{"id":67093,"date":"2026-07-28T09:13:31","date_gmt":"2026-07-28T02:13:31","guid":{"rendered":"https:\/\/aws.cmctelecom.vn\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/"},"modified":"2026-07-28T09:52:57","modified_gmt":"2026-07-28T02:52:57","slug":"quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay","status":"publish","type":"post","link":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/","title":{"rendered":"Quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 agent AI c\u1ee7a AWS: Gi\u1ea3m 85% l\u1ed7i, t\u0103ng \u0111\u1ed9 tin c\u1eady"},"content":{"rendered":"<p>C\u00e1c agent AI \u0111ang m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i \u0111\u1ed9t ph\u00e1, nh\u01b0ng vi\u1ec7c \u0111\u1ea3m b\u1ea3o ch\u00fang ho\u1ea1t \u0111\u1ed9ng \u0111\u00e1ng tin c\u1eady trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn. M\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi nghe c\u00f3 v\u1ebb t\u1ef1 tin t\u1eeb agent c\u00f3 th\u1ec3 ho\u00e0n to\u00e0n sai, g\u00e2y \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn doanh thu v\u00e0 l\u00f2ng tin c\u1ee7a kh\u00e1ch h\u00e0ng. H\u1ee3p t\u00e1c c\u00f9ng Motorway, m\u1ed9t s\u00e0n giao d\u1ecbch xe h\u01a1i tr\u1ef1c tuy\u1ebfn t\u1ea1i Anh, AWS \u0111\u00e3 x\u00e2y d\u1ef1ng m\u1ed9t pipeline \u0111\u00e1nh gi\u00e1 to\u00e0n di\u1ec7n gi\u00fap gi\u1ea3m t\u1ef7 l\u1ec7 truy v\u1ea5n sai t\u1eeb 1\/8 xu\u1ed1ng ch\u1ec9 c\u00f2n 1\/50, \u0111\u1ed3ng th\u1eddi r\u00fat ng\u1eafn th\u1eddi gian ph\u00e1t hi\u1ec7n s\u1ef1 c\u1ed1 t\u1eeb v\u00e0i gi\u1edd xu\u1ed1ng c\u00f2n v\u00e0i ph\u00fat.<\/p>\n<p>B\u00e0i vi\u1ebft n\u00e0y, d\u1ef1a tr\u00ean kinh nghi\u1ec7m th\u1ef1c t\u1ebf c\u1ee7a Motorway v\u00e0 \u0111\u1ed9i ng\u0169 AWS Prototyping and AI Customer Engineering (PACE), s\u1ebd gi\u1edbi thi\u1ec7u m\u1ed9t b\u1ea3n thi\u1ebft k\u1ebf chi ti\u1ebft \u0111\u1ec3 c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1ef1 x\u00e2y d\u1ef1ng quy tr\u00ecnh \u0111\u00e1nh gi\u00e1, \u0111\u1ea3m b\u1ea3o c\u00e1c agent AI ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh v\u00e0 hi\u1ec7u qu\u1ea3 tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o v\u1eadn h\u00e0nh ch\u00ednh th\u1ee9c.<\/p>\n<h2>Th\u00e1ch th\u1ee9c: Agent AI &#8220;t\u1ef1 tin&#8221; nh\u01b0ng kh\u00f4ng \u0111\u00e1ng tin c\u1eady<\/h2>\n<p>Vi\u1ec7c \u0111\u00e1nh gi\u00e1 m\u1ed9t m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) th\u01b0\u1eddng t\u1eadp trung v\u00e0o ch\u1ea5t l\u01b0\u1ee3ng v\u0103n b\u1ea3n t\u1ea1o ra. Tuy nhi\u00ean, \u0111\u00e1nh gi\u00e1 m\u1ed9t agent AI ph\u1ee9c t\u1ea1p h\u01a1n nhi\u1ec1u. N\u00f3 kh\u00f4ng ch\u1ec9 l\u00e0 v\u1ec1 c\u00e2u tr\u1ea3 l\u1eddi cu\u1ed1i c\u00f9ng, m\u00e0 c\u00f2n l\u00e0 to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh agent s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 (tools), l\u1eadp lu\u1eadn v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh. M\u1ed9t agent c\u00f3 th\u1ec3 th\u1ea5t b\u1ea1i theo nhi\u1ec1u c\u00e1ch:<\/p>\n<ul>\n<li><strong>L\u1ed7i ch\u1ecdn c\u00f4ng c\u1ee5:<\/strong> Agent g\u1ecdi sai c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm, d\u1eabn \u0111\u1ebfn k\u1ebft qu\u1ea3 kh\u00f4ng li\u00ean quan.<\/li>\n<li><strong>Hi\u1ec3u sai ng\u1eef ngh\u0129a:<\/strong> Truy v\u1ea5n nh\u01b0 &#8220;xe x\u0103ng, hybrid v\u00e0 xe \u0111i\u1ec7n d\u01b0\u1edbi 5 n\u0103m tu\u1ed5i&#8221; \u0111\u00f2i h\u1ecfi agent ph\u1ea3i ph\u00e2n t\u00edch ch\u00ednh x\u00e1c nhi\u1ec1u r\u00e0ng bu\u1ed9c c\u00f9ng l\u00fac.<\/li>\n<li><strong>M\u1ea5t ng\u1eef c\u1ea3nh:<\/strong> Trong c\u00e1c cu\u1ed9c h\u1ed9i tho\u1ea1i nhi\u1ec1u l\u01b0\u1ee3t, agent c\u00f3 th\u1ec3 &#8220;qu\u00ean&#8221; c\u00e1c y\u00eau c\u1ea7u tinh ch\u1ec9nh c\u1ee7a ng\u01b0\u1eddi d\u00f9ng \u1edf l\u01b0\u1ee3t tr\u01b0\u1edbc.<\/li>\n<li><strong>Thi\u1ebfu nh\u1ea5t qu\u00e1n:<\/strong> Do t\u00ednh ch\u1ea5t kh\u00f4ng x\u00e1c \u0111\u1ecbnh (non-deterministic) c\u1ee7a LLM, c\u00f9ng m\u1ed9t truy v\u1ea5n c\u00f3 th\u1ec3 cho ra c\u00e1c k\u1ebft qu\u1ea3 kh\u00e1c nhau \u1edf nh\u1eefng l\u1ea7n ch\u1ea1y kh\u00e1c nhau.<\/li>\n<\/ul>\n<p>Motorway \u0111\u00e3 x\u00e2y d\u1ef1ng m\u1ed9t agent AI h\u1ed7 tr\u1ee3 t\u00ecm ki\u1ebfm xe cho c\u00e1c \u0111\u1ea1i l\u00fd, thay th\u1ebf h\u00e0ng gi\u1edd l\u1ecdc th\u1ee7 c\u00f4ng b\u1eb1ng c\u00e1c truy v\u1ea5n ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. V\u1edbi kho\u1ea3ng 1.500 ng\u01b0\u1eddi d\u00f9ng \u0111\u1ed3ng th\u1eddi v\u00e0o gi\u1edd cao \u0111i\u1ec3m, vi\u1ec7c \u0111\u1ea3m b\u1ea3o agent ho\u1ea1t \u0111\u1ed9ng ch\u00ednh x\u00e1c l\u00e0 y\u00eau c\u1ea7u b\u1eaft bu\u1ed9c. B\u1ea5t k\u1ef3 sai s\u00f3t n\u00e0o c\u0169ng \u1ea3nh h\u01b0\u1edfng tr\u1ef1c ti\u1ebfp \u0111\u1ebfn ni\u1ec1m tin c\u1ee7a \u0111\u1ea1i l\u00fd v\u00e0 ho\u1ea1t \u0111\u1ed9ng kinh doanh.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/27e596306d-scaled.png\" alt=\"S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac agent t\u00ecm ki\u1ebfm xe c\u1ee7a Motorway x\u00e2y d\u1ef1ng tr\u00ean AWS Bedrock AgentCore\" style=\"--smush-placeholder-width: 2560px; --smush-placeholder-aspect-ratio: 2560\/1860;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:none;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<h2>Gi\u1ea3i ph\u00e1p: Pipeline \u0111\u00e1nh gi\u00e1 to\u00e0n di\u1ec7n t\u1eeb th\u1eed nghi\u1ec7m \u0111\u1ebfn production<\/h2>\n<p>\u0110\u1ec3 gi\u1ea3i quy\u1ebft th\u00e1ch th\u1ee9c n\u00e0y, Motorway v\u00e0 AWS \u0111\u00e3 x\u00e2y d\u1ef1ng m\u1ed9t pipeline \u0111\u00e1nh gi\u00e1 end-to-end k\u1ebft h\u1ee3p SDK m\u00e3 ngu\u1ed3n m\u1edf <strong>Strands Agents<\/strong> v\u00e0 <strong>Amazon Bedrock AgentCore<\/strong>, m\u1ed9t d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n \u0111\u1ec3 tri\u1ec3n khai v\u00e0 v\u1eadn h\u00e0nh agent AI \u1edf quy m\u00f4 l\u1edbn. Gi\u1ea3i ph\u00e1p n\u00e0y bao g\u1ed3m:<\/p>\n<ul>\n<li><strong>Chi\u1ebfn l\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 hai giai \u0111o\u1ea1n:<\/strong> Ki\u1ec3m th\u1eed t\u1ea1i th\u1eddi \u0111i\u1ec3m build v\u1edbi th\u01b0 vi\u1ec7n <code>strands-agents-evals<\/code> v\u00e0 gi\u00e1m s\u00e1t trong m\u00f4i tr\u01b0\u1eddng production v\u1edbi <code>Amazon Bedrock AgentCore Evaluations<\/code>.<\/li>\n<li><strong>Khung \u0111\u00e1nh gi\u00e1 ba l\u1edbp:<\/strong> \u0110\u00e1nh gi\u00e1 kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 (tool usage), l\u1eadp lu\u1eadn (reasoning) v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra (output quality).<\/li>\n<li><strong>Pipeline tri\u1ec3n khai n\u0103m giai \u0111o\u1ea1n:<\/strong> T\u00edch h\u1ee3p c\u00e1c &#8220;c\u1ed5ng ch\u1ea5t l\u01b0\u1ee3ng&#8221; (quality gates) \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng ch\u1eb7n c\u00e1c b\u1ea3n ph\u00e1t h\u00e0nh kh\u00f4ng \u0111\u1ea1t ti\u00eau chu\u1ea9n.<\/li>\n<\/ul>\n<h2>Giai \u0111o\u1ea1n 1: \u0110\u00e1nh gi\u00e1 t\u1ea1i th\u1eddi \u0111i\u1ec3m build v\u1edbi khung 3 l\u1edbp<\/h2>\n<p>Tr\u01b0\u1edbc khi tri\u1ec3n khai, agent c\u1ea7n ph\u1ea3i v\u01b0\u1ee3t qua m\u1ed9t quy tr\u00ecnh ki\u1ec3m th\u1eed nghi\u00eam ng\u1eb7t \u0111\u1ec3 ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c v\u1ea5n \u0111\u1ec1. Khung \u0111\u00e1nh gi\u00e1 n\u00e0y \u0111\u01b0\u1ee3c chia th\u00e0nh ba l\u1edbp, m\u1ed7i l\u1edbp c\u00f3 m\u1ed9t ng\u01b0\u1ee1ng \u0111\u1ea1t\/kh\u00f4ng \u0111\u1ea1t ri\u00eang.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/9d92de7dc7.png\" alt=\"Khung \u0111\u00e1nh gi\u00e1 3 l\u1edbp t\u1ea1i th\u1eddi \u0111i\u1ec3m build: Tool Usage, Reasoning, v\u00e0 Output Quality\" style=\"--smush-placeholder-width: 851px; --smush-placeholder-aspect-ratio: 851\/632;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<ul>\n<li>\n<p><strong>L\u1edbp 1: S\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 (Tool Usage) &#8211; Ng\u01b0\u1ee1ng &gt;95%:<\/strong> L\u1edbp n\u00e0y x\u00e1c minh agent c\u00f3 g\u1ecdi \u0111\u00fang c\u00f4ng c\u1ee5 v\u1edbi c\u00e1c tham s\u1ed1 ch\u00ednh x\u00e1c hay kh\u00f4ng. V\u00ed d\u1ee5, truy v\u1ea5n &#8220;xe diesel gi\u00e1 t\u1eeb \u00a37.000 \u0111\u1ebfn \u00a320.000&#8221; ph\u1ea3i g\u1ecdi c\u00f4ng c\u1ee5 <code>search_vehicles<\/code> v\u1edbi c\u00e1c b\u1ed9 l\u1ecdc \u0111\u01b0\u1ee3c \u0111\u1ecbnh ki\u1ec3u <code>(fuel_type=diesel, min_price=7000, max_price=20000)<\/code>. Vi\u1ec7c \u0111\u00e1nh gi\u00e1 n\u00e0y ho\u00e0n to\u00e0n t\u1ef1 \u0111\u1ed9ng v\u00e0 d\u1ef1a tr\u00ean m\u00e3.<\/p>\n<\/li>\n<li>\n<p><strong>L\u1edbp 2: L\u1eadp lu\u1eadn (Reasoning) &#8211; Ng\u01b0\u1ee1ng &gt;85%:<\/strong> \u0110\u00e1nh gi\u00e1 li\u1ec7u quy tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a agent c\u00f3 logic hay kh\u00f4ng. L\u1edbp n\u00e0y s\u1eed d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p <em>LLM-as-judge<\/em> (d\u00f9ng m\u1ed9t LLM kh\u00e1c \u0111\u1ec3 ch\u1ea5m \u0111i\u1ec3m) \u0111\u1ec3 xem x\u00e9t t\u00ednh h\u1ee3p l\u00fd trong chu\u1ed7i suy lu\u1eadn c\u1ee7a agent. M\u1ed9t agent \u0111\u01b0a ra c\u00e2u tr\u1ea3 l\u1eddi \u0111\u00fang nh\u01b0ng v\u1edbi l\u1eadp lu\u1eadn sai s\u1ebd r\u1ea5t d\u1ec5 th\u1ea5t b\u1ea1i khi \u0111i\u1ec1u ki\u1ec7n thay \u0111\u1ed5i.<\/p>\n<\/li>\n<li>\n<p><strong>L\u1edbp 3: Ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra (Output Quality) &#8211; Ng\u01b0\u1ee1ng &gt;90%:<\/strong> \u0110\u00e1nh gi\u00e1 xem c\u00e2u tr\u1ea3 l\u1eddi cu\u1ed1i c\u00f9ng c\u00f3 h\u1eefu \u00edch, ch\u00ednh x\u00e1c v\u00e0 c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng \u0111\u01b0\u1ee3c kh\u00f4ng. L\u1edbp n\u00e0y c\u0169ng s\u1eed d\u1ee5ng LLM-as-judge \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ng\u01b0\u1eddi d\u00f9ng nh\u1eadn \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 mong mu\u1ed1n.<\/p>\n<\/li>\n<\/ul>\n<p>\u0110\u1ec3 x\u1eed l\u00fd t\u00ednh kh\u00f4ng nh\u1ea5t qu\u00e1n c\u1ee7a LLM, quy tr\u00ecnh n\u00e0y s\u1eed d\u1ee5ng ch\u1ec9 s\u1ed1 <strong>pass^k<\/strong> (<em>pass to the power of k<\/em>), \u0111o l\u01b0\u1eddng x\u00e1c su\u1ea5t th\u00e0nh c\u00f4ng trong <strong>k<\/strong> l\u1ea7n th\u1eed li\u00ean ti\u1ebfp. \u0110i\u1ec1u n\u00e0y r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00e1c agent ph\u1ee5c v\u1ee5 kh\u00e1ch h\u00e0ng, n\u01a1i ng\u01b0\u1eddi d\u00f9ng mong \u0111\u1ee3i s\u1ef1 \u1ed5n \u0111\u1ecbnh m\u1ed7i l\u1ea7n t\u01b0\u01a1ng t\u00e1c. M\u1ed9t agent c\u00f3 t\u1ef7 l\u1ec7 th\u00e0nh c\u00f4ng 75% m\u1ed7i l\u1ea7n th\u1eed ch\u1ec9 c\u00f3 42% c\u01a1 h\u1ed9i th\u00e0nh c\u00f4ng trong 3 l\u1ea7n th\u1eed li\u00ean ti\u1ebfp (0.75\u00b3).<\/p>\n<h2>Giai \u0111o\u1ea1n 2: Gi\u00e1m s\u00e1t trong m\u00f4i tr\u01b0\u1eddng production v\u1edbi AgentCore Evaluations<\/h2>\n<p>Sau khi agent \u0111\u01b0\u1ee3c tri\u1ec3n khai l\u00ean <strong>Amazon Bedrock AgentCore Runtime<\/strong>, d\u1ecbch v\u1ee5 <strong>AgentCore Evaluations<\/strong> s\u1ebd cung c\u1ea5p kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t li\u00ean t\u1ee5c. N\u00f3 t\u00edch h\u1ee3p v\u1edbi Strands Agents th\u00f4ng qua OpenTelemetry v\u00e0 cho ph\u00e9p l\u1ea5y m\u1eabu t\u1eeb 1-5% l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp th\u1ef1c t\u1ebf \u0111\u1ec3 \u0111\u00e1nh gi\u00e1.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/0c98cf122b.png\" alt=\"Ki\u1ebfn tr\u00fac \u0111\u00e1nh gi\u00e1 trong m\u00f4i tr\u01b0\u1eddng production v\u1edbi AgentCore Evaluations\" style=\"--smush-placeholder-width: 869px; --smush-placeholder-aspect-ratio: 869\/611;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<p>AgentCore Evaluations cung c\u1ea5p hai ch\u1ebf \u0111\u1ed9:<\/p>\n<ol>\n<li><strong>\u0110\u00e1nh gi\u00e1 theo y\u00eau c\u1ea7u (On-demand evaluation):<\/strong> Ph\u00e2n t\u00edch c\u00e1c t\u01b0\u01a1ng t\u00e1c c\u1ee5 th\u1ec3 c\u1ee7a agent t\u1eeb log tr\u00ean Amazon CloudWatch, h\u1eefu \u00edch cho vi\u1ec7c g\u1ee1 l\u1ed7i ho\u1eb7c x\u00e1c th\u1ef1c c\u00e1c b\u1ea3n v\u00e1.<\/li>\n<li><strong>\u0110\u00e1nh gi\u00e1 tr\u1ef1c tuy\u1ebfn (Online evaluation):<\/strong> T\u1ef1 \u0111\u1ed9ng l\u1ea5y m\u1eabu l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp tr\u1ef1c ti\u1ebfp v\u00e0 \u00e1p d\u1ee5ng c\u00e1c b\u1ed9 \u0111\u00e1nh gi\u00e1 (evaluators) trong n\u1ec1n.<\/li>\n<\/ol>\n<p>Ngo\u00e0i c\u00e1c b\u1ed9 \u0111\u00e1nh gi\u00e1 c\u00f3 s\u1eb5n, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1ea1o c\u00e1c b\u1ed9 \u0111\u00e1nh gi\u00e1 t\u00f9y ch\u1ec9nh \u0111\u1ec3 ki\u1ec3m tra c\u00e1c y\u00eau c\u1ea7u \u0111\u1eb7c th\u00f9 c\u1ee7a m\u00ecnh nh\u01b0 \u0111\u1ed9 t\u01b0\u01a1i m\u1edbi c\u1ee7a d\u1eef li\u1ec7u, gi\u1edbi h\u1ea1n quy\u1ec1n truy c\u1eadp, ho\u1eb7c c\u00e1c h\u00e0nh \u0111\u1ed9ng b\u1ecb c\u1ea5m.<\/p>\n<h2>T\u00edch h\u1ee3p &#8220;c\u1ed5ng ch\u1ea5t l\u01b0\u1ee3ng&#8221; v\u00e0o pipeline tri\u1ec3n khai<\/h2>\n<p>\u0110\u00e1nh gi\u00e1 kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t b\u01b0\u1edbc l\u00e0m sau c\u00f9ng, m\u00e0 ph\u1ea3i l\u00e0 m\u1ed9t &#8220;c\u1ed5ng ch\u1ea5t l\u01b0\u1ee3ng&#8221; (quality gate) t\u00edch h\u1ee3p trong pipeline CI\/CD. M\u1ed9t l\u1ed7i \u1edf b\u1ea5t k\u1ef3 giai \u0111o\u1ea1n n\u00e0o c\u0169ng s\u1ebd t\u1ef1 \u0111\u1ed9ng ch\u1eb7n vi\u1ec7c tri\u1ec3n khai, ng\u0103n kh\u00f4ng cho c\u00e1c phi\u00ean b\u1ea3n l\u1ed7i ti\u1ebfp c\u1eadn ng\u01b0\u1eddi d\u00f9ng.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/e517f2d42e.png\" alt=\"Pipeline tri\u1ec3n khai v\u1edbi c\u00e1c c\u1ed5ng ch\u1ea5t l\u01b0\u1ee3ng \u0111\u00e1nh gi\u00e1 t\u00edch h\u1ee3p\" style=\"--smush-placeholder-width: 1011px; --smush-placeholder-aspect-ratio: 1011\/380;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<p>Pipeline tri\u1ec3n khai \u0111\u01b0\u1ee3c \u0111\u1ec1 xu\u1ea5t bao g\u1ed3m 5 giai \u0111o\u1ea1n ch\u00ednh:<\/p>\n<ol>\n<li><strong>\u0110\u00e1nh gi\u00e1 t\u1ea1i th\u1eddi \u0111i\u1ec3m build:<\/strong> Ch\u1ea1y unit test, ki\u1ec3m tra t\u00ednh \u0111\u00fang \u0111\u1eafn c\u1ee7a tool v\u00e0 \u0111\u00e1nh gi\u00e1 3 l\u1edbp.<\/li>\n<li><strong>X\u00e1c th\u1ef1c tr\u00ean m\u00f4i tr\u01b0\u1eddng staging:<\/strong> S\u1eed d\u1ee5ng AgentCore Evaluations v\u1edbi l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp gi\u1ea3 l\u1eadp.<\/li>\n<li><strong>Ch\u1ebf \u0111\u1ed9 Shadow (Shadow mode):<\/strong> X\u1eed l\u00fd song song m\u1ed9t b\u1ea3n sao c\u1ee7a l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp production th\u1ef1c t\u1ebf m\u00e0 kh\u00f4ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn ng\u01b0\u1eddi d\u00f9ng. Ch\u1ebf \u0111\u1ed9 n\u00e0y gi\u00fap ph\u00e1t hi\u1ec7n c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 hi\u1ec7u n\u0103ng t\u1ea3i, \u0111\u1ed9 tr\u1ec5 v\u00e0 c\u00e1c thu\u1eadt ng\u1eef chuy\u00ean ng\u00e0nh kh\u00f4ng c\u00f3 trong d\u1eef li\u1ec7u th\u1eed nghi\u1ec7m.<\/li>\n<li><strong>Th\u1eed nghi\u1ec7m A\/B:<\/strong> Chuy\u1ec3n 5% l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp th\u1ef1c t\u1ebf sang agent m\u1edbi \u0111\u1ec3 \u0111o l\u01b0\u1eddng k\u1ebft qu\u1ea3 th\u1ef1c t\u1ebf.<\/li>\n<li><strong>Tri\u1ec3n khai production:<\/strong> Chuy\u1ec3n 100% l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp v\u00e0 ti\u1ebfp t\u1ee5c gi\u00e1m s\u00e1t li\u00ean t\u1ee5c.<\/li>\n<\/ol>\n<h2>B\u00e0i h\u1ecdc cho doanh nghi\u1ec7p Vi\u1ec7t Nam<\/h2>\n<p>C\u00e2u chuy\u1ec7n th\u00e0nh c\u00f4ng c\u1ee7a Motorway cung c\u1ea5p m\u1ed9t khu\u00f4n m\u1eabu gi\u00e1 tr\u1ecb cho c\u00e1c doanh nghi\u1ec7p \u0111ang t\u00ecm c\u00e1ch khai th\u00e1c s\u1ee9c m\u1ea1nh c\u1ee7a agent AI m\u1ed9t c\u00e1ch an to\u00e0n v\u00e0 hi\u1ec7u qu\u1ea3. M\u1ed9t agent AI ho\u1ea1t \u0111\u1ed9ng tr\u00f4i ch\u1ea3y kh\u00f4ng c\u00f3 ngh\u0129a l\u00e0 n\u00f3 \u0111ang l\u00e0m \u0111\u00fang. Vi\u1ec7c x\u00e1c minh l\u1ef1a ch\u1ecdn c\u00f4ng c\u1ee5, t\u00ednh \u0111\u00fang \u0111\u1eafn c\u1ee7a tham s\u1ed1, s\u1ef1 m\u1ea1ch l\u1ea1c trong l\u1eadp lu\u1eadn v\u00e0 t\u00ednh nh\u1ea5t qu\u00e1n l\u00e0 t\u1ed1i quan tr\u1ecdng.<\/p>\n<p>B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p ki\u1ec3m th\u1eed t\u1ea1i th\u1eddi \u0111i\u1ec3m build v\u00e0 gi\u00e1m s\u00e1t trong m\u00f4i tr\u01b0\u1eddng production, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1ef1 tin tri\u1ec3n khai c\u00e1c agent AI ph\u1ee9c t\u1ea1p, t\u1eeb agent d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng, t\u01b0 v\u1ea5n t\u00e0i ch\u00ednh \u0111\u1ebfn c\u00e1c agent h\u1ed7 tr\u1ee3 trong ng\u00e0nh y t\u1ebf, v\u1edbi b\u1eb1ng ch\u1ee9ng r\u00f5 r\u00e0ng r\u1eb1ng ch\u00fang ho\u1ea1t \u0111\u1ed9ng nh\u01b0 thi\u1ebft k\u1ebf.<\/p>\n<p>\u0110\u1ec3 b\u1eaft \u0111\u1ea7u, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 tham kh\u1ea3o <a href=\"https:\/\/github.com\/aws-samples\/sample-evaluating-agents-on-aws-with-strands-and-agentcore\">kho m\u00e3 ngu\u1ed3n \u0111i k\u00e8m<\/a> t\u1eeb AWS \u0111\u1ec3 tri\u1ec3n khai m\u1ed9t pipeline m\u1eabu v\u00e0 t\u00f9y ch\u1ec9nh cho c\u00e1c y\u00eau c\u1ea7u \u0111\u1eb7c th\u00f9 c\u1ee7a m\u00ecnh.<\/p>","protected":false},"excerpt":{"rendered":"<p>C\u00e1c agent AI \u0111ang m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i \u0111\u1ed9t ph\u00e1, nh\u01b0ng vi\u1ec7c \u0111\u1ea3m b\u1ea3o ch\u00fang ho\u1ea1t \u0111\u1ed9ng \u0111\u00e1ng tin c\u1eady trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn. M\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi nghe c\u00f3 v\u1ebb t\u1ef1 tin t\u1eeb agent c\u00f3 th\u1ec3 ho\u00e0n to\u00e0n sai, g\u00e2y \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn doanh thu v\u00e0 l\u00f2ng&#8230;<\/p>","protected":false},"author":22,"featured_media":67088,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-67093","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 v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 agent AI c\u1ee7a AWS: Gi\u1ea3m 85% l\u1ed7i, t\u0103ng \u0111\u1ed9 tin c\u1eady | 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\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 agent AI c\u1ee7a AWS: Gi\u1ea3m 85% l\u1ed7i, t\u0103ng \u0111\u1ed9 tin c\u1eady | CMC Telecom\" \/>\n<meta property=\"og:description\" content=\"C\u00e1c agent AI \u0111ang m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i \u0111\u1ed9t ph\u00e1, nh\u01b0ng vi\u1ec7c \u0111\u1ea3m b\u1ea3o ch\u00fang ho\u1ea1t \u0111\u1ed9ng \u0111\u00e1ng tin c\u1eady trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn. M\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi nghe c\u00f3 v\u1ebb t\u1ef1 tin t\u1eeb agent c\u00f3 th\u1ec3 ho\u00e0n to\u00e0n sai, g\u00e2y \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn doanh thu v\u00e0 l\u00f2ng...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/\" \/>\n<meta property=\"og:site_name\" content=\"CMC Telecom\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/CMCTelecomOfficial\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-28T02:13:31+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-28T02:52:57+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/evaluating-ai-agents-a-production-blueprint-with-strands-and-agentcore.thumbnail.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"731\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Son Tran\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Son Tran\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"11 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/2026\\\/07\\\/28\\\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/2026\\\/07\\\/28\\\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\\\/\"},\"author\":{\"name\":\"Son Tran\",\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/#\\\/schema\\\/person\\\/630c0582c38b5246ea44d055155d721e\"},\"headline\":\"Quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 agent AI c\u1ee7a AWS: Gi\u1ea3m 85% l\u1ed7i, t\u0103ng \u0111\u1ed9 tin c\u1eady\",\"datePublished\":\"2026-07-28T02:13:31+00:00\",\"dateModified\":\"2026-07-28T02:52:57+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/2026\\\/07\\\/28\\\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\\\/\"},\"wordCount\":2181,\"publisher\":{\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/2026\\\/07\\\/28\\\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/evaluating-ai-agents-a-production-blueprint-with-strands-and-agentcore.thumbnail.jpg\",\"articleSection\":[\"Blogs\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/2026\\\/07\\\/28\\\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\\\/\",\"url\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/2026\\\/07\\\/28\\\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\\\/\",\"name\":\"Quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 agent AI c\u1ee7a AWS: Gi\u1ea3m 85% l\u1ed7i, t\u0103ng \u0111\u1ed9 tin c\u1eady | CMC Telecom\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/2026\\\/07\\\/28\\\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/2026\\\/07\\\/28\\\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/evaluating-ai-agents-a-production-blueprint-with-strands-and-agentcore.thumbnail.jpg\",\"datePublished\":\"2026-07-28T02:13:31+00:00\",\"dateModified\":\"2026-07-28T02:52:57+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/2026\\\/07\\\/28\\\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/2026\\\/07\\\/28\\\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/2026\\\/07\\\/28\\\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\\\/#primaryimage\",\"url\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/evaluating-ai-agents-a-production-blueprint-with-strands-and-agentcore.thumbnail.jpg\",\"contentUrl\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/evaluating-ai-agents-a-production-blueprint-with-strands-and-agentcore.thumbnail.jpg\",\"width\":1280,\"height\":731},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/2026\\\/07\\\/28\\\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Trang ch\u1ee7\",\"item\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Blogs\",\"item\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/danh-muc-tin-tuc\\\/ctelers-blogs\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 agent AI c\u1ee7a AWS: Gi\u1ea3m 85% l\u1ed7i, t\u0103ng \u0111\u1ed9 tin c\u1eady\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/#website\",\"url\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/\",\"name\":\"CMC Telecom\",\"description\":\"\u0110\u1ed1i t\u00e1c D\u1ecbch v\u1ee5 C\u1ea5p cao c\u1ee7a AWS t\u1ea1i Vi\u1ec7t Nam\",\"publisher\":{\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/#organization\"},\"alternateName\":\"AWS Advanced Partner in Vietnam\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/#organization\",\"name\":\"CMC Telecom\",\"alternateName\":\"CMC Telecom\",\"url\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/cmc-telecom-logo.png\",\"contentUrl\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/cmc-telecom-logo.png\",\"width\":400,\"height\":96,\"caption\":\"CMC Telecom\"},\"image\":{\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/CMCTelecomOfficial\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/#\\\/schema\\\/person\\\/630c0582c38b5246ea44d055155d721e\",\"name\":\"Son Tran\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/83ecf50e74202a2c7d2e2c924c1d66b874db607a909c8236b74cc4fb96581a00?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/83ecf50e74202a2c7d2e2c924c1d66b874db607a909c8236b74cc4fb96581a00?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/83ecf50e74202a2c7d2e2c924c1d66b874db607a909c8236b74cc4fb96581a00?s=96&d=mm&r=g\",\"caption\":\"Son Tran\"},\"url\":\"https:\\\/\\\/aws.cmctelecom.vn\\\/en\\\/author\\\/publisher-bot\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 agent AI c\u1ee7a AWS: Gi\u1ea3m 85% l\u1ed7i, t\u0103ng \u0111\u1ed9 tin c\u1eady | CMC Telecom","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/","og_locale":"en_US","og_type":"article","og_title":"Quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 agent AI c\u1ee7a AWS: Gi\u1ea3m 85% l\u1ed7i, t\u0103ng \u0111\u1ed9 tin c\u1eady | CMC Telecom","og_description":"C\u00e1c agent AI \u0111ang m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i \u0111\u1ed9t ph\u00e1, nh\u01b0ng vi\u1ec7c \u0111\u1ea3m b\u1ea3o ch\u00fang ho\u1ea1t \u0111\u1ed9ng \u0111\u00e1ng tin c\u1eady trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn. M\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi nghe c\u00f3 v\u1ebb t\u1ef1 tin t\u1eeb agent c\u00f3 th\u1ec3 ho\u00e0n to\u00e0n sai, g\u00e2y \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn doanh thu v\u00e0 l\u00f2ng...","og_url":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/","og_site_name":"CMC Telecom","article_publisher":"https:\/\/www.facebook.com\/CMCTelecomOfficial","article_published_time":"2026-07-28T02:13:31+00:00","article_modified_time":"2026-07-28T02:52:57+00:00","og_image":[{"width":1280,"height":731,"url":"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/evaluating-ai-agents-a-production-blueprint-with-strands-and-agentcore.thumbnail.jpg","type":"image\/jpeg"}],"author":"Son Tran","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Son Tran","Est. reading time":"11 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/#article","isPartOf":{"@id":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/"},"author":{"name":"Son Tran","@id":"https:\/\/aws.cmctelecom.vn\/#\/schema\/person\/630c0582c38b5246ea44d055155d721e"},"headline":"Quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 agent AI c\u1ee7a AWS: Gi\u1ea3m 85% l\u1ed7i, t\u0103ng \u0111\u1ed9 tin c\u1eady","datePublished":"2026-07-28T02:13:31+00:00","dateModified":"2026-07-28T02:52:57+00:00","mainEntityOfPage":{"@id":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/"},"wordCount":2181,"publisher":{"@id":"https:\/\/aws.cmctelecom.vn\/#organization"},"image":{"@id":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/#primaryimage"},"thumbnailUrl":"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/evaluating-ai-agents-a-production-blueprint-with-strands-and-agentcore.thumbnail.jpg","articleSection":["Blogs"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/","url":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/","name":"Quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 agent AI c\u1ee7a AWS: Gi\u1ea3m 85% l\u1ed7i, t\u0103ng \u0111\u1ed9 tin c\u1eady | CMC Telecom","isPartOf":{"@id":"https:\/\/aws.cmctelecom.vn\/#website"},"primaryImageOfPage":{"@id":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/#primaryimage"},"image":{"@id":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/#primaryimage"},"thumbnailUrl":"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/evaluating-ai-agents-a-production-blueprint-with-strands-and-agentcore.thumbnail.jpg","datePublished":"2026-07-28T02:13:31+00:00","dateModified":"2026-07-28T02:52:57+00:00","breadcrumb":{"@id":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/#primaryimage","url":"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/evaluating-ai-agents-a-production-blueprint-with-strands-and-agentcore.thumbnail.jpg","contentUrl":"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/evaluating-ai-agents-a-production-blueprint-with-strands-and-agentcore.thumbnail.jpg","width":1280,"height":731},{"@type":"BreadcrumbList","@id":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/quy-trinh-danh-gia-agent-ai-cua-aws-giam-85-phan-tram-loi-tang-do-tin-cay\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Trang ch\u1ee7","item":"https:\/\/aws.cmctelecom.vn\/"},{"@type":"ListItem","position":2,"name":"Blogs","item":"https:\/\/aws.cmctelecom.vn\/danh-muc-tin-tuc\/ctelers-blogs\/"},{"@type":"ListItem","position":3,"name":"Quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 agent AI c\u1ee7a AWS: Gi\u1ea3m 85% l\u1ed7i, t\u0103ng \u0111\u1ed9 tin c\u1eady"}]},{"@type":"WebSite","@id":"https:\/\/aws.cmctelecom.vn\/#website","url":"https:\/\/aws.cmctelecom.vn\/","name":"CMC Telecom","description":"CMC Telecom holds the position of a Advanced Tier Service Partner of AWS in Vietnam and has closely","publisher":{"@id":"https:\/\/aws.cmctelecom.vn\/#organization"},"alternateName":"AWS Advanced Partner in Vietnam","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/aws.cmctelecom.vn\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/aws.cmctelecom.vn\/#organization","name":"CMC Telecom","alternateName":"CMC Telecom","url":"https:\/\/aws.cmctelecom.vn\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/aws.cmctelecom.vn\/#\/schema\/logo\/image\/","url":"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2023\/07\/cmc-telecom-logo.png","contentUrl":"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2023\/07\/cmc-telecom-logo.png","width":400,"height":96,"caption":"CMC Telecom"},"image":{"@id":"https:\/\/aws.cmctelecom.vn\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/CMCTelecomOfficial"]},{"@type":"Person","@id":"https:\/\/aws.cmctelecom.vn\/#\/schema\/person\/630c0582c38b5246ea44d055155d721e","name":"Son Tran","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/83ecf50e74202a2c7d2e2c924c1d66b874db607a909c8236b74cc4fb96581a00?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/83ecf50e74202a2c7d2e2c924c1d66b874db607a909c8236b74cc4fb96581a00?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/83ecf50e74202a2c7d2e2c924c1d66b874db607a909c8236b74cc4fb96581a00?s=96&d=mm&r=g","caption":"Son Tran"},"url":"https:\/\/aws.cmctelecom.vn\/en\/author\/publisher-bot\/"}]}},"_links":{"self":[{"href":"https:\/\/aws.cmctelecom.vn\/en\/wp-json\/wp\/v2\/posts\/67093","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aws.cmctelecom.vn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aws.cmctelecom.vn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aws.cmctelecom.vn\/en\/wp-json\/wp\/v2\/users\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/aws.cmctelecom.vn\/en\/wp-json\/wp\/v2\/comments?post=67093"}],"version-history":[{"count":1,"href":"https:\/\/aws.cmctelecom.vn\/en\/wp-json\/wp\/v2\/posts\/67093\/revisions"}],"predecessor-version":[{"id":67108,"href":"https:\/\/aws.cmctelecom.vn\/en\/wp-json\/wp\/v2\/posts\/67093\/revisions\/67108"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aws.cmctelecom.vn\/en\/wp-json\/wp\/v2\/media\/67088"}],"wp:attachment":[{"href":"https:\/\/aws.cmctelecom.vn\/en\/wp-json\/wp\/v2\/media?parent=67093"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aws.cmctelecom.vn\/en\/wp-json\/wp\/v2\/categories?post=67093"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aws.cmctelecom.vn\/en\/wp-json\/wp\/v2\/tags?post=67093"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}