{"id":67076,"date":"2026-07-24T09:15:08","date_gmt":"2026-07-24T02:15:08","guid":{"rendered":"https:\/\/aws.cmctelecom.vn\/2026\/07\/24\/amazon-bedrock-agentcore-phat-hien-va-xu-ly-loi-am-tham-cua-agent-ai\/"},"modified":"2026-07-24T14:46:45","modified_gmt":"2026-07-24T07:46:45","slug":"amazon-bedrock-agentcore-phat-hien-va-xu-ly-loi-am-tham-cua-agent-ai","status":"publish","type":"post","link":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/24\/amazon-bedrock-agentcore-phat-hien-va-xu-ly-loi-am-tham-cua-agent-ai\/","title":{"rendered":"Amazon Bedrock AgentCore: Ph\u00e1t hi\u1ec7n v\u00e0 x\u1eed l\u00fd l\u1ed7i &#8216;\u00e2m th\u1ea7m&#8217; c\u1ee7a agent AI"},"content":{"rendered":"<p>Khi v\u1eadn h\u00e0nh c\u00e1c agent AI \u1edf quy m\u00f4 l\u1edbn, doanh nghi\u1ec7p th\u01b0\u1eddng \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t lo\u1ea1i l\u1ed7i kh\u00f3 ph\u00e1t hi\u1ec7n: c\u00e1c b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n (dashboard) \u0111\u1ec1u b\u00e1o c\u00e1o ch\u1ec9 s\u1ed1 t\u1ed1t, t\u1ef7 l\u1ec7 ho\u00e0n th\u00e0nh 99%, \u0111\u1ed9 tr\u1ec5 \u1ed5n \u0111\u1ecbnh v\u00e0 kh\u00f4ng c\u00f3 l\u1ed7i \u0111\u1ed9t bi\u1ebfn. Tuy nhi\u00ean, khi\u1ebfu n\u1ea1i c\u1ee7a kh\u00e1ch h\u00e0ng v\u1ec1 c\u00e1c k\u1ebft qu\u1ea3 kh\u00f4ng ch\u00ednh x\u00e1c v\u1eabn xu\u1ea5t hi\u1ec7n. \u0110\u00e2y l\u00e0 nh\u1eefng &#8220;th\u1ea5t b\u1ea1i \u00e2m th\u1ea7m&#8221; v\u1ec1 h\u00e0nh vi, kh\u00e1c v\u1edbi c\u00e1c s\u1ef1 c\u1ed1 h\u1ea1 t\u1ea7ng th\u00f4ng th\u01b0\u1eddng. \u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, AWS \u0111\u00e3 ra m\u1eaft t\u00ednh n\u0103ng t\u1ed1i \u01b0u h\u00f3a trong Amazon Bedrock AgentCore, gi\u00fap t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n, gi\u1ea3i th\u00edch v\u00e0 \u01b0u ti\u00ean x\u1eed l\u00fd c\u00e1c l\u1ed7i h\u00e0nh vi n\u00e0y, ngay c\u1ea3 khi ch\u00fang kh\u00f4ng t\u1ea1o ra b\u1ea5t k\u1ef3 t\u00edn hi\u1ec7u l\u1ed7i n\u00e0o.<\/p>\n<h2>V\u1ea5n \u0111\u1ec1 nan gi\u1ea3i: Nh\u1eefng th\u1ea5t b\u1ea1i &#8220;\u00e2m th\u1ea7m&#8221; c\u1ee7a agent AI<\/h2>\n<p>C\u00e1c th\u1ea5t b\u1ea1i v\u1ec1 h\u00e0nh vi c\u1ee7a agent AI c\u00f3 th\u1ec3 g\u00e2y ra h\u1eadu qu\u1ea3 nghi\u00eam tr\u1ecdng cho doanh nghi\u1ec7p m\u00e0 kh\u00f4ng b\u1ecb ph\u00e1t hi\u1ec7n b\u1edfi c\u00e1c h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t truy\u1ec1n th\u1ed1ng. V\u00ed d\u1ee5, m\u1ed9t y\u00eau c\u1ea7u s\u1eeda \u0111\u1ed5i \u0111\u01a1n h\u00e0ng kh\u00f4ng bao gi\u1edd \u0111\u01b0\u1ee3c th\u1ef1c thi, m\u1ed9t s\u1ea3n ph\u1ea9m \u0111\u01b0\u1ee3c b\u00e1o l\u00e0 &#8220;c\u00f2n h\u00e0ng&#8221; trong khi API ki\u1ec3m kho \u0111\u00e3 h\u1ebft th\u1eddi gian ch\u1edd, ho\u1eb7c m\u1ed9t b\u01b0\u1edbc ph\u00ea duy\u1ec7t quan tr\u1ecdng b\u1ecb b\u1ecf qua. T\u1eeb g\u00f3c \u0111\u1ed9 h\u1ec7 th\u1ed1ng, c\u00e1c phi\u00ean n\u00e0y ho\u00e0n th\u00e0nh &#8220;th\u00e0nh c\u00f4ng&#8221; v\u00e0 v\u01b0\u1ee3t qua c\u00e1c b\u00e0i ki\u1ec3m tra s\u1ee9c kh\u1ecfe (health check).<\/p>\n<p>Nh\u1eefng l\u1ed7i n\u00e0y ch\u1ec9 \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n th\u00f4ng qua khi\u1ebfu n\u1ea1i c\u1ee7a kh\u00e1ch h\u00e0ng, th\u01b0\u1eddng l\u00e0 nhi\u1ec1u tu\u1ea7n sau khi ch\u00fang b\u1eaft \u0111\u1ea7u \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn ng\u01b0\u1eddi d\u00f9ng \u1edf quy m\u00f4 l\u1edbn. Ngay c\u1ea3 khi l\u1ed7i t\u1ea1o ra t\u00edn hi\u1ec7u, vi\u1ec7c x\u00e1c \u0111\u1ecbnh l\u1ed7i n\u00e0o c\u1ea7n \u0111\u01b0\u1ee3c \u01b0u ti\u00ean x\u1eed l\u00fd tr\u01b0\u1edbc trong h\u00e0ng tr\u0103m l\u1ed7i t\u00edch l\u0169y h\u00e0ng ng\u00e0y c\u0169ng l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c. Vi\u1ec7c xem x\u00e9t t\u1eebng trace ri\u00eang l\u1ebb ch\u1ec9 cho bi\u1ebft \u0111i\u1ec1u g\u00ec \u0111\u00e3 x\u1ea3y ra trong m\u1ed9t phi\u00ean, nh\u01b0ng kh\u00f4ng cho th\u1ea5y \u0111\u00f3 l\u00e0 m\u1ed9t m\u1eabu l\u1ed7i \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn 30% l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp hay ch\u1ec9 l\u00e0 m\u1ed9t tr\u01b0\u1eddng h\u1ee3p c\u00e1 bi\u1ec7t.<\/p>\n<h2>AgentCore Optimization: Gi\u1ea3i ph\u00e1p gi\u00e1m s\u00e1t h\u00e0nh vi t\u1eeb AWS<\/h2>\n<p>T\u00ednh n\u0103ng ph\u00e2n t\u00edch chuy\u00ean s\u00e2u (insights) trong Amazon Bedrock AgentCore Optimization ho\u1ea1t \u0111\u1ed9ng nh\u01b0 m\u1ed9t l\u1edbp th\u00f4ng minh b\u00ean tr\u00ean c\u00e1c c\u00f4ng c\u1ee5 gi\u00e1m s\u00e1t hi\u1ec7n c\u00f3 c\u1ee7a doanh nghi\u1ec7p. N\u00f3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u trace m\u00e0 c\u00e1c c\u00f4ng c\u1ee5 \u0111\u00e3 thu th\u1eadp v\u00e0 chuy\u1ec3n \u0111\u1ed5i ch\u00fang th\u00e0nh th\u00f4ng tin chi ti\u1ebft v\u1ec1 h\u00e0nh vi, c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng ngay l\u1eadp t\u1ee9c. \u0110i\u1ec1u n\u00e0y gi\u00fap c\u00e1c nh\u00f3m ph\u00e1t tri\u1ec3n chuy\u1ec3n t\u1eeb vi\u1ec7c ki\u1ec3m tra trace m\u1ed9t c\u00e1ch th\u1ee5 \u0111\u1ed9ng sang ph\u00e1t hi\u1ec7n m\u1eabu l\u1ed7i m\u1ed9t c\u00e1ch ch\u1ee7 \u0111\u1ed9ng, gi\u00fap t\u00ecm ra l\u1ed7i, hi\u1ec3u ph\u1ea1m vi \u1ea3nh h\u01b0\u1edfng v\u00e0 kh\u1eafc ph\u1ee5c ch\u00fang theo th\u1ee9 t\u1ef1 \u01b0u ti\u00ean.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 2560px; --smush-placeholder-aspect-ratio: 2560\/804;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/28eca82e54-scaled.png\" alt=\"S\u01a1 \u0111\u1ed3 quy tr\u00ecnh ph\u00e2n t\u00edch v\u00e0 gom c\u1ee5m c\u1ee7a AgentCore \u0111\u1ec3 t\u1ea1o ra c\u00e1c ph\u00e2n t\u00edch chuy\u00ean s\u00e2u.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<p>B\u00e1o c\u00e1o ph\u00e2n t\u00edch chuy\u00ean s\u00e2u cung c\u1ea5p ba kh\u1ea3 n\u0103ng ch\u00ednh:<\/p>\n<ul>\n<li><strong>Kh\u00e1m ph\u00e1 m\u1eabu l\u1ed7i v\u00e0 ph\u00e2n t\u00edch nguy\u00ean nh\u00e2n g\u1ed1c r\u1ec5 (RCA):<\/strong> T\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n v\u00e0 x\u1ebfp h\u1ea1ng c\u00e1c c\u1ee5m l\u1ed7i t\u1eeb h\u00e0ng tr\u0103m phi\u00ean m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ecbnh ngh\u0129a danh m\u1ee5c t\u1eeb tr\u01b0\u1edbc. M\u1ed7i c\u1ee5m l\u1ed7i \u0111i k\u00e8m m\u1ed9t gi\u1ea3i th\u00edch t\u1ed5ng h\u1ee3p, gi\u00fap nh\u00e0 ph\u00e1t tri\u1ec3n h\u00e0nh \u0111\u1ed9ng m\u00e0 kh\u00f4ng c\u1ea7n xem t\u1eebng trace.<\/li>\n<li><strong>Ph\u00e2n t\u00edch m\u1ee5c \u0111\u00edch ng\u01b0\u1eddi d\u00f9ng (User Intent Analysis):<\/strong> Ti\u1ebft l\u1ed9 c\u00e1ch ng\u01b0\u1eddi d\u00f9ng t\u01b0\u01a1ng t\u00e1c v\u1edbi agent trong c\u00e1c k\u1ecbch b\u1ea3n kh\u00e1c nhau, cho th\u1ea5y s\u1ef1 ph\u00e2n b\u1ed5 th\u1ef1c t\u1ebf c\u00e1c y\u00eau c\u1ea7u c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, t\u1eeb \u0111\u00f3 ph\u00e1t hi\u1ec7n c\u00e1c l\u1ed7 h\u1ed5ng c\u1ea7n gi\u1ea3i quy\u1ebft.<\/li>\n<li><strong>Ph\u00e2n t\u00edch quy tr\u00ecnh th\u1ef1c thi (Execution Insights):<\/strong> Cho th\u1ea5y c\u00e1c chi\u1ebfn l\u01b0\u1ee3c m\u00e0 agent s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u1ea3n h\u1ed3i, c\u00e1ch c\u00e1c h\u00e0nh \u0111\u1ed9ng ti\u1ebfn tri\u1ec3n v\u00e0 n\u01a1i h\u00e0nh vi th\u1ef1c t\u1ebf c\u1ee7a agent kh\u00e1c v\u1edbi thi\u1ebft k\u1ebf ban \u0111\u1ea7u.<\/li>\n<\/ul>\n<h3>Kh\u00e1m ph\u00e1 m\u1eabu l\u1ed7i v\u00e0 ph\u00e2n t\u00edch nguy\u00ean nh\u00e2n g\u1ed1c r\u1ec5 (RCA)<\/h3>\n<p>AgentCore ph\u00e2n t\u00edch t\u1eebng trace c\u1ee7a phi\u00ean d\u1ef1a tr\u00ean m\u1ed9t h\u1ec7 th\u1ed1ng ph\u00e2n lo\u1ea1i c\u00f3 c\u1ea5u tr\u00fac g\u1ed3m 11 lo\u1ea1i l\u1ed7i h\u00e0nh vi, bao g\u1ed3m <em>hallucination<\/em> (t\u1ea1o ra th\u00f4ng tin sai l\u1ec7ch), h\u00e0nh \u0111\u1ed9ng kh\u00f4ng ch\u00ednh x\u00e1c, vi ph\u1ea1m h\u01b0\u1edbng d\u1eabn t\u00e1c v\u1ee5, l\u1ed7i \u0111i\u1ec1u ph\u1ed1i, v\u00e0 c\u00e1c v\u1ea5n \u0111\u1ec1 x\u1eed l\u00fd ng\u1eef c\u1ea3nh. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y gi\u00fap ph\u00e1t hi\u1ec7n c\u00e1c l\u1ed7i \u00e2m th\u1ea7m kh\u00f4ng d\u1ef1a v\u00e0o t\u00edn hi\u1ec7u l\u1ed7i \u0111\u01a1n thu\u1ea7n.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 1429px; --smush-placeholder-aspect-ratio: 1429\/720;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/007bfb961b.png\" alt=\"Quy tr\u00ecnh ph\u00e2n c\u1ee5m l\u1ed7i v\u00e0 ph\u00e2n t\u00edch nguy\u00ean nh\u00e2n g\u1ed1c r\u1ec5 (RCA) trong AgentCore.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<p>\u0110\u1ed1i v\u1edbi m\u1ed7i c\u1ee5m l\u1ed7i, AgentCore truy ng\u01b0\u1ee3c l\u1ea1i \u0111\u1ed3 th\u1ecb th\u1ef1c thi \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh nguy\u00ean nh\u00e2n g\u00e2y ra l\u1ed7i, ch\u1ee9 kh\u00f4ng ch\u1ec9 n\u01a1i n\u00f3 xu\u1ea5t hi\u1ec7n. B\u1eb1ng c\u00e1ch lo\u1ea1i b\u1ecf c\u00e1c nh\u00e1nh kh\u00f4ng li\u00ean quan, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch RCA hi\u1ec7u qu\u1ea3 ngay c\u1ea3 tr\u00ean c\u00e1c phi\u00ean d\u00e0i, thu h\u1eb9p m\u1ed9t quy tr\u00ecnh 50 b\u01b0\u1edbc xu\u1ed1ng c\u00f2n \u0111\u01b0\u1eddng d\u1eabn th\u1ef1c thi c\u1ee5 th\u1ec3 d\u1eabn \u0111\u1ebfn l\u1ed7i. K\u1ebft qu\u1ea3 s\u1ebd ch\u1ec9 ra v\u1ecb tr\u00ed g\u1ed1c r\u1ec5, ph\u00e2n lo\u1ea1i nguy\u00ean nh\u00e2n v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u00e1ch kh\u1eafc ph\u1ee5c (thay \u0111\u1ed5i system prompt, c\u1eadp nh\u1eadt m\u00f4 t\u1ea3 c\u00f4ng c\u1ee5, ho\u1eb7c c\u00f4ng vi\u1ec7c h\u1ea1 t\u1ea7ng).<\/p>\n<h3>Ph\u00e2n t\u00edch m\u1ee5c \u0111\u00edch ng\u01b0\u1eddi d\u00f9ng v\u00e0 quy tr\u00ecnh th\u1ef1c thi<\/h3>\n<p>Ngo\u00e0i vi\u1ec7c ph\u00e2n t\u00edch l\u1ed7i, AgentCore c\u00f2n cung c\u1ea5p hai g\u00f3c nh\u00ecn b\u1ed5 sung v\u1ec1 h\u00e0nh vi c\u1ee7a agent:<\/p>\n<ul>\n<li><strong>Ph\u00e2n t\u00edch m\u1ee5c \u0111\u00edch ng\u01b0\u1eddi d\u00f9ng:<\/strong> B\u1eb1ng c\u00e1ch gom c\u1ee5m c\u00e1c prompt th\u1ef1c t\u1ebf m\u00e0 ng\u01b0\u1eddi d\u00f9ng g\u1eedi cho agent, t\u00ednh n\u0103ng n\u00e0y cho th\u1ea5y s\u1ef1 ph\u00e2n b\u1ed5 c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng trong m\u00f4i tr\u01b0\u1eddng production. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n ra r\u1eb1ng 40% l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp l\u00e0 cho m\u1ed9t tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng \u0111\u00e3 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf, 30% \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 m\u1ed9t ph\u1ea7n, v\u00e0 30% c\u00f2n l\u1ea1i l\u00e0 nh\u1eefng y\u00eau c\u1ea7u ho\u00e0n to\u00e0n kh\u00f4ng l\u01b0\u1eddng tr\u01b0\u1edbc \u0111\u01b0\u1ee3c.<\/li>\n<li><strong>Ph\u00e2n t\u00edch quy tr\u00ecnh th\u1ef1c thi:<\/strong> T\u00ednh n\u0103ng n\u00e0y tr\u00edch xu\u1ea5t c\u00e1ch ti\u1ebfp c\u1eadn v\u00e0 k\u1ebft qu\u1ea3 m\u00e0 agent \u0111\u1ea1t \u0111\u01b0\u1ee3c trong m\u1ed7i phi\u00ean. B\u1eb1ng c\u00e1ch gom c\u1ee5m c\u00e1c b\u1ea3n t\u00f3m t\u1eaft n\u00e0y, n\u00f3 ti\u1ebft l\u1ed9 c\u00e1c m\u1eabu th\u1ef1c thi, bao g\u1ed3m c\u00e1c chi\u1ebfn l\u01b0\u1ee3c ph\u1ed5 bi\u1ebfn m\u00e0 agent s\u1eed d\u1ee5ng, m\u1ed1i t\u01b0\u01a1ng quan gi\u1eefa c\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111\u00f3 v\u1edbi th\u00e0nh c\u00f4ng hay th\u1ea5t b\u1ea1i, v\u00e0 n\u01a1i h\u00e0nh vi th\u1ef1c t\u1ebf c\u1ee7a agent kh\u00e1c v\u1edbi thi\u1ebft k\u1ebf ban \u0111\u1ea7u.<\/li>\n<\/ul>\n<h2>H\u01b0\u1edbng d\u1eabn c\u00e0i \u0111\u1eb7t v\u00e0 s\u1eed d\u1ee5ng<\/h2>\n<p>\u0110\u1ec3 s\u1eed d\u1ee5ng t\u00ednh n\u0103ng ph\u00e2n t\u00edch chuy\u00ean s\u00e2u, doanh nghi\u1ec7p c\u00f3 th\u1ec3 c\u1ea5u h\u00ecnh t\u1eeb giao di\u1ec7n \u0111i\u1ec1u khi\u1ec3n AgentCore trong m\u1ee5c <strong>Optimizations &gt; Insights &gt; Create Insights<\/strong>. Qu\u00e1 tr\u00ecnh c\u00e0i \u0111\u1eb7t r\u1ea5t \u0111\u01a1n gi\u1ea3n:<\/p>\n<ol>\n<li><strong>Ch\u1ecdn lo\u1ea1i ph\u00e2n t\u00edch:<\/strong> L\u1ef1a ch\u1ecdn gi\u1eefa Failure analysis, User intent analysis, v\u00e0 Execution summary. C\u00f3 th\u1ec3 ch\u1ea1y \u0111\u1ed9c l\u1eadp ho\u1eb7c c\u00f9ng nhau.<\/li>\n<li><strong>K\u1ebft n\u1ed1i v\u1edbi agent:<\/strong> Ch\u1ecdn m\u1ed9t agent endpoint \u0111\u00e3 \u0111\u01b0\u1ee3c tri\u1ec3n khai qua AgentCore runtime ho\u1eb7c tr\u1ecf tr\u1ef1c ti\u1ebfp \u0111\u1ebfn m\u1ed9t log group tr\u00ean Amazon CloudWatch n\u1ebfu agent ch\u1ea1y b\u00ean ngo\u00e0i.<\/li>\n<li><strong>Thi\u1ebft l\u1eadp l\u1ecbch tr\u00ecnh:<\/strong> Ch\u1ecdn ch\u1ebf \u0111\u1ed9 ch\u1ea1y l\u1eb7p l\u1ea1i (h\u00e0ng ng\u00e0y, h\u00e0ng tu\u1ea7n, h\u00e0ng th\u00e1ng) \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng t\u1ea1o b\u00e1o c\u00e1o, ho\u1eb7c ch\u1ea1y m\u1ed9t l\u1ea7n (one-time) cho m\u1ed9t kho\u1ea3ng th\u1eddi gian c\u1ee5 th\u1ec3 \u0111\u1ec3 \u0111i\u1ec1u tra s\u1ef1 c\u1ed1.<\/li>\n<li><strong>C\u1ea5u h\u00ecnh t\u00f9y ch\u1ecdn:<\/strong> C\u00f3 th\u1ec3 th\u00eam b\u1ed9 l\u1ecdc, l\u1ea5y m\u1eabu (sampling) ho\u1eb7c c\u1ea5u h\u00ecnh quy\u1ec1n IAM \u0111\u1ec3 truy c\u1eadp log.<\/li>\n<\/ol>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 1349px; --smush-placeholder-aspect-ratio: 1349\/1291;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/ffec987365.png\" alt=\"Giao di\u1ec7n c\u1ea5u h\u00ecnh \u0111\u1ec3 t\u1ea1o m\u1ed9t ph\u00e2n t\u00edch chuy\u00ean s\u00e2u trong Amazon Bedrock AgentCore.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<h2>V\u00ed d\u1ee5 th\u1ef1c t\u1ebf: Ph\u00e2n t\u00edch agent t\u01b0 v\u1ea5n th\u1ecb tr\u01b0\u1eddng<\/h2>\n<p>H\u00e3y xem x\u00e9t m\u1ed9t agent ph\u00e2n t\u00edch xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng cung c\u1ea5p ph\u00e2n t\u00edch \u0111\u1ea7u t\u01b0, khuy\u1ebfn ngh\u1ecb c\u1ed5 phi\u1ebfu v\u00e0 d\u1eef li\u1ec7u hi\u1ec7u su\u1ea5t ng\u00e0nh. Sau khi ch\u1ea1y 10 phi\u00ean, \u0111\u00e2y l\u00e0 nh\u1eefng g\u00ec AgentCore insights \u0111\u00e3 ph\u00e1t hi\u1ec7n:<\/p>\n<h3>Ph\u00e2n t\u00edch l\u1ed7i<\/h3>\n<p>Insights \u0111\u00e3 x\u00e1c \u0111\u1ecbnh m\u1ed9t lo\u1ea1i l\u1ed7i: &#8220;T\u1ea1o d\u1eef li\u1ec7u t\u00e0i ch\u00ednh gi\u1ea3 m\u1ea1o m\u00e0 kh\u00f4ng g\u1ecdi c\u00f4ng c\u1ee5&#8221; (Hallucinated Financial Data Without Tool Invocation), \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn 1\/10 phi\u00ean. Agent \u0111\u00e3 t\u1ea1o ra c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u t\u00e0i ch\u00ednh c\u1ee5 th\u1ec3 v\u00e0 tr\u00ecnh b\u00e0y ch\u00fang nh\u01b0 th\u00f4ng tin th\u1ef1c t\u1ebf m\u00e0 kh\u00f4ng g\u1ecdi c\u00e1c c\u00f4ng c\u1ee5 truy xu\u1ea5t d\u1eef li\u1ec7u c\u00f3 s\u1eb5n. L\u1ed7i n\u00e0y kh\u00f4ng t\u1ea1o ra t\u00edn hi\u1ec7u l\u1ed7i v\u00e0 phi\u00ean ho\u00e0n th\u00e0nh th\u00e0nh c\u00f4ng, nh\u01b0ng insights \u0111\u00e3 ch\u1ec9 ra nguy\u00ean nh\u00e2n g\u1ed1c r\u1ec5 v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u1ee7ng c\u1ed1 system prompt \u0111\u1ec3 b\u1eaft bu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5 tr\u01b0\u1edbc khi \u0111\u01b0a ra c\u00e1c tuy\u00ean b\u1ed1 s\u1ed1 li\u1ec7u.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 1486px; --smush-placeholder-aspect-ratio: 1486\/706;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/d93be9abe2.png\" alt=\"B\u00e1o c\u00e1o ph\u00e2n t\u00edch l\u1ed7i cho th\u1ea5y l\u1ed7i Hallucination d\u1eef li\u1ec7u t\u00e0i ch\u00ednh.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<h3>Ph\u00e2n t\u00edch m\u1ee5c \u0111\u00edch ng\u01b0\u1eddi d\u00f9ng<\/h3>\n<p>Ph\u00e2n t\u00edch m\u1ee5c \u0111\u00edch ng\u01b0\u1eddi d\u00f9ng \u0111\u00e3 gom c\u00e1c y\u00eau c\u1ea7u th\u00e0nh 3 lo\u1ea1i, cho th\u1ea5y 50% l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp (5\/10 phi\u00ean) l\u00e0 \u0111\u1ec3 truy xu\u1ea5t h\u1ed3 s\u01a1 v\u00e0 \u0111\u00e1nh gi\u00e1 danh m\u1ee5c \u0111\u1ea7u t\u01b0. Th\u00f4ng tin n\u00e0y cho bi\u1ebft doanh nghi\u1ec7p c\u1ea7n \u01b0u ti\u00ean \u0111\u1ea7u t\u01b0 v\u00e0o \u0111\u1ed9 tin c\u1eady c\u1ee7a t\u00ednh n\u0103ng n\u00e0y tr\u01b0\u1edbc ti\u00ean, v\u00ec n\u1ebfu n\u00f3 th\u1ea5t b\u1ea1i, tr\u1ea3i nghi\u1ec7m c\u1ee7a 50% ng\u01b0\u1eddi d\u00f9ng s\u1ebd b\u1ecb \u1ea3nh h\u01b0\u1edfng.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 1481px; --smush-placeholder-aspect-ratio: 1481\/696;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/f1b8a41a0c.png\" alt=\"B\u00e1o c\u00e1o ph\u00e2n t\u00edch m\u1ee5c \u0111\u00edch ng\u01b0\u1eddi d\u00f9ng cho th\u1ea5y s\u1ef1 ph\u00e2n b\u1ed5 c\u00e1c lo\u1ea1i y\u00eau c\u1ea7u.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<h3>Ph\u00e2n t\u00edch quy tr\u00ecnh th\u1ef1c thi<\/h3>\n<p>C\u00e1c b\u1ea3n t\u00f3m t\u1eaft th\u1ef1c thi cho th\u1ea5y h\u00e0nh vi c\u1ee7a agent \u0111\u01b0\u1ee3c nh\u00f3m th\u00e0nh ba m\u1eabu, v\u1edbi m\u1eabu chi\u1ebfm \u01b0u th\u1ebf (6\/10 phi\u00ean) l\u00e0 agent ho\u00e0n th\u00e0nh quy tr\u00ecnh t\u01b0 v\u1ea5n \u0111\u1ea7y \u0111\u1ee7 t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i, bao g\u1ed3m ph\u00e2n t\u00edch t\u00e0i ch\u00ednh \u0111a ng\u00e0nh v\u00e0 ph\u00e2n b\u1ed5 danh m\u1ee5c \u0111\u1ea7u t\u01b0. \u0110i\u1ec1u n\u00e0y x\u00e1c nh\u1eadn r\u1eb1ng agent \u0111ang ho\u1ea1t \u0111\u1ed9ng \u0111\u00fang nh\u01b0 thi\u1ebft k\u1ebf trong ph\u1ea7n l\u1edbn c\u00e1c tr\u01b0\u1eddng h\u1ee3p.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 1331px; --smush-placeholder-aspect-ratio: 1331\/928;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/b404396971.png\" alt=\"B\u00e1o c\u00e1o t\u00f3m t\u1eaft th\u1ef1c thi cho th\u1ea5y c\u00e1c m\u1eabu h\u00e0nh vi c\u1ee7a agent.\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<h2>L\u1ee3i \u00edch cho doanh nghi\u1ec7p<\/h2>\n<p>T\u00ednh n\u0103ng t\u1ed1i \u01b0u h\u00f3a trong Amazon Bedrock AgentCore cung c\u1ea5p m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 gi\u00e1m s\u00e1t v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c agent AI khi ch\u00fang g\u1eb7p ph\u1ea3i c\u00e1c l\u1ed7i &#8220;\u00e2m th\u1ea7m&#8221;. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng n\u00f3 \u0111\u1ec3 x\u00e1c th\u1ef1c sau khi tri\u1ec3n khai, gi\u00e1m s\u00e1t ch\u1ee7 \u0111\u1ed9ng h\u00e0ng tu\u1ea7n \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c l\u1ed7i v\u00f4 h\u00ecnh tr\u01b0\u1edbc khi kh\u00e1ch h\u00e0ng ph\u00e1t hi\u1ec7n, v\u00e0 x\u1ebfp h\u1ea1ng m\u1ee9c \u0111\u1ed9 \u01b0u ti\u00ean kh\u1eafc ph\u1ee5c d\u1ef1a tr\u00ean t\u00e1c \u0111\u1ed9ng th\u1ef1c t\u1ebf. B\u1eb1ng c\u00e1ch n\u00e0y, c\u00e1c nh\u00f3m ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c agent AI kh\u00f4ng ch\u1ec9 ho\u1ea1t \u0111\u1ed9ng, m\u00e0 c\u00f2n ho\u1ea1t \u0111\u1ed9ng m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3, mang l\u1ea1i gi\u00e1 tr\u1ecb kinh doanh th\u1ef1c s\u1ef1.<\/p>","protected":false},"excerpt":{"rendered":"<p>Khi v\u1eadn h\u00e0nh c\u00e1c agent AI \u1edf quy m\u00f4 l\u1edbn, doanh nghi\u1ec7p th\u01b0\u1eddng \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t lo\u1ea1i l\u1ed7i kh\u00f3 ph\u00e1t hi\u1ec7n: c\u00e1c b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n (dashboard) \u0111\u1ec1u b\u00e1o c\u00e1o ch\u1ec9 s\u1ed1 t\u1ed1t, t\u1ef7 l\u1ec7 ho\u00e0n th\u00e0nh 99%, \u0111\u1ed9 tr\u1ec5 \u1ed5n \u0111\u1ecbnh v\u00e0 kh\u00f4ng c\u00f3 l\u1ed7i \u0111\u1ed9t bi\u1ebfn. Tuy nhi\u00ean, khi\u1ebfu n\u1ea1i c\u1ee7a kh\u00e1ch h\u00e0ng&#8230;<\/p>","protected":false},"author":22,"featured_media":67069,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-67076","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ctelers-blogs"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Amazon Bedrock AgentCore: Ph\u00e1t hi\u1ec7n v\u00e0 x\u1eed l\u00fd l\u1ed7i &#039;\u00e2m th\u1ea7m&#039; c\u1ee7a agent AI | CMC Telecom<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/24\/amazon-bedrock-agentcore-phat-hien-va-xu-ly-loi-am-tham-cua-agent-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Amazon Bedrock AgentCore: Ph\u00e1t hi\u1ec7n v\u00e0 x\u1eed l\u00fd l\u1ed7i &#039;\u00e2m th\u1ea7m&#039; c\u1ee7a agent AI | CMC Telecom\" \/>\n<meta property=\"og:description\" content=\"Khi v\u1eadn h\u00e0nh c\u00e1c agent AI \u1edf quy m\u00f4 l\u1edbn, doanh nghi\u1ec7p th\u01b0\u1eddng \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t lo\u1ea1i l\u1ed7i kh\u00f3 ph\u00e1t hi\u1ec7n: c\u00e1c b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n (dashboard) \u0111\u1ec1u b\u00e1o c\u00e1o ch\u1ec9 s\u1ed1 t\u1ed1t, t\u1ef7 l\u1ec7 ho\u00e0n th\u00e0nh 99%, \u0111\u1ed9 tr\u1ec5 \u1ed5n \u0111\u1ecbnh v\u00e0 kh\u00f4ng c\u00f3 l\u1ed7i \u0111\u1ed9t bi\u1ebfn. 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