{"id":66823,"date":"2026-06-23T09:14:45","date_gmt":"2026-06-23T02:14:45","guid":{"rendered":"https:\/\/aws.cmctelecom.vn\/2026\/06\/23\/aws-ra-mat-web-search-tren-bedrock-giup-agent-ai-truy-cap-web-an-toan-cap-nhat\/"},"modified":"2026-06-24T18:30:54","modified_gmt":"2026-06-24T11:30:54","slug":"aws-ra-mat-web-search-tren-bedrock-giup-agent-ai-truy-cap-web-an-toan-cap-nhat","status":"publish","type":"post","link":"https:\/\/aws.cmctelecom.vn\/en\/2026\/06\/23\/aws-ra-mat-web-search-tren-bedrock-giup-agent-ai-truy-cap-web-an-toan-cap-nhat\/","title":{"rendered":"AWS ra m\u1eaft Web Search tr\u00ean Bedrock: Gi\u00fap agent AI truy c\u1eadp web an to\u00e0n, c\u1eadp nh\u1eadt"},"content":{"rendered":"<p>C\u00e1c agent AI \u0111ang thay \u0111\u1ed5i c\u00e1ch doanh nghi\u1ec7p t\u00ecm ki\u1ebfm v\u00e0 x\u1eed l\u00fd th\u00f4ng tin, nh\u01b0ng ch\u00fang c\u00f3 m\u1ed9t h\u1ea1n ch\u1ebf c\u1ed1 h\u1eefu: ki\u1ebfn th\u1ee9c b\u1ecb &#8220;\u0111\u00f3ng b\u0103ng&#8221; t\u1ea1i th\u1eddi \u0111i\u1ec3m hu\u1ea5n luy\u1ec7n. \u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, AWS \u0111\u00e3 ch\u00ednh th\u1ee9c ph\u00e1t h\u00e0nh (GA) t\u00ednh n\u0103ng Web Search tr\u00ean Amazon Bedrock AgentCore, cho ph\u00e9p c\u00e1c agent AI truy c\u1eadp th\u00f4ng tin th\u1eddi gian th\u1ef1c t\u1eeb Internet m\u1ed9t c\u00e1ch an to\u00e0n v\u00e0 hi\u1ec7u qu\u1ea3 m\u00e0 kh\u00f4ng c\u1ea7n doanh nghi\u1ec7p ph\u1ea3i qu\u1ea3n l\u00fd h\u1ea1 t\u1ea7ng ph\u1ee9c t\u1ea1p.<\/p>\n<p>T\u00ednh n\u0103ng n\u00e0y \u0111\u01b0\u1ee3c cung c\u1ea5p d\u01b0\u1edbi d\u1ea1ng m\u1ed9t tr\u00ecnh k\u1ebft n\u1ed1i (connector) \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n, t\u01b0\u01a1ng th\u00edch v\u1edbi giao th\u1ee9c Model Context Protocol (MCP). Doanh nghi\u1ec7p c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u00edch h\u1ee3p v\u00e0o AgentCore Gateway, gi\u00fap c\u00e1c agent t\u1ef1 \u0111\u1ed9ng kh\u00e1m ph\u00e1 v\u00e0 s\u1eed d\u1ee5ng nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 ti\u00eau chu\u1ea9n m\u00e0 kh\u00f4ng c\u1ea7n c\u1ea5p ph\u00e9p API, qu\u1ea3n l\u00fd th\u00f4ng tin x\u00e1c th\u1ef1c hay duy tr\u00ec logic ph\u00e2n t\u00edch k\u1ebft qu\u1ea3.<\/p>\n<figure class=\"wp-block-image size-full aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 2518px; --smush-placeholder-aspect-ratio: 2518\/1360;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: none; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/06\/1f1dbd0ed1.png\" alt=\"S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac c\u1ee7a Web Search Tool tr\u00ean Amazon Bedrock AgentCore\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<p>Vi\u1ec7c trang b\u1ecb cho agent kh\u1ea3 n\u0103ng truy c\u1eadp web l\u00e0 gi\u1ea3i ph\u00e1p cho v\u1ea5n \u0111\u1ec1 ki\u1ebfn th\u1ee9c l\u1ed7i th\u1eddi, nh\u01b0ng \u0111\u00e2y c\u0169ng l\u00e0 \u0111i\u1ec3m ngh\u1ebdn c\u1ee7a nhi\u1ec1u \u0111\u1ed9i ng\u0169 ph\u00e1t tri\u1ec3n. T\u1ef1 x\u00e2y d\u1ef1ng gi\u1ea3i ph\u00e1p n\u00e0y \u0111\u00f2i h\u1ecfi doanh nghi\u1ec7p ph\u1ea3i:<\/p>\n<ul>\n<li>S\u1eed d\u1ee5ng API t\u00ecm ki\u1ebfm c\u1ee7a b\u00ean th\u1ee9 ba, \u0111\u1ed3ng th\u1eddi qu\u1ea3n l\u00fd kh\u00f3a, h\u1ea1n ng\u1ea1ch v\u00e0 gi\u1edbi h\u1ea1n truy c\u1eadp.<\/li>\n<li>Ph\u00e2n t\u00edch c\u00e1c \u0111\u1ecbnh d\u1ea1ng k\u1ebft qu\u1ea3 kh\u00f4ng nh\u1ea5t qu\u00e1n t\u1eeb nhi\u1ec1u nh\u00e0 cung c\u1ea5p.<\/li>\n<li>Ki\u1ec3m so\u00e1t lu\u1ed3ng di chuy\u1ec3n c\u1ee7a truy v\u1ea5n v\u00e0 c\u00e1ch d\u1eef li\u1ec7u \u0111\u00f3 c\u00f3 th\u1ec3 b\u1ecb l\u01b0u tr\u1eef ho\u1eb7c t\u00e1i s\u1eed d\u1ee5ng.<\/li>\n<li>X\u00e2y d\u1ef1ng logic tr\u00edch xu\u1ea5t \u0111o\u1ea1n th\u00f4ng tin \u0111\u1ec3 m\u00f4 h\u00ecnh nh\u1eadn \u0111\u01b0\u1ee3c n\u1ed9i dung li\u00ean quan thay v\u00ec m\u00e3 HTML th\u00f4.<\/li>\n<\/ul>\n<p>Web Search tr\u00ean Amazon Bedrock AgentCore gi\u1ea3i quy\u1ebft t\u1ea5t c\u1ea3 nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y.<\/p>\n<h2>Ch\u1ec9 s\u1ed1 web chuy\u00ean d\u1ee5ng do AWS v\u1eadn h\u00e0nh<\/h2>\n<p>Nhi\u1ec1u gi\u1ea3i ph\u00e1p &#8220;th\u00eam t\u00ecm ki\u1ebfm web v\u00e0o agent&#8221; hi\u1ec7n nay ch\u1ec9 l\u00e0 l\u1edbp v\u1ecf b\u1ecdc cho m\u1ed9t c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm c\u1ee7a b\u00ean th\u1ee9 ba. Ng\u01b0\u1ee3c l\u1ea1i, Web Search tr\u00ean Amazon Bedrock AgentCore \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi m\u1ed9t ch\u1ec9 m\u1ee5c web do ch\u00ednh Amazon v\u1eadn h\u00e0nh, bao g\u1ed3m h\u00e0ng ch\u1ee5c t\u1ef7 t\u00e0i li\u1ec7u. Quy m\u00f4 n\u00e0y \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 ph\u1ee7 th\u00f4ng tin r\u1ed9ng, gi\u00fap tr\u1ea3 l\u1eddi hi\u1ec7u qu\u1ea3 c\u1ea3 nh\u1eefng c\u00e2u h\u1ecfi chuy\u00ean s\u00e2u v\u1ec1 c\u00e1c th\u01b0 vi\u1ec7n hi\u1ebfm ho\u1eb7c th\u00f4ng s\u1ed1 s\u1ea3n ph\u1ea9m \u00edt ng\u01b0\u1eddi bi\u1ebft.<\/p>\n<h3>C\u1eadp nh\u1eadt li\u00ean t\u1ee5c<\/h3>\n<p>Amazon l\u00e0m m\u1edbi ch\u1ec9 m\u1ee5c m\u1ed9t c\u00e1ch li\u00ean t\u1ee5c, ph\u1ea3n \u00e1nh n\u1ed9i dung m\u1edbi ch\u1ec9 trong v\u00f2ng v\u00e0i ph\u00fat. \u0110\u1ed1i v\u1edbi c\u00e1c agent c\u1ea7n tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi v\u1ec1 bi\u1ebfn \u0111\u1ed9ng gi\u00e1 ho\u1eb7c c\u00e1c th\u00f4ng b\u00e1o v\u1eeba \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1, kho\u1ea3ng th\u1eddi gian c\u1eadp nh\u1eadt n\u00e0y l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh gi\u1eefa m\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi c\u00f3 c\u01a1 s\u1edf v\u00e0 m\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi sai nh\u01b0ng t\u1ef1 tin.<\/p>\n<h3>Knowledge Graph t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c<\/h3>\n<p>C\u00f4ng c\u1ee5 n\u00e0y t\u00edch h\u1ee3p s\u1eb5n m\u1ed9t <em>knowledge graph<\/em> (\u0111\u1ed3 th\u1ecb tri th\u1ee9c) \u0111\u1ec3 x\u00e1c th\u1ef1c c\u00e1c th\u1ef1c th\u1ec3 v\u00e0 m\u1ed1i quan h\u1ec7 gi\u1eefa ch\u00fang. \u0110\u1ed1i v\u1edbi c\u00e1c c\u00e2u h\u1ecfi v\u1ec1 d\u1eef ki\u1ec7n (nh\u01b0 ai gi\u1eef m\u1ed9t ch\u1ee9c v\u1ee5 ho\u1eb7c m\u1ed9t s\u1ef1 ki\u1ec7n \u0111\u01b0\u1ee3c th\u00e0nh l\u1eadp khi n\u00e0o), knowledge graph cung c\u1ea5p c\u00e2u tr\u1ea3 l\u1eddi c\u00f3 \u0111\u1ed9 tin c\u1eady cao, thay v\u00ec \u0111\u1ec3 m\u00f4 h\u00ecnh t\u1ef1 suy lu\u1eadn t\u1eeb v\u0103n b\u1ea3n tr\u00edch xu\u1ea5t. \u0110i\u1ec1u n\u00e0y l\u00e0m gi\u1ea3m hi\u1ec7n t\u01b0\u1ee3ng sai l\u1ec7ch th\u00f4ng tin khi agent t\u1ef1 t\u1ed5ng h\u1ee3p c\u00e2u tr\u1ea3 l\u1eddi t\u1eeb c\u00e1c \u0111o\u1ea1n v\u0103n b\u1ea3n.<\/p>\n<h3>Tr\u00edch xu\u1ea5t ng\u1eef ngh\u0129a t\u1ed1i \u01b0u cho m\u00f4 h\u00ecnh<\/h3>\n<p>Thay v\u00ec cung c\u1ea5p cho m\u00f4 h\u00ecnh to\u00e0n b\u1ed9 trang HTML th\u00f4, c\u00f4ng c\u1ee5 n\u00e0y th\u1ef1c hi\u1ec7n <em>semantic snippet extraction<\/em> (tr\u00edch xu\u1ea5t \u0111o\u1ea1n th\u00f4ng tin theo ng\u1eef ngh\u0129a). N\u00f3 l\u1ea5y ra c\u00e1c \u0111o\u1ea1n v\u0103n b\u1ea3n t\u1eeb m\u1ed7i trang web c\u00f3 li\u00ean quan \u0111\u1ebfn truy v\u1ea5n v\u00e0 tr\u1ea3 v\u1ec1 ch\u00fang \u1edf \u0111\u1ecbnh d\u1ea1ng \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho context window c\u1ee7a m\u00f4 h\u00ecnh. \u0110i\u1ec1u n\u00e0y gi\u00fap m\u00f4 h\u00ecnh t\u1eadp trung v\u00e0o ph\u1ea7n quan tr\u1ecdng, gi\u1ea3m s\u1ed1 l\u01b0\u1ee3ng token l\u00e3ng ph\u00ed v\u00e0 t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi c\u00f3 tr\u00edch d\u1eabn ngu\u1ed3n.<\/p>\n<h2>B\u1ea3o m\u1eadt v\u00e0 ri\u00eang t\u01b0 ngay t\u1eeb thi\u1ebft k\u1ebf<\/h2>\n<p>\u0110\u1ed1i v\u1edbi nhi\u1ec1u doanh nghi\u1ec7p, c\u00e2u h\u1ecfi c\u1ea3n tr\u1edf vi\u1ec7c tri\u1ec3n khai t\u00ecm ki\u1ebfm web kh\u00f4ng ph\u1ea3i l\u00e0 &#8220;n\u00f3 c\u00f3 ho\u1ea1t \u0111\u1ed9ng kh\u00f4ng?&#8221; m\u00e0 l\u00e0 &#8220;truy v\u1ea5n c\u1ee7a ng\u01b0\u1eddi d\u00f9ng \u0111i \u0111\u00e2u v\u00e0 \u0111i\u1ec1u g\u00ec x\u1ea3y ra v\u1edbi ch\u00fang?&#8221;. Web Search tr\u00ean Amazon Bedrock AgentCore \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng \u0111\u1ec3 c\u00e2u tr\u1ea3 l\u1eddi cho nh\u1eefng c\u00e2u h\u1ecfi \u0111\u00f3 tr\u1edf n\u00ean \u0111\u01a1n gi\u1ea3n.<\/p>\n<p>Khi agent c\u1ee7a b\u1ea1n \u0111\u01b0a ra m\u1ed9t t\u00ecm ki\u1ebfm, truy v\u1ea5n \u0111\u01b0\u1ee3c ph\u1ee5c v\u1ee5 ho\u00e0n to\u00e0n b\u00ean trong h\u1ea1 t\u1ea7ng c\u1ee7a AWS. Truy v\u1ea5n c\u1ee7a kh\u00e1ch h\u00e0ng kh\u00f4ng b\u1ecb g\u1eedi \u0111\u1ebfn m\u1ed9t c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm c\u1ee7a b\u00ean th\u1ee9 ba ho\u1eb7c r\u1eddi kh\u1ecfi AWS. AgentCore Gateway x\u00e1c th\u1ef1c v\u1edbi tr\u00ecnh k\u1ebft n\u1ed1i do AWS s\u1edf h\u1eefu v\u00e0 \u0111\u1ecbnh tuy\u1ebfn y\u00eau c\u1ea7u trong n\u1ed9i b\u1ed9, gi\u1eef cho \u0111\u01b0\u1eddng \u0111i c\u1ee7a d\u1eef li\u1ec7u ho\u00e0n to\u00e0n n\u1eb1m trong AWS. \u0110\u1ed1i v\u1edbi c\u00e1c \u0111\u1ed9i ng\u0169 c\u00f3 lo ng\u1ea1i v\u1ec1 ch\u1ee7 quy\u1ec1n d\u1eef li\u1ec7u ho\u1eb7c vi\u1ec7c g\u1eedi d\u1eef li\u1ec7u ra b\u00ean ngo\u00e0i, \u0111i\u1ec1u n\u00e0y lo\u1ea1i b\u1ecf ho\u00e0n to\u00e0n m\u1ed9t h\u1ea1ng m\u1ee5c r\u1ee7i ro.<\/p>\n<h2>T\u00edch h\u1ee3p v\u00e0 chi ph\u00ed<\/h2>\n<p>\u0110\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi Web Search Tool, b\u1ea1n ch\u1ec9 c\u1ea7n th\u00eam n\u00f3 l\u00e0m m\u1ee5c ti\u00eau (target) v\u00e0o AgentCore Gateway v\u1edbi <code>connectorId: \"web-search\"<\/code>. Gateway s\u1ebd t\u1ef1 \u0111\u1ed9ng x\u1eed l\u00fd vi\u1ec7c qu\u1ea3n l\u00fd schema, qu\u1ea3n tr\u1ecb tham s\u1ed1, ph\u00e2n gi\u1ea3i endpoint v\u00e0 x\u00e1c th\u1ef1c d\u1ecbch v\u1ee5.<\/p>\n<p>V\u00ec Web Search \u0111\u01b0\u1ee3c cung c\u1ea5p qua giao th\u1ee9c MCP, c\u00e1c framework t\u01b0\u01a1ng th\u00edch nh\u01b0 <strong>Strands<\/strong>, <strong>LangChain<\/strong>, <strong>LangGraph<\/strong>, v\u00e0 <strong>CrewAI<\/strong> c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng kh\u00e1m ph\u00e1 v\u00e0 g\u1ecdi c\u00f4ng c\u1ee5 n\u00e0y b\u1ea5t c\u1ee9 khi n\u00e0o agent c\u1ea7n th\u00f4ng tin m\u1edbi nh\u1ea5t.<\/p>\n<p>V\u1ec1 chi ph\u00ed, AWS \u00e1p d\u1ee5ng m\u00f4 h\u00ecnh tr\u1ea3 theo m\u1ee9c s\u1eed d\u1ee5ng v\u1edbi gi\u00e1 <strong>$7 cho m\u1ed7i 1.000 truy v\u1ea5n<\/strong>, cho ph\u00e9p doanh nghi\u1ec7p v\u1eadn h\u00e0nh m\u1ed9t agent c\u00f3 kh\u1ea3 n\u0103ng t\u00ecm ki\u1ebfm web v\u1edbi chi ph\u00ed th\u1ea5p.<\/p>\n<h2>\u00dd ngh\u0129a \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p<\/h2>\n<p>C\u00f4ng c\u1ee5 Web Search c\u1ee7a Amazon Bedrock AgentCore cung c\u1ea5p cho c\u00e1c agent AI ki\u1ebfn th\u1ee9c web c\u1eadp nh\u1eadt th\u00f4ng qua m\u1ed9t tr\u00ecnh k\u1ebft n\u1ed1i duy nh\u1ea5t. Doanh nghi\u1ec7p kh\u00f4ng c\u1ea7n ph\u1ea3i c\u1ea5p ph\u00e9p API t\u00ecm ki\u1ebfm hay duy tr\u00ec logic ph\u00e2n t\u00edch k\u1ebft qu\u1ea3. \u0110\u1eb1ng sau s\u1ef1 \u0111\u01a1n gi\u1ea3n \u0111\u00f3 l\u00e0 m\u1ed9t ch\u1ec9 m\u1ee5c web do ch\u00ednh AWS x\u00e2y d\u1ef1ng, m\u1ed9t m\u00f4 h\u00ecnh b\u1ea3o m\u1eadt n\u01a1i truy v\u1ea5n kh\u00f4ng r\u1eddi kh\u1ecfi AWS, v\u00e0 kh\u1ea3 n\u0103ng truy xu\u1ea5t k\u1ebft h\u1ee3p knowledge graph v\u1edbi tr\u00edch xu\u1ea5t ng\u1eef ngh\u0129a.<\/p>\n<p>K\u1ebft qu\u1ea3 l\u00e0 m\u1ed9t agent c\u00f3 th\u1ec3 tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi k\u1ecbp th\u1eddi m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c, tr\u00edch d\u1eabn ngu\u1ed3n v\u00e0 gi\u1eef an to\u00e0n cho d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n. C\u00f4ng c\u1ee5 n\u00e0y l\u00e0 s\u1ef1 b\u1ed5 sung ho\u00e0n h\u1ea3o cho <strong>Amazon Bedrock Knowledge Bases<\/strong> (d\u00f9ng cho d\u1eef li\u1ec7u n\u1ed9i b\u1ed9) v\u00e0 Web Search (d\u00f9ng cho d\u1eef li\u1ec7u c\u00f4ng khai tr\u00ean web), cho ph\u00e9p doanh nghi\u1ec7p x\u00e2y d\u1ef1ng c\u00e1c agent to\u00e0n di\u1ec7n, \u0111\u00e1p \u1ee9ng c\u1ea3 nhu c\u1ea7u v\u1ec1 th\u00f4ng tin n\u1ed9i b\u1ed9 v\u00e0 th\u1ebf gi\u1edbi b\u00ean ngo\u00e0i.<\/p>","protected":false},"excerpt":{"rendered":"<p>C\u00e1c agent AI \u0111ang thay \u0111\u1ed5i c\u00e1ch doanh nghi\u1ec7p t\u00ecm ki\u1ebfm v\u00e0 x\u1eed l\u00fd th\u00f4ng tin, nh\u01b0ng ch\u00fang c\u00f3 m\u1ed9t h\u1ea1n ch\u1ebf c\u1ed1 h\u1eefu: ki\u1ebfn th\u1ee9c b\u1ecb &#8220;\u0111\u00f3ng b\u0103ng&#8221; t\u1ea1i th\u1eddi \u0111i\u1ec3m hu\u1ea5n luy\u1ec7n. \u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, AWS \u0111\u00e3 ch\u00ednh th\u1ee9c ph\u00e1t h\u00e0nh (GA) 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