{"id":66848,"date":"2026-06-26T09:15:32","date_gmt":"2026-06-26T02:15:32","guid":{"rendered":"https:\/\/aws.cmctelecom.vn\/2026\/06\/26\/amazon-nova-2-sonic-agent-ai-giong-noi-tu-nhien-do-tre-thap\/"},"modified":"2026-06-30T17:45:38","modified_gmt":"2026-06-30T10:45:38","slug":"amazon-nova-2-sonic-agent-ai-giong-noi-tu-nhien-do-tre-thap","status":"publish","type":"post","link":"https:\/\/aws.cmctelecom.vn\/en\/2026\/06\/26\/amazon-nova-2-sonic-agent-ai-giong-noi-tu-nhien-do-tre-thap\/","title":{"rendered":"Amazon Nova 2 Sonic: Agent AI gi\u1ecdng n\u00f3i t\u1ef1 nhi\u00ean, \u0111\u1ed9 tr\u1ec5 th\u1ea5p, chi ph\u00ed t\u1ed1i \u01b0u"},"content":{"rendered":"<p>\u0110\u1ed1i t\u00e1c Loka c\u1ee7a AWS \u0111\u00e3 thay \u0111\u1ed5i ho\u00e0n to\u00e0n t\u01b0\u01a1ng t\u00e1c gi\u1ecdng n\u00f3i v\u1edbi kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng m\u1ed9t agent AI \u0111\u00e0m tho\u1ea1i v\u1edbi Amazon Nova 2 Sonic, mang l\u1ea1i tr\u1ea3i nghi\u1ec7m t\u1ef1 nhi\u00ean v\u00e0 ph\u1ea3n h\u1ed3i nhanh ch\u00f3ng. Gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng AWS n\u00e0y \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c cao trong suy lu\u1eadn gi\u1ecdng n\u00f3i, \u0111\u1ed3ng th\u1eddi gi\u1ea3m \u0111\u00e1ng k\u1ec3 chi ph\u00ed v\u00e0 th\u1eddi gian ph\u1ea3n h\u1ed3i so v\u1edbi c\u00e1c pipeline AI gi\u1ecdng n\u00f3i truy\u1ec1n th\u1ed1ng.<\/p>\n<p>B\u00e0i vi\u1ebft n\u00e0y ph\u00e2n t\u00edch ki\u1ebfn tr\u00fac v\u00e0 ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn m\u00e0 Loka \u0111\u00e3 s\u1eed d\u1ee5ng \u0111\u1ec3 gi\u1ea3i quy\u1ebft m\u1ed9t v\u1ea5n \u0111\u1ec1 ph\u1ed5 bi\u1ebfn: c\u00e1c tr\u1ee3 l\u00fd \u1ea3o gi\u1ecdng n\u00f3i ch\u1eadm ch\u1ea1p, thi\u1ebfu t\u1ef1 nhi\u00ean khi\u1ebfn kh\u00e1ch h\u00e0ng m\u1ea5t ki\u00ean nh\u1eabn, g\u00e2y t\u1ed5n h\u1ea1i \u0111\u1ebfn h\u00ecnh \u1ea3nh th\u01b0\u01a1ng hi\u1ec7u v\u00e0 t\u0103ng chi ph\u00ed h\u1ed7 tr\u1ee3.<\/p>\n<h2>V\u00ec sao tr\u1ee3 l\u00fd \u1ea3o gi\u1ecdng n\u00f3i truy\u1ec1n th\u1ed1ng kh\u00f4ng hi\u1ec7u qu\u1ea3?<\/h2>\n<p>C\u00e1c tr\u1ee3 l\u00fd \u1ea3o gi\u1ecdng n\u00f3i truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng ho\u1ea1t \u0111\u1ed9ng theo m\u1ed9t quy tr\u00ecnh ba b\u01b0\u1edbc, v\u1ed1n l\u00e0 g\u1ed1c r\u1ec5 c\u1ee7a v\u1ea5n \u0111\u1ec1. \u0110\u1ea7u ti\u00ean, ch\u00fang chuy\u1ec3n \u0111\u1ed5i gi\u1ecdng n\u00f3i th\u00e0nh v\u0103n b\u1ea3n b\u1eb1ng h\u1ec7 th\u1ed1ng Speech-to-Text. Ti\u1ebfp theo, ch\u00fang x\u1eed l\u00fd v\u0103n b\u1ea3n \u0111\u00f3 qua m\u1ed9t M\u00f4 h\u00ecnh Ng\u00f4n ng\u1eef L\u1edbn (LLM). Cu\u1ed1i c\u00f9ng, ch\u00fang chuy\u1ec3n \u0111\u1ed5i v\u0103n b\u1ea3n ph\u1ea3n h\u1ed3i tr\u1edf l\u1ea1i th\u00e0nh gi\u1ecdng n\u00f3i b\u1eb1ng c\u00f4ng ngh\u1ec7 Text-to-Speech. Pipeline n\u00e0y t\u1ea1o ra \u0111\u1ed9 tr\u1ec5 c\u1ed9ng d\u1ed3n \u1edf m\u1ed7i b\u01b0\u1edbc, d\u1eabn \u0111\u1ebfn kho\u1ea3ng d\u1eebng t\u1eeb 3 \u0111\u1ebfn 5 gi\u00e2y tr\u01b0\u1edbc khi ng\u01b0\u1eddi d\u00f9ng nghe \u0111\u01b0\u1ee3c ph\u1ea3n h\u1ed3i.<\/p>\n<p>S\u1ef1 ch\u1eadm tr\u1ec5 n\u00e0y ph\u00e1 v\u1ee1 c\u1ea3m gi\u00e1c c\u1ee7a m\u1ed9t cu\u1ed9c tr\u00f2 chuy\u1ec7n t\u1ef1 nhi\u00ean, khi\u1ebfn vi\u1ec7c ng\u1eaft l\u1eddi ho\u1eb7c s\u1eeda l\u1ed7i cho tr\u1ee3 l\u00fd tr\u1edf n\u00ean kh\u00f3 ch\u1ecbu. V\u00ed d\u1ee5, t\u1ea1i m\u1ed9t \u0111\u1ea1i l\u00fd \u00f4 t\u00f4, kh\u00e1ch h\u00e0ng g\u1ecdi \u0111\u1ebfn v\u00e0 n\u00f3i: &#8220;T\u00f4i \u0111ang t\u00ecm chi\u1ebfc SUV m\u00e0 anh qu\u1ea3ng c\u00e1o, nh\u01b0ng kh\u00f4ng ph\u1ea3i b\u1ea3n hybrid. T\u00f4i ch\u1ec9 c\u00f3 th\u1ec3 \u0111\u1ebfn sau 5 gi\u1edd chi\u1ec1u.&#8221; Tr\u1ee3 l\u00fd c\u1ea7n ph\u00e2n t\u00edch nhi\u1ec1u th\u00f4ng tin c\u00f9ng l\u00fac: \u00fd \u0111\u1ecbnh, ph\u1ee7 \u0111\u1ecbnh v\u00e0 r\u00e0ng bu\u1ed9c v\u1ec1 th\u1eddi gian. C\u00e1c h\u1ec7 th\u1ed1ng truy\u1ec1n th\u1ed1ng g\u1eb7p kh\u00f3 kh\u0103n v\u1edbi s\u1ef1 ph\u1ee9c t\u1ea1p n\u00e0y v\u00ec ch\u00fang l\u00e0m m\u1ea5t th\u00f4ng tin quan tr\u1ecdng nh\u01b0 ng\u1eef \u0111i\u1ec7u, s\u1ef1 do d\u1ef1 v\u00e0 t\u00ednh kh\u1ea9n c\u1ea5p khi chuy\u1ec3n \u0111\u1ed5i gi\u1ecdng n\u00f3i th\u00e0nh v\u0103n b\u1ea3n.<\/p>\n<p>Ngo\u00e0i \u0111\u1ed9 tr\u1ec5 k\u1ef9 thu\u1eadt, c\u00f2n c\u00f3 v\u1ea5n \u0111\u1ec1 v\u1ec1 chi ph\u00ed. Vi\u1ec7c ph\u1ee5c v\u1ee5 h\u00e0ng ngh\u00ecn \u0111\u1ecba \u0111i\u1ec3m \u0111\u00f2i h\u1ecfi ki\u1ec3m so\u00e1t chi ph\u00ed nghi\u00eam ng\u1eb7t. C\u00e1c h\u1ec7 th\u1ed1ng gi\u1ecdng n\u00f3i th\u1eddi gian th\u1ef1c truy\u1ec1n th\u1ed1ng c\u00f3 th\u1ec3 tr\u1edf n\u00ean qu\u00e1 \u0111\u1eaft \u0111\u1ecf khi tri\u1ec3n khai \u1edf quy m\u00f4 l\u1edbn. S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa tr\u1ea3i nghi\u1ec7m k\u00e9m v\u00e0 chi ph\u00ed cao \u0111\u00e3 h\u1ea1n ch\u1ebf vi\u1ec7c \u00e1p d\u1ee5ng AI gi\u1ecdng n\u00f3i trong doanh nghi\u1ec7p.<\/p>\n<h2>M\u00f4 h\u00ecnh Speech-to-Speech: B\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 m\u1edbi<\/h2>\n<p>Nh\u1eefng ti\u1ebfn b\u1ed9 g\u1ea7n \u0111\u00e2y trong l\u0129nh v\u1ef1c AI \u0111\u00e3 m\u1edf ra m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn ho\u00e0n to\u00e0n kh\u00e1c. Gi\u1edd \u0111\u00e2y, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 g\u1eedi lu\u1ed3ng \u00e2m thanh tr\u1ef1c ti\u1ebfp \u0111\u1ebfn c\u00e1c m\u00f4 h\u00ecnh <em>speech-to-speech<\/em> (x\u1eed l\u00fd tr\u1ef1c ti\u1ebfp t\u1eeb gi\u1ecdng n\u00f3i sang gi\u1ecdng n\u00f3i) \u0111\u1ec3 x\u1eed l\u00fd vi\u1ec7c hi\u1ec3u, suy lu\u1eadn v\u00e0 t\u1ea1o ph\u1ea3n h\u1ed3i nh\u01b0 m\u1ed9t h\u1ec7 th\u1ed1ng th\u1ed1ng nh\u1ea5t. B\u1eb1ng c\u00e1ch x\u1eed l\u00fd \u00e2m thanh end-to-end, c\u00e1c m\u00f4 h\u00ecnh n\u00e0y n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c ng\u1eef \u0111i\u1ec7u, c\u1ea3m x\u00fac v\u00e0 c\u00e1c t\u00edn hi\u1ec7u tinh t\u1ebf m\u00e0 c\u00e1c pipeline ch\u1ec9 d\u1ef1a tr\u00ean v\u0103n b\u1ea3n b\u1ecf l\u1ee1.<\/p>\n<p>\u0110\u1ec3 ki\u1ec3m ch\u1ee9ng ph\u01b0\u01a1ng ph\u00e1p n\u00e0y, Loka \u0111\u00e3 ti\u1ebfn h\u00e0nh c\u00e1c th\u1eed nghi\u1ec7m nghi\u00eam ng\u1eb7t tr\u00ean <strong>Big Bench Audio<\/strong>, m\u1ed9t b\u1ed9 ti\u00eau chu\u1ea9n \u0111o l\u01b0\u1eddng kh\u1ea3 n\u0103ng suy lu\u1eadn tr\u00ean \u0111\u1ea7u v\u00e0o gi\u1ecdng n\u00f3i. <strong>Amazon Nova 2 Sonic<\/strong> \u0111\u00e3 \u0111\u1ea1t \u0111i\u1ec3m suy lu\u1eadn gi\u1ecdng n\u00f3i l\u00e0 <strong>87.0<\/strong>, v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi <strong>Gemini 2.5 Flash Native Audio (Live API)<\/strong> (71.0) v\u00e0 <strong>GPT Realtime<\/strong> (83.0). Nh\u1eefng \u0111i\u1ec3m s\u1ed1 n\u00e0y x\u00e1c nh\u1eadn r\u1eb1ng vi\u1ec7c x\u1eed l\u00fd \u00e2m thanh g\u1ed1c kh\u00f4ng ph\u1ea3i hy sinh tr\u00ed th\u00f4ng minh \u0111\u1ec3 \u0111\u1ed5i l\u1ea5y t\u1ed1c \u0111\u1ed9.<\/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\/06\/a06d15a0b8.png\" alt=\"Bi\u1ec3u \u0111\u1ed3 so s\u00e1nh \u0111i\u1ec3m suy lu\u1eadn gi\u1ecdng n\u00f3i tr\u00ean Big Bench Audio.\" style=\"--smush-placeholder-width: 1200px; --smush-placeholder-aspect-ratio: 1200\/742;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>Tuy nhi\u00ean, kh\u1ea3 n\u0103ng suy lu\u1eadn l\u00e0 ch\u01b0a \u0111\u1ee7. Latency (\u0111\u1ed9 tr\u1ec5) m\u1edbi l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh m\u1ed9t cu\u1ed9c tr\u00f2 chuy\u1ec7n c\u00f3 t\u1ef1 nhi\u00ean hay kh\u00f4ng. Nova 2 Sonic \u0111\u1ea1t \u0111\u01b0\u1ee3c <em>Time to First Audio<\/em> (th\u1eddi gian \u0111\u1ebfn \u00e2m thanh \u0111\u1ea7u ti\u00ean) ch\u1ec9 <strong>1.39 gi\u00e2y<\/strong>. Th\u1eddi gian ph\u1ea3n h\u1ed3i n\u00e0y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng ng\u1eaft l\u1eddi (barge-in) m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean, gi\u1ed1ng nh\u01b0 trong c\u00e1c cu\u1ed9c tr\u00f2 chuy\u1ec7n gi\u1eefa ng\u01b0\u1eddi v\u1edbi ng\u01b0\u1eddi.<\/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\/06\/1e88544b5b.png\" alt=\"Bi\u1ec3u \u0111\u1ed3 so s\u00e1nh th\u1eddi gian \u0111\u1ebfn \u00e2m thanh \u0111\u1ea7u ti\u00ean (Time to First Audio).\" style=\"--smush-placeholder-width: 1200px; --smush-placeholder-aspect-ratio: 1200\/742;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>Hi\u1ec7u qu\u1ea3 chi ph\u00ed c\u0169ng \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3. Nova 2 Sonic c\u00f3 chi ph\u00ed kho\u1ea3ng <strong>$0.27 m\u1ed7i gi\u1edd<\/strong> cho \u00e2m thanh \u0111\u1ea7u v\u00e0o, th\u1ea5p h\u01a1n so v\u1edbi c\u00e1c m\u00f4 h\u00ecnh th\u1eddi gian th\u1ef1c t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng.<\/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\/06\/d841d9735d.png\" alt=\"Bi\u1ec3u \u0111\u1ed3 so s\u00e1nh chi ph\u00ed m\u1ed7i gi\u1edd x\u1eed l\u00fd \u00e2m thanh.\" style=\"--smush-placeholder-width: 2048px; --smush-placeholder-aspect-ratio: 2048\/1061;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>So s\u00e1nh Amazon Nova Sonic v\u1edbi phi\u00ean b\u1ea3n m\u1edbi <strong>Amazon Nova 2 Sonic<\/strong> cho th\u1ea5y s\u1ef1 ti\u1ebfn b\u1ed9 r\u00f5 r\u1ec7t tr\u00ean c\u00e1c ph\u01b0\u01a1ng di\u1ec7n: M\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p c\u1ee7a ph\u1ea3n h\u1ed3i (t\u1eeb 2.5 l\u00ean 2.9), Kh\u1ea3 n\u0103ng hi\u1ec3u \u00fd \u0111\u1ecbnh (t\u1eeb 2.9 l\u00ean 3.0), M\u1ee9c \u0111\u1ed9 ho\u00e0n th\u00e0nh t\u00e1c v\u1ee5 (t\u1eeb 1.8 l\u00ean 2.5) v\u00e0 T\u00ednh t\u1ef1 nhi\u00ean trong h\u1ed9i tho\u1ea1i (t\u1eeb 2.5 l\u00ean 2.8). Nh\u1eefng c\u1ea3i ti\u1ebfn n\u00e0y mang l\u1ea1i k\u1ebft qu\u1ea3 kinh doanh t\u1ed1t h\u01a1n cho c\u00e1c \u0111\u1ea1i l\u00fd \u00f4 t\u00f4.<\/p>\n<h2>X\u00e2y d\u1ef1ng agent AI \u0111\u00e0m tho\u1ea1i chuy\u00ean nghi\u1ec7p<\/h2>\n<p>V\u1edbi m\u1ed9t foundation model m\u1ea1nh m\u1ebd, th\u00e1ch th\u1ee9c ti\u1ebfp theo l\u00e0 t\u1ed1i \u01b0u h\u00f3a. Loka \u0111\u00e3 ti\u1ebfp c\u1eadn <em>prompt engineering<\/em> (k\u1ef9 thu\u1eadt t\u1ea1o c\u00e2u l\u1ec7nh) nh\u01b0 vi\u1ebft m\u00e3 ngu\u1ed3n, li\u00ean t\u1ee5c l\u1eb7p l\u1ea1i d\u1ef1a tr\u00ean hi\u1ec7u su\u1ea5t \u0111o \u0111\u01b0\u1ee3c. Ch\u1ec9 sau hai l\u1ea7n tinh ch\u1ec9nh prompt, \u0111i\u1ec3m \u0111\u00e1nh gi\u00e1 t\u1ed5ng th\u1ec3 \u0111\u00e3 t\u0103ng t\u1eeb 2.7 l\u00ean 3.8\/5.0.<\/p>\n<p>\u0110\u1ed9i ng\u0169 \u0111\u00e3 bi\u1ebfn c\u00e1c prompt th\u00e0nh c\u00e1c template c\u00f3 th\u1ec3 t\u00e1i s\u1eed d\u1ee5ng, thay th\u1ebf c\u00e1c chi ti\u1ebft c\u1ed1 \u0111\u1ecbnh b\u1eb1ng bi\u1ebfn s\u1ed1. H\u1ecd c\u0169ng s\u1eed d\u1ee5ng <strong>Amazon Bedrock Prompt Management<\/strong> \u0111\u1ec3 qu\u1ea3n l\u00fd phi\u00ean b\u1ea3n v\u00e0 quy tr\u00ecnh ph\u00ea duy\u1ec7t, k\u1ebft h\u1ee3p v\u1edbi <strong>AWS Identity and Access Management (AWS IAM)<\/strong> \u0111\u1ec3 ki\u1ec3m so\u00e1t quy\u1ec1n truy c\u1eadp. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y \u0111\u00e3 bi\u1ebfn vi\u1ec7c tinh ch\u1ec9nh prompt t\u1eeb m\u1ed9t c\u00f4ng vi\u1ec7c \u0111\u01a1n l\u1ebb th\u00e0nh m\u1ed9t quy tr\u00ecnh c\u00f3 th\u1ec3 l\u1eb7p l\u1ea1i, ki\u1ec3m so\u00e1t v\u00e0 m\u1edf r\u1ed9ng.<\/p>\n<p>\u0110\u1ec3 tri\u1ec3n khai s\u1ea3n ph\u1ea9m, Loka \u0111\u00e3 thi\u1ebft k\u1ebf m\u1ed9t h\u1ec7 th\u1ed1ng <em>serverless<\/em> v\u00e0 <em>event-driven<\/em> (h\u01b0\u1edbng s\u1ef1 ki\u1ec7n) s\u1eed d\u1ee5ng c\u00e1c d\u1ecbch v\u1ee5 AWS. Ki\u1ebfn tr\u00fac n\u00e0y \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 \u0111\u1ed9 tin c\u1eady cao.<\/p>\n<figure class=\"wp-block-image size-full aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/06\/7622287c72.png\" alt=\"S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac gi\u1ea3i ph\u00e1p agent AI \u0111\u00e0m tho\u1ea1i.\" style=\"--smush-placeholder-width: 1222px; --smush-placeholder-aspect-ratio: 1222\/935;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<p>Ki\u1ebfn tr\u00fac gi\u1ea3i ph\u00e1p bao g\u1ed3m:<\/p>\n<ul>\n<li><strong>L\u1edbp v\u1eadn chuy\u1ec3n:<\/strong> <strong>LiveKit<\/strong> \u0111\u1ec3 x\u1eed l\u00fd k\u1ebft n\u1ed1i WebRTC t\u1eeb tr\u00ecnh duy\u1ec7t v\u00e0 SIP t\u1eeb c\u00e1c cu\u1ed9c g\u1ecdi \u0111i\u1ec7n tho\u1ea1i truy\u1ec1n th\u1ed1ng.<\/li>\n<li><strong>L\u1edbp t\u00ednh to\u00e1n:<\/strong> <strong>AWS Fargate<\/strong> tr\u00ean <strong>Amazon Elastic Container Service (Amazon ECS)<\/strong> \u0111\u1ec3 ch\u1ea1y c\u00e1c agent m\u1ed9t c\u00e1ch \u0111\u1ed9c l\u1eadp v\u00e0 co gi\u00e3n linh ho\u1ea1t.<\/li>\n<li><strong>L\u1edbp d\u1eef li\u1ec7u:<\/strong> <strong>Amazon RDS<\/strong> cho l\u01b0u tr\u1eef d\u1eef li\u1ec7u quan h\u1ec7 (c\u1ea5u h\u00ecnh, l\u1ecbch s\u1eed h\u1ed9i tho\u1ea1i) v\u00e0 <strong>Amazon ElastiCache<\/strong> cho qu\u1ea3n l\u00fd session v\u00e0 \u0111i\u1ec1u ph\u1ed1i t\u00e1c v\u1ee5 t\u1ea1m th\u1eddi v\u1edbi \u0111\u1ed9 tr\u1ec5 th\u1ea5p.<\/li>\n<li><strong>L\u00f5i AI:<\/strong> <strong>Amazon Bedrock<\/strong> cung c\u1ea5p quy\u1ec1n truy c\u1eadp tr\u1ef1c ti\u1ebfp v\u00e0o m\u00f4 h\u00ecnh Nova 2 Sonic.<\/li>\n<li><strong>T\u00edch h\u1ee3p:<\/strong> C\u00e1c c\u00f4ng c\u1ee5 d\u1ef1a tr\u00ean h\u00e0m Python cho ph\u00e9p agent t\u01b0\u01a1ng t\u00e1c v\u1edbi h\u1ec7 th\u1ed1ng backend c\u1ee7a \u0111\u1ea1i l\u00fd (v\u00ed d\u1ee5: t\u00ecm ki\u1ebfm kho h\u00e0ng, \u0111\u1eb7t l\u1ecbch h\u1eb9n) th\u00f4ng qua GraphQL.<\/li>\n<li><strong>Quan s\u00e1t:<\/strong> <strong>Langfuse<\/strong> \u0111\u01b0\u1ee3c t\u1ef1 host tr\u00ean AWS \u0111\u1ec3 theo d\u00f5i v\u00e0 ph\u00e2n t\u00edch m\u1ecdi quy\u1ebft \u0111\u1ecbnh c\u1ee7a agent, ph\u1ee5c v\u1ee5 cho vi\u1ec7c c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c.<\/li>\n<\/ul>\n<h2>M\u1ed9t ti\u00eau chu\u1ea9n m\u1edbi cho AI \u0111\u00e0m tho\u1ea1i<\/h2>\n<p>Vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i t\u1eeb chatbot d\u1ef1a tr\u00ean v\u0103n b\u1ea3n sang agent gi\u1ecdng n\u00f3i th\u1eddi gian th\u1ef1c \u0111\u00f2i h\u1ecfi m\u1ed9t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng v\u00e0 t\u01b0 duy ho\u00e0n to\u00e0n kh\u00e1c. Amazon Nova 2 Sonic \u0111\u00e3 \u0111\u00e1p \u1ee9ng \u0111\u1ed3ng th\u1eddi ba y\u00eau c\u1ea7u k\u1ef9 thu\u1eadt quan tr\u1ecdng: kh\u1ea3 n\u0103ng suy lu\u1eadn cao, \u0111\u1ed9 tr\u1ec5 c\u1ef1c th\u1ea5p v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh hi\u1ec7u qu\u1ea3 \u1edf quy m\u00f4 l\u1edbn.<\/p>\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c \u0111\u1ea1i l\u00fd \u00f4 t\u00f4, c\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u00e3 v\u00e0 \u0111ang t\u1ea1o ra doanh thu. Kh\u00e1ch h\u00e0ng nh\u1eadn \u0111\u01b0\u1ee3c ph\u1ea3n h\u1ed3i h\u1eefu \u00edch ngay l\u1eadp t\u1ee9c, c\u00e1c y\u00eau c\u1ea7u ph\u1ee9c t\u1ea1p \u0111\u01b0\u1ee3c x\u1eed l\u00fd su\u00f4n s\u1ebb v\u00e0 l\u1ecbch h\u1eb9n \u0111\u01b0\u1ee3c \u0111\u1eb7t ch\u00ednh x\u00e1c. Ti\u1ec1m n\u0103ng c\u1ee7a gi\u1ea3i ph\u00e1p n\u00e0y c\u00f2n m\u1edf r\u1ed9ng sang nhi\u1ec1u ng\u00e0nh kh\u00e1c nh\u01b0 du l\u1ecbch, gi\u00e1o d\u1ee5c v\u00e0 y t\u1ebf.<\/p>\n<p>C\u00f4ng ngh\u1ec7 AI speech-to-speech \u0111\u00e3 s\u1eb5n s\u00e0ng \u0111\u1ec3 \u0111\u01b0a v\u00e0o \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf. C\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u th\u1eed nghi\u1ec7m v\u1edbi Nova 2 Sonic tr\u00ean m\u00f4i tr\u01b0\u1eddng AWS c\u1ee7a m\u00ecnh \u0111\u1ec3 kh\u00e1m ph\u00e1 nh\u1eefng kh\u1ea3 n\u0103ng \u0111\u1ed9t ph\u00e1 cho ho\u1ea1t \u0111\u1ed9ng kinh doanh.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u0110\u1ed1i t\u00e1c Loka c\u1ee7a AWS \u0111\u00e3 thay \u0111\u1ed5i ho\u00e0n to\u00e0n t\u01b0\u01a1ng t\u00e1c gi\u1ecdng n\u00f3i v\u1edbi kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng m\u1ed9t agent AI \u0111\u00e0m tho\u1ea1i v\u1edbi Amazon Nova 2 Sonic, mang l\u1ea1i tr\u1ea3i nghi\u1ec7m t\u1ef1 nhi\u00ean v\u00e0 ph\u1ea3n h\u1ed3i nhanh ch\u00f3ng. Gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng AWS n\u00e0y \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c&#8230;<\/p>","protected":false},"author":22,"featured_media":66843,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-66848","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 v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Amazon Nova 2 Sonic: Agent AI gi\u1ecdng n\u00f3i t\u1ef1 nhi\u00ean, \u0111\u1ed9 tr\u1ec5 th\u1ea5p, chi ph\u00ed t\u1ed1i \u01b0u | 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\/06\/26\/amazon-nova-2-sonic-agent-ai-giong-noi-tu-nhien-do-tre-thap\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Amazon Nova 2 Sonic: Agent AI gi\u1ecdng n\u00f3i t\u1ef1 nhi\u00ean, \u0111\u1ed9 tr\u1ec5 th\u1ea5p, chi ph\u00ed t\u1ed1i \u01b0u | CMC Telecom\" \/>\n<meta property=\"og:description\" content=\"\u0110\u1ed1i t\u00e1c Loka c\u1ee7a AWS \u0111\u00e3 thay \u0111\u1ed5i ho\u00e0n to\u00e0n t\u01b0\u01a1ng t\u00e1c gi\u1ecdng n\u00f3i v\u1edbi kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng m\u1ed9t agent AI \u0111\u00e0m tho\u1ea1i v\u1edbi Amazon Nova 2 Sonic, mang l\u1ea1i tr\u1ea3i nghi\u1ec7m t\u1ef1 nhi\u00ean v\u00e0 ph\u1ea3n h\u1ed3i nhanh ch\u00f3ng. 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