{"id":66932,"date":"2026-07-07T09:13:12","date_gmt":"2026-07-07T02:13:12","guid":{"rendered":"https:\/\/aws.cmctelecom.vn\/2026\/07\/07\/aws-giam-2-3-chi-phi-xu-ly-tai-lieu-voi-pipeline-nova-2-lite-va-claude\/"},"modified":"2026-07-08T13:44:54","modified_gmt":"2026-07-08T06:44:54","slug":"aws-giam-2-3-chi-phi-xu-ly-tai-lieu-voi-pipeline-nova-2-lite-va-claude","status":"publish","type":"post","link":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/07\/aws-giam-2-3-chi-phi-xu-ly-tai-lieu-voi-pipeline-nova-2-lite-va-claude\/","title":{"rendered":"AWS: Gi\u1ea3m 2\/3 chi ph\u00ed x\u1eed l\u00fd t\u00e0i li\u1ec7u v\u1edbi pipeline Nova 2 Lite v\u00e0 Claude"},"content":{"rendered":"<p>AWS v\u1eeba c\u00f4ng b\u1ed1 m\u1ed9t gi\u1ea3i ph\u00e1p hi\u1ec7u qu\u1ea3 \u0111\u1ec3 s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u qu\u00e9t \u1edf quy m\u00f4 l\u1edbn, gi\u00fap doanh nghi\u1ec7p gi\u1ea3m t\u1edbi 2\/3 chi ph\u00ed so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng. Gi\u1ea3i ph\u00e1p n\u00e0y s\u1eed d\u1ee5ng m\u1ed9t pipeline hai m\u00f4 h\u00ecnh tr\u00ean Amazon Bedrock, k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh c\u1ee7a Amazon Nova 2 Lite cho t\u00e1c v\u1ee5 tr\u00edch xu\u1ea5t v\u00e0 Claude Sonnet 4.6 c\u1ee7a Anthropic cho suy lu\u1eadn kh\u00f4ng gian ph\u1ee9c t\u1ea1p.<\/p>\n<p>Trong m\u1ed9t th\u1eed nghi\u1ec7m tr\u00ean 336 trang k\u1ef7 y\u1ebfu, pipeline n\u00e0y \u0111\u00e3 t\u1ea1o ra 3.122 li\u00ean k\u1ebft gi\u1eefa t\u00ean v\u00e0 khu\u00f4n m\u1eb7t v\u1edbi \u0111\u1ed9 tin c\u1eady cao, trong \u0111\u00f3 93% \u0111\u1ea1t \u0111i\u1ec3m tin c\u1eady t\u1eeb 0.95 tr\u1edf l\u00ean. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y kh\u00f4ng ch\u1ec9 t\u1ed1i \u01b0u v\u1ec1 chi ph\u00ed m\u00e0 c\u00f2n \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 ch\u00ednh x\u00e1c cao, m\u1edf ra nhi\u1ec1u \u1ee9ng d\u1ee5ng th\u1ef1c ti\u1ec5n cho c\u00e1c doanh nghi\u1ec7p c\u1ea7n x\u1eed l\u00fd kho t\u00e0i li\u1ec7u l\u1edbn.<\/p>\n<h2>T\u1ed5ng quan gi\u1ea3i ph\u00e1p pipeline hai m\u00f4 h\u00ecnh<\/h2>\n<p>Pipeline x\u1eed l\u00fd t\u00e0i li\u1ec7u n\u00e0y bao g\u1ed3m hai giai \u0111o\u1ea1n, m\u1ed7i giai \u0111o\u1ea1n s\u1eed d\u1ee5ng m\u1ed9t m\u00f4 h\u00ecnh AI chuy\u00ean bi\u1ec7t \u0111\u01b0\u1ee3c l\u1ef1a ch\u1ecdn cho t\u00e1c v\u1ee5 c\u1ee5 th\u1ec3 c\u1ee7a n\u00f3.<\/p>\n<ol>\n<li>\n<p><strong>Giai \u0111o\u1ea1n 1: Tr\u00edch xu\u1ea5t \u0111a ph\u01b0\u01a1ng th\u1ee9c v\u1edbi Amazon Nova 2 Lite.<\/strong> M\u00f4 h\u00ecnh n\u00e0y x\u1eed l\u00fd \u0111\u1ea7u v\u00e0o l\u00e0 h\u00ecnh \u1ea3nh trang t\u00e0i li\u1ec7u qu\u00e9t. V\u1edbi kh\u1ea3 n\u0103ng hi\u1ec3u \u0111a ph\u01b0\u01a1ng th\u1ee9c (multimodal) nguy\u00ean b\u1ea3n, ch\u1ec9 c\u1ea7n m\u1ed9t l\u1ec7nh g\u1ecdi API duy nh\u1ea5t, Nova 2 Lite c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u1ed3ng th\u1eddi nhi\u1ec1u t\u00e1c v\u1ee5: ph\u00e1t hi\u1ec7n v\u00e0 ph\u00e2n lo\u1ea1i \u1ea3nh v\u1edbi <em>bounding box<\/em> (khung gi\u1edbi h\u1ea1n), \u0111\u1ecdc c\u00e1c t\u00ean xu\u1ea5t hi\u1ec7n tr\u00ean trang v\u00e0 tr\u1ea3 v\u1ec1 t\u1ecda \u0111\u1ed9 t\u01b0\u01a1ng \u0111\u1ed1i, c\u00f9ng v\u1edbi vi\u1ec7c tr\u00edch xu\u1ea5t si\u00eau d\u1eef li\u1ec7u (metadata) c\u1ee7a trang.<\/p>\n<\/li>\n<li>\n<p><strong>Giai \u0111o\u1ea1n 2: Suy lu\u1eadn kh\u00f4ng gian v\u1edbi Claude Sonnet 4.6.<\/strong> D\u1eef li\u1ec7u \u0111\u1ea7u ra t\u1eeb Nova (t\u1ecda \u0111\u1ed9 c\u1ee7a t\u00ean v\u00e0 \u1ea3nh) \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ebfn Claude. M\u00f4 h\u00ecnh n\u00e0y th\u1ef1c hi\u1ec7n suy lu\u1eadn kh\u00f4ng gian \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh t\u00ean n\u00e0o t\u01b0\u01a1ng \u1ee9ng v\u1edbi khu\u00f4n m\u1eb7t n\u00e0o, d\u1ef1a tr\u00ean b\u1ed1 c\u1ee5c c\u1ee7a trang. Kh\u1ea3 n\u0103ng n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng khi x\u1eed l\u00fd c\u00e1c t\u00e0i li\u1ec7u c\u00f3 b\u1ed1 c\u1ee5c kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t.<\/p>\n<\/li>\n<\/ol>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\"><img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/ff03b6d3bd.png\" alt=\"Ki\u1ebfn tr\u00fac pipeline x\u1eed l\u00fd t\u00e0i li\u1ec7u hai giai \u0111o\u1ea1n tr\u00ean Amazon Bedrock\" style=\"--smush-placeholder-width: 1273px; --smush-placeholder-aspect-ratio: 1273\/572;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\"><\/figure>\n<p>C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y gi\u00fap t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed b\u1eb1ng c\u00e1ch ch\u1ec9 y\u00eau c\u1ea7u Nova 2 Lite tr\u00edch xu\u1ea5t c\u00e1c th\u00f4ng tin c\u1ea7n thi\u1ebft (t\u00ean v\u00e0 \u1ea3nh) thay v\u00ec th\u1ef1c hi\u1ec7n OCR to\u00e0n b\u1ed9 v\u0103n b\u1ea3n tr\u00ean trang, gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 l\u01b0\u1ee3ng token \u0111\u1ea7u ra.<\/p>\n<h2>T\u1ed1i \u01b0u chi ph\u00ed v\u1edbi m\u00f4 h\u00ecnh \u0111\u1ecbnh gi\u00e1 m\u1edbi c\u1ee7a Nova 2 Lite<\/h2>\n<p>M\u1ed9t thay \u0111\u1ed5i quan tr\u1ecdng trong c\u00e1ch t\u00ednh ph\u00ed c\u1ee7a Amazon Nova 2 Lite gi\u00fap chi ph\u00ed x\u1eed l\u00fd t\u00e0i li\u1ec7u tr\u1edf n\u00ean d\u1ec5 d\u1ef1 \u0111o\u00e1n h\u01a1n, \u0111\u1eb7c bi\u1ec7t khi doanh nghi\u1ec7p c\u1ea7n x\u1eed l\u00fd h\u00e0ng tr\u0103m ngh\u00ecn trang t\u00e0i li\u1ec7u.<\/p>\n<p><strong>\u0110\u1ecbnh gi\u00e1 c\u1ed1 \u0111\u1ecbnh tr\u00ean m\u1ed7i h\u00ecnh \u1ea3nh:<\/strong> Amazon Nova 2 Lite \u00e1p d\u1ee5ng m\u1ee9c gi\u00e1 c\u1ed1 \u0111\u1ecbnh cho m\u1ed7i h\u00ecnh \u1ea3nh ho\u1eb7c trang t\u00e0i li\u1ec7u \u0111\u1ea7u v\u00e0o, b\u1ea5t k\u1ec3 \u0111\u1ed9 ph\u00e2n gi\u1ea3i hay k\u00edch th\u01b0\u1edbc t\u1ec7p. Tr\u01b0\u1edbc \u0111\u00e2y, chi ph\u00ed token h\u00ecnh \u1ea3nh thay \u0111\u1ed5i theo \u0111\u1ed9 ph\u00e2n gi\u1ea3i, g\u00e2y kh\u00f3 kh\u0103n cho vi\u1ec7c d\u1ef1 to\u00e1n ng\u00e2n s\u00e1ch. V\u1edbi m\u00f4 h\u00ecnh \u0111\u1ecbnh gi\u00e1 m\u1edbi, chi ph\u00ed \u0111\u1ea7u v\u00e0o h\u00ecnh \u1ea3nh t\u0103ng tuy\u1ebfn t\u00ednh v\u1edbi s\u1ed1 l\u01b0\u1ee3ng trang, gi\u00fap vi\u1ec7c l\u1eadp k\u1ebf ho\u1ea1ch t\u00e0i ch\u00ednh cho c\u00e1c d\u1ef1 \u00e1n l\u1edbn tr\u1edf n\u00ean \u0111\u01a1n gi\u1ea3n v\u00e0 minh b\u1ea1ch.<\/p>\n<h2>N\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c v\u1edbi &#8220;Adaptive Thinking&#8221; c\u1ee7a Claude<\/h2>\n<p>Claude tr\u00ean Amazon Bedrock h\u1ed7 tr\u1ee3 <em>adaptive thinking<\/em> (t\u01b0 duy th\u00edch \u1ee9ng), m\u1ed9t t\u00ednh n\u0103ng cho ph\u00e9p m\u00f4 h\u00ecnh t\u1ef1 quy\u1ebft \u0111\u1ecbnh m\u1ee9c \u0111\u1ed9 suy lu\u1eadn n\u1ed9i b\u1ed9 c\u1ea7n thi\u1ebft d\u1ef1a tr\u00ean \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a \u0111\u1ea7u v\u00e0o. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 k\u00edch ho\u1ea1t t\u00ednh n\u0103ng n\u00e0y trong c\u1ea5u h\u00ecnh API.<\/p>\n<p>Khi \u0111\u01b0\u1ee3c b\u1eadt, Claude s\u1ebd t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ed9 s\u00e2u suy lu\u1eadn. V\u1edbi m\u1ed9t trang c\u00f3 b\u1ed1 c\u1ee5c \u0111\u01a1n gi\u1ea3n (v\u00ed d\u1ee5: l\u01b0\u1edbi ch\u00e2n dung v\u1edbi t\u00ean \u0111\u1eb7t ngay ng\u1eafn b\u00ean d\u01b0\u1edbi), m\u00f4 h\u00ecnh s\u1ebd \u0111\u01b0a ra c\u00e2u tr\u1ea3 l\u1eddi tr\u1ef1c ti\u1ebfp v\u1edbi \u00edt suy lu\u1eadn. Ng\u01b0\u1ee3c l\u1ea1i, v\u1edbi m\u1ed9t trang ph\u1ee9c t\u1ea1p c\u00f3 nhi\u1ec1u \u1ea3nh nh\u00f3m v\u00e0 ch\u00fa th\u00edch chung, m\u00f4 h\u00ecnh s\u1ebd k\u00edch ho\u1ea1t ph\u00e2n t\u00edch kh\u00f4ng gian t\u1eebng b\u01b0\u1edbc \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c.<\/p>\n<p>T\u00ednh n\u0103ng n\u00e0y gi\u00fap \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c cao tr\u00ean nhi\u1ec1u lo\u1ea1i b\u1ed1 c\u1ee5c kh\u00e1c nhau m\u00e0 kh\u00f4ng c\u1ea7n k\u1ef9 s\u01b0 ph\u1ea3i tinh ch\u1ec9nh prompt cho t\u1eebng tr\u01b0\u1eddng h\u1ee3p, ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c \u0111\u00e1ng k\u1ec3. Tuy nhi\u00ean, doanh nghi\u1ec7p c\u1ea7n l\u01b0u \u00fd r\u1eb1ng c\u00e1c token suy lu\u1eadn \u0111\u01b0\u1ee3c t\u00ednh v\u00e0o chi ph\u00ed token \u0111\u1ea7u ra, do \u0111\u00f3 c\u1ea7n theo d\u00f5i \u0111\u1ec3 qu\u1ea3n l\u00fd ng\u00e2n s\u00e1ch hi\u1ec7u qu\u1ea3.<\/p>\n<h2>K\u1ebft qu\u1ea3 th\u1ef1c t\u1ebf v\u00e0 ph\u00e2n t\u00edch chi ph\u00ed<\/h2>\n<p>AWS \u0111\u00e3 x\u1eed l\u00fd 336 trang k\u1ef7 y\u1ebfu qu\u00e9t qua pipeline n\u00e0y v\u00e0 thu \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 \u1ea5n t\u01b0\u1ee3ng:<\/p>\n<ul>\n<li>T\u1ed5ng c\u1ed9ng <strong>3.122 li\u00ean k\u1ebft t\u00ean-v\u1edbi-khu\u00f4n m\u1eb7t<\/strong> \u0111\u01b0\u1ee3c t\u1ea1o ra.<\/li>\n<li><strong>93,3%<\/strong> trong s\u1ed1 \u0111\u00f3 \u0111\u1ea1t \u0111i\u1ec3m tin c\u1eady t\u1eeb 0.95 tr\u1edf l\u00ean (m\u1ee9c tin c\u1eady cao).<\/li>\n<li>Ch\u1ec9 <strong>0,3%<\/strong> c\u00f3 \u0111i\u1ec3m tin c\u1eady d\u01b0\u1edbi 0.90.<\/li>\n<\/ul>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\"><img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/7c6109df4c.png\" alt=\"Bi\u1ec3u \u0111\u1ed3 ph\u00e2n ph\u1ed1i \u0111i\u1ec3m tin c\u1eady tr\u00ean 3.122 li\u00ean k\u1ebft t\u00ean-v\u1edbi-khu\u00f4n m\u1eb7t.\" style=\"--smush-placeholder-width: 1185px; --smush-placeholder-aspect-ratio: 1185\/660;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\"><\/figure>\n<figure class=\"wp-block-image size-full aligncenter\" style=\"text-align:center;margin:1.5em 0;\"><img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/521172a03e.png\" alt=\"V\u00ed d\u1ee5 c\u00e1c trang k\u1ef7 y\u1ebfu \u0111\u01b0\u1ee3c x\u1eed l\u00fd b\u1edfi pipeline, bao g\u1ed3m trang l\u01b0\u1edbi ch\u00e2n dung v\u00e0 trang c\u00f3 b\u1ed1 c\u1ee5c h\u1ed7n h\u1ee3p.\" style=\"--smush-placeholder-width: 1200px; --smush-placeholder-aspect-ratio: 1200\/549;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\"><\/figure>\n<h3>So s\u00e1nh chi ph\u00ed<\/h3>\n<p>Vi\u1ec7c ph\u00e2n chia t\u00e1c v\u1ee5 gi\u1eefa hai m\u00f4 h\u00ecnh gi\u00fap gi\u1ea3m chi ph\u00ed \u0111\u00e1ng k\u1ec3 so v\u1edbi vi\u1ec7c s\u1eed d\u1ee5ng m\u1ed9t m\u00f4 h\u00ecnh duy nh\u1ea5t (v\u00ed d\u1ee5: Claude) \u0111\u1ec3 th\u1ef1c hi\u1ec7n t\u1ea5t c\u1ea3 c\u00f4ng vi\u1ec7c (OCR, ph\u00e1t hi\u1ec7n \u1ea3nh, v\u00e0 kh\u1edbp n\u1ed1i kh\u00f4ng gian). B\u1ea3ng d\u01b0\u1edbi \u0111\u00e2y so s\u00e1nh chi ph\u00ed \u01b0\u1edbc t\u00ednh tr\u00ean m\u1ed7i trang:<\/p>\n<table>\n<thead>\n<tr>\n<th style=\"text-align: left;\">Ph\u01b0\u01a1ng ph\u00e1p<\/th>\n<th style=\"text-align: left;\">Chi ph\u00ed \u01b0\u1edbc t\u00ednh m\u1ed7i trang<\/th>\n<th style=\"text-align: left;\">Chi ph\u00ed cho 100.000 trang<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: left;\"><strong>Pipeline 2 m\u00f4 h\u00ecnh (Nova + Claude)<\/strong><\/td>\n<td style=\"text-align: left;\"><strong>~$0.033<\/strong><\/td>\n<td style=\"text-align: left;\"><strong>~$3,300<\/strong><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">Pipeline 1 m\u00f4 h\u00ecnh (ch\u1ec9 Claude)<\/td>\n<td style=\"text-align: left;\">~$0.098<\/td>\n<td style=\"text-align: left;\">~$9,800<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Nh\u01b0 v\u1eady, v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng 100.000 trang, doanh nghi\u1ec7p c\u00f3 th\u1ec3 ti\u1ebft ki\u1ec7m kho\u1ea3ng <strong>6.500 USD<\/strong>. Ngo\u00e0i ra, ki\u1ebfn tr\u00fac n\u00e0y c\u00f2n cho ph\u00e9p n\u00e2ng c\u1ea5p ho\u1eb7c tinh ch\u1ec9nh t\u1eebng giai \u0111o\u1ea1n m\u1ed9t c\u00e1ch \u0111\u1ed9c l\u1eadp m\u00e0 kh\u00f4ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn ph\u1ea7n c\u00f2n l\u1ea1i.<\/p>\n<p>C\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1ed1i \u01b0u chi ph\u00ed h\u01a1n n\u1eefa b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng <strong>Amazon Bedrock batch inference<\/strong> (gi\u1ea3m 50% chi ph\u00ed cho c\u00e1c t\u00e1c v\u1ee5 kh\u00f4ng c\u1ea7n th\u1eddi gian th\u1ef1c) v\u00e0 <strong>prompt caching<\/strong> (gi\u1ea3m t\u1edbi 90% chi ph\u00ed token cho c\u00e1c prompt l\u1eb7p l\u1ea1i).<\/p>\n<h2>\u1ee8ng d\u1ee5ng cho doanh nghi\u1ec7p<\/h2>\n<p>M\u00f4 h\u00ecnh pipeline n\u00e0y kh\u00f4ng ch\u1ec9 gi\u1edbi h\u1ea1n \u1edf vi\u1ec7c x\u1eed l\u00fd k\u1ef7 y\u1ebfu. N\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng cho b\u1ea5t k\u1ef3 lo\u1ea1i t\u00e0i li\u1ec7u n\u00e0o ch\u1ee9a h\u00ecnh \u1ea3nh v\u00e0 v\u0103n b\u1ea3n li\u00ean quan, ch\u1eb3ng h\u1ea1n nh\u01b0:<\/p>\n<ul>\n<li>Kho l\u01b0u tr\u1eef t\u00e0i li\u1ec7u l\u1ecbch s\u1eed<\/li>\n<li>Danh b\u1ea1 nh\u00e2n s\u1ef1<\/li>\n<li>H\u1ed3 s\u01a1 b\u1ea5t \u0111\u1ed9ng s\u1ea3n<\/li>\n<li>Danh m\u1ee5c s\u1ea3n ph\u1ea9m<\/li>\n<\/ul>\n<p>B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p kh\u1ea3 n\u0103ng tr\u00edch xu\u1ea5t hi\u1ec7u qu\u1ea3 c\u1ee7a Nova 2 Lite v\u00e0 n\u0103ng l\u1ef1c suy lu\u1eadn kh\u00f4ng gian c\u1ee7a Claude Sonnet 4.6, doanh nghi\u1ec7p c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c gi\u1ea3i ph\u00e1p s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u v\u1eeba ch\u00ednh x\u00e1c, v\u1eeba ti\u1ebft ki\u1ec7m chi ph\u00ed tr\u00ean n\u1ec1n t\u1ea3ng AWS. To\u00e0n b\u1ed9 m\u00e3 ngu\u1ed3n v\u00e0 v\u00ed d\u1ee5 c\u00f3 s\u1eb5n tr\u00ean <a href=\"https:\/\/github.com\/aws-samples\/amazon-nova-samples\/tree\/main\/multimodal-understanding\/repeatable-patterns\/35-hybrid-vision-spatial-reasoning\">kho l\u01b0u tr\u1eef AWS Samples tr\u00ean GitHub<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>AWS v\u1eeba c\u00f4ng b\u1ed1 m\u1ed9t gi\u1ea3i ph\u00e1p hi\u1ec7u qu\u1ea3 \u0111\u1ec3 s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u qu\u00e9t \u1edf quy m\u00f4 l\u1edbn, gi\u00fap doanh nghi\u1ec7p gi\u1ea3m t\u1edbi 2\/3 chi ph\u00ed so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng. Gi\u1ea3i ph\u00e1p n\u00e0y s\u1eed d\u1ee5ng m\u1ed9t pipeline hai m\u00f4 h\u00ecnh tr\u00ean Amazon Bedrock, k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh c\u1ee7a Amazon Nova 2&#8230;<\/p>","protected":false},"author":22,"featured_media":66928,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-66932","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 v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AWS: Gi\u1ea3m 2\/3 chi ph\u00ed x\u1eed l\u00fd t\u00e0i li\u1ec7u v\u1edbi pipeline Nova 2 Lite v\u00e0 Claude | 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\/07\/aws-giam-2-3-chi-phi-xu-ly-tai-lieu-voi-pipeline-nova-2-lite-va-claude\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AWS: Gi\u1ea3m 2\/3 chi ph\u00ed x\u1eed l\u00fd t\u00e0i li\u1ec7u v\u1edbi pipeline Nova 2 Lite v\u00e0 Claude | CMC Telecom\" \/>\n<meta property=\"og:description\" content=\"AWS v\u1eeba c\u00f4ng b\u1ed1 m\u1ed9t gi\u1ea3i ph\u00e1p hi\u1ec7u qu\u1ea3 \u0111\u1ec3 s\u1ed1 h\u00f3a t\u00e0i li\u1ec7u qu\u00e9t \u1edf quy m\u00f4 l\u1edbn, gi\u00fap doanh nghi\u1ec7p gi\u1ea3m t\u1edbi 2\/3 chi ph\u00ed so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng. 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