng h\u1ee3p h\u1ed7 tr\u1ee3 ho\u1eb7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn t\u00e0i kho\u1ea3n kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n<h3 class='wp-block-heading'>B\u01b0\u1edbc \u0111\u1ea7u ti\u00ean h\u01b0\u1edbng t\u1edbi m\u1ed9t \u0111\u1ed3 th\u1ecb t\u00e1c nh\u00e2n \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd l\u00e0 g\u00ec?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">V\u1ebd quy tr\u00ecnh l\u00e0m vi\u1ec7c hi\u1ec7n t\u1ea1i d\u01b0\u1edbi d\u1ea1ng c\u00e1c n\u00fat v\u00e0 chuy\u1ec3n \u0111\u1ed5i, sau \u0111\u00f3 \u0111\u00e1nh d\u1ea5u m\u1ecdi cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh, cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5, \u0111i\u1ec3m ph\u00ea duy\u1ec7t, th\u1eed l\u1ea1i, ph\u01b0\u01a1ng \u00e1n d\u1ef1 ph\u00f2ng v\u00e0 gi\u1edbi h\u1ea1n ng\u00e2n s\u00e1ch. B\u1ea3n \u0111\u1ed3 \u0111\u00f3 th\u01b0\u1eddng ti\u1ebft l\u1ed9 c\u00e1c s\u1eeda ch\u1eefa \u0111\u1ea7u ti\u00ean v\u1ec1 chi ph\u00ed v\u00e0 \u0111\u1ed9 tin c\u1eady.<\/p>","protected":false},"excerpt":{"rendered":"<p>C\u00e1c h\u1ec7 th\u1ed1ng \u0111a t\u00e1c nh\u00e2n tr\u1edf n\u00ean d\u1ec5 tin c\u1eady h\u01a1n khi \u0111\u1ed3 th\u1ecb c\u1ee7a ch\u00fang r\u00f5 r\u00e0ng: t\u00e1c nh\u00e2n n\u00e0o c\u00f3 th\u1ec3 g\u1ecdi m\u00f4 h\u00ecnh, s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5, y\u00eau c\u1ea7u ph\u00ea duy\u1ec7t, ti\u00eau t\u1ed1n token v\u00e0 chuy\u1ec3n c\u00f4ng vi\u1ec7c cho m\u1ed9t n\u00fat kh\u00e1c.<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"cta-title":"Route Model Calls Through One API","cta-description":"Use ShareAI to access 150+ models, compare options, and keep model choice flexible as your agent graph grows.","cta-button-text":"Explore AI Models","cta-button-link":"https:\/\/shareai.now\/models\/?utm_source=blog&utm_medium=content&utm_campaign=graph-engineering-multi-agent-systems","rank_math_title":"Graph Engineering for Multi-Agent Systems | ShareAI","rank_math_description":"Learn how to design multi-agent graphs with model routing, budgets, approvals, fallbacks, and ShareAI API access for production AI systems.","rank_math_focus_keyword":"graph engineering for multi-agent systems, multi-agent AI governance, agent graph architecture, AI agent routing","footnotes":""},"categories":[4,6],"tags":[240,99,152,239,51,238,241],"class_list":["post-3160","post","type-post","status-publish","format-standard","hentry","category-developers","category-insights","tag-agent-orchestration","tag-ai-agents","tag-ai-governance","tag-graph-engineering","tag-model-routing","tag-multi-agent-systems","tag-shareai-api"],"_links":{"self":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/3160","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/comments?post=3160"}],"version-history":[{"count":1,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/3160\/revisions"}],"predecessor-version":[{"id":3192,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/3160\/revisions\/3192"}],"wp:attachment":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/media?parent=3160"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/categories?post=3160"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/tags?post=3160"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}