{"id":21495,"date":"2025-02-20T17:57:49","date_gmt":"2025-02-20T10:57:49","guid":{"rendered":"https:\/\/innotech-vn.com\/?p=21495"},"modified":"2025-02-21T14:36:40","modified_gmt":"2025-02-21T07:36:40","slug":"what-is-an-ai-agent","status":"publish","type":"post","link":"https:\/\/innotech-vn.com\/vie\/what-is-an-ai-agent\/","title":{"rendered":"AI Agent l\u00e0 g\u00ec? T\u00ecm hi\u1ec3u v\u1ec1 AI Agent t\u1eeb A-Z v\u00e0 v\u00ed d\u1ee5 c\u1ee5 th\u1ec3"},"content":{"rendered":"
AI Agent \u0111ang l\u00e0 c\u1ee5m t\u1eeb h\u01b0\u1edbng trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 c\u1ee7a n\u0103m 2025. C\u00f3 th\u1ec3 n\u00f3i AI Agent ch\u00ednh l\u00e0 b\u01b0\u1edbc \u0111\u1ec7m tr\u01b0\u1edbc khi con ng\u01b0\u1eddi b\u01b0\u1edbc v\u00e0o k\u1ef7 nguy\u00ean c\u1ee7a si\u00eau tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. V\u1eady AI Agent l\u00e0 g\u00ec? T\u1ea1i sao AI Agent l\u1ea1i c\u00f3 t\u00e1c \u0111\u1ed9ng m\u1ea1nh \u0111\u1ebfn xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7? C\u00e1c v\u00ed d\u1ee5 tr\u1ef1c quan v\u00e0 d\u1ec5 hi\u1ec3u v\u1ec1 AI Agent? H\u00e3y c\u00f9ng Innotech t\u00ecm hi\u1ec3u t\u1eeb a-z v\u1ec1 AI Agent trong b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y.<\/p>\n
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AI Agent<\/a> - T\u00e1c nh\u00e2n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 quan s\u00e1t, suy ngh\u0129 v\u00e0 h\u00e0nh \u0111\u1ed9ng \u0111\u1ec3 th\u1ef1c hi\u1ec7n m\u1ed9t nhi\u1ec7m v\u1ee5 n\u00e0o \u0111\u00f3. N\u00f3 gi\u1ed1ng nh\u01b0 m\u1ed9t tr\u1ee3 l\u00fd th\u00f4ng minh c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng thu th\u1eadp th\u00f4ng tin, ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh m\u00e0 kh\u00f4ng c\u1ea7n con ng\u01b0\u1eddi can thi\u1ec7p qu\u00e1 nhi\u1ec1u.<\/p>\n <\/p>\n M\u1ed9t s\u1ed1 v\u00ed d\u1ee5 \u0111\u1ec3 b\u1ea1n d\u1ec5 h\u00ecnh dung h\u01a1n v\u1ec1 AI Agent:<\/p>\n <\/p>\n <\/p>\n AI Agent l\u00e0 g\u00ec?<\/em><\/p>\n <\/p>\n <\/p>\n AI Agent th\u01b0\u1eddng c\u00f3 5 th\u00e0nh ph\u1ea7n ch\u00ednh nh\u01b0 sau:<\/p>\n <\/p>\n <\/p>\n Components of an AI Agent<\/em><\/p>\n <\/p>\n <\/p>\n Environment and Interaction of an AI Agent<\/em><\/p>\n <\/p>\n AI Agent ho\u1ea1t \u0111\u1ed9ng trong m\u1ed9t m\u00f4i tr\u01b0\u1eddng (environment) nh\u1ea5t \u0111\u1ecbnh, c\u00f3 th\u1ec3 l\u00e0 th\u1ebf gi\u1edbi th\u1ef1c (v\u00ed d\u1ee5: xe t\u1ef1 l\u00e1i, robot c\u00f4ng nghi\u1ec7p) ho\u1eb7c th\u1ebf gi\u1edbi \u1ea3o (v\u00ed d\u1ee5: chatbot, h\u1ec7 th\u1ed1ng \u0111\u1ec1 xu\u1ea5t tr\u00ean YouTube).<\/p>\n <\/p>\n T\u00f9y v\u00e0o lo\u1ea1i AI Agent, m\u1ee9c \u0111\u1ed9 t\u01b0\u01a1ng t\u00e1c v\u1edbi m\u00f4i tr\u01b0\u1eddng c\u00f3 th\u1ec3 kh\u00e1c nhau:<\/p>\n <\/p>\n <\/p>\n V\u00ed d\u1ee5 v\u1ec1 s\u1ef1 t\u01b0\u01a1ng t\u00e1c gi\u1eefa AI Agent v\u00e0 m\u00f4i tr\u01b0\u1eddng:<\/p>\n <\/p>\n <\/p>\n <\/p>\n C\u1ea3m bi\u1ebfn gi\u00fap AI Agent quan s\u00e1t m\u00f4i tr\u01b0\u1eddng xung quanh v\u00e0 thu th\u1eadp d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft. D\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u1ebfn t\u1eeb nhi\u1ec1u ngu\u1ed3n nh\u01b0:<\/p>\n <\/p>\n <\/p>\n <\/p>\n Sensors AI<\/em><\/p>\n <\/p>\n <\/p>\n Sau khi thu th\u1eadp d\u1eef li\u1ec7u, AI Agent c\u1ea7n m\u1ed9t b\u1ed9 x\u1eed l\u00fd \u0111\u1ec3 ph\u00e2n t\u00edch th\u00f4ng tin v\u00e0 ra quy\u1ebft \u0111\u1ecbnh. \u0110\u00e2y l\u00e0 n\u01a1i c\u00e1c thu\u1eadt to\u00e1n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o nh\u01b0 Machine Learning v\u00e0 Deep Learning \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng.<\/p>\n <\/p>\n V\u00ed d\u1ee5 v\u1ec1 c\u00e1ch \u0111\u01a1n v\u1ecb x\u1eed l\u00fd ho\u1ea1t \u0111\u1ed9ng:<\/p>\n <\/p>\n YouTube analyzes your video watch history and recommends relevant content<\/em><\/p>\n <\/p>\n <\/p>\n Sau khi x\u1eed l\u00fd d\u1eef li\u1ec7u, AI Agent s\u1ebd th\u1ef1c hi\u1ec7n m\u1ed9t h\u00e0nh \u0111\u1ed9ng c\u1ee5 th\u1ec3 \u0111\u1ec3 t\u00e1c \u0111\u1ed9ng l\u1ea1i m\u00f4i tr\u01b0\u1eddng.<\/p>\n <\/p>\n V\u00ed d\u1ee5:<\/p>\n <\/p>\n <\/p>\n The car automatically decides to stop<\/em><\/p>\n <\/p>\n <\/p>\n M\u1ed7i AI Agent \u0111\u1ec1u c\u00f3 m\u1ed9t m\u1ee5c ti\u00eau c\u1ee5 th\u1ec3, ch\u1eb3ng h\u1ea1n nh\u01b0:<\/p>\n <\/p>\n <\/p>\n <\/p>\n Information processing and decision AI Agent<\/em><\/p>\n <\/p>\n AI Agent ho\u1ea1t \u0111\u1ed9ng theo m\u1ed9t chu tr\u00ecnh g\u1ed3m 4 b\u01b0\u1edbc ch\u00ednh:<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n AI Agent c\u00f3 nhi\u1ec1u lo\u1ea1i kh\u00e1c nhau, t\u00f9y thu\u1ed9c v\u00e0o c\u00e1ch ch\u00fang x\u1eed l\u00fd th\u00f4ng tin v\u00e0 ra quy\u1ebft \u0111\u1ecbnh. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 5 lo\u1ea1i AI Agent ph\u1ed5 bi\u1ebfn, t\u1eeb \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn ph\u1ee9c t\u1ea1p.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n T\u00f9y v\u00e0o \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf, m\u1ed7i lo\u1ea1i AI Agent \u0111\u1ec1u c\u00f3 \u01b0u v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m ri\u00eang:<\/p>\n <\/p>\n <\/p>\n AI Agent \u0111ang ng\u00e0y c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng v\u00e0 ph\u1ed5 bi\u1ebfn trong \u0111\u1eddi s\u1ed1ng, t\u1eeb xe t\u1ef1 l\u00e1i, tr\u1ee3 l\u00fd \u1ea3o \u0111\u1ebfn c\u00e1c h\u1ec7 th\u1ed1ng t\u00e0i ch\u00ednh th\u00f4ng minh. T\u01b0\u01a1ng lai, v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, AI Agent s\u1ebd ng\u00e0y c\u00e0ng linh ho\u1ea1t v\u00e0 th\u00f4ng minh h\u01a1n, gi\u00fap con ng\u01b0\u1eddi gi\u1ea3i quy\u1ebft nhi\u1ec1u v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/p>\n <\/p>\n <\/p>\n AI Agent \u0111ang ng\u00e0y c\u00e0ng tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n quan tr\u1ecdng trong nhi\u1ec1u l\u0129nh v\u1ef1c nh\u1edd kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c. Tuy nhi\u00ean, b\u00ean c\u1ea1nh nh\u1eefng l\u1ee3i \u00edch to l\u1edbn, AI Agent c\u0169ng \u0111\u1eb7t ra nhi\u1ec1u th\u00e1ch th\u1ee9c c\u1ea7n \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n Benefits of AI Agent<\/em><\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n Risk of losing jobs because of AI<\/em><\/p>\n <\/p>\n <\/p>\n Trong 5-10 n\u0103m t\u1edbi, AI Agent s\u1ebd ng\u00e0y c\u00e0ng th\u00f4ng minh h\u01a1n, linh ho\u1ea1t h\u01a1n v\u00e0 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i h\u01a1n trong nhi\u1ec1u l\u0129nh v\u1ef1c.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n AI Agent \u0111\u00e3 v\u00e0 \u0111ang thay \u0111\u1ed5i c\u00e1ch con ng\u01b0\u1eddi l\u00e0m vi\u1ec7c v\u00e0 t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00f4ng ngh\u1ec7. AI Agent gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a, t\u1ed1i \u01b0u h\u00f3a v\u00e0 c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m trong nhi\u1ec1u l\u0129nh v\u1ef1c nh\u01b0 t\u00e0i ch\u00ednh, y t\u1ebf, gi\u00e1o d\u1ee5c v\u00e0 th\u01b0\u01a1ng m\u1ea1i. Nh\u1edd kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi, AI Agent ng\u00e0y c\u00e0ng tr\u1edf n\u00ean th\u00f4ng minh h\u01a1n, h\u1ed7 tr\u1ee3 con ng\u01b0\u1eddi trong nhi\u1ec1u c\u00f4ng vi\u1ec7c ph\u1ee9c t\u1ea1p. AI gi\u00fap con ng\u01b0\u1eddi ti\u1ebft ki\u1ec7m th\u1eddi gian, c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t l\u00e0m vi\u1ec7c v\u00e0 m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i m\u1edbi. Tuy nhi\u00ean, b\u00ean c\u1ea1nh nh\u1eefng l\u1ee3i \u00edch to l\u1edbn th\u00ec AI c\u0169ng \u0111\u1eb7t ra nh\u1eefng th\u00e1ch th\u1ee9c v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c, b\u1ea3o m\u1eadt v\u00e0 nguy c\u01a1 thay th\u1ebf lao \u0111\u1ed9ng truy\u1ec1n th\u1ed1ng.<\/p>\n <\/p>\n N\u0103m 2025 \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 l\u00e0 b\u01b0\u1edbc \u0111\u1ec7m \u0111\u1ec3 AI Agent tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn v\u00e0 ti\u1ebfn t\u1edbi si\u00eau tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. \u0110\u00e2y l\u00e0 th\u1eddi \u0111i\u1ec3m c\u00e1c doanh nghi\u1ec7p t\u1eadp trung chuy\u1ec3n \u0111\u1ed5i s\u1ed1 v\u00e0 t\u00edch h\u1ee3p AI v\u00e0o c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00ecnh \u0111\u1ec3 t\u1ed1i \u01b0u hi\u1ec7u qu\u1ea3. Tuy nhi\u00ean kh\u00f4ng ph\u1ea3i doanh nghi\u1ec7p n\u00e0o c\u0169ng c\u00f3 chuy\u00ean m\u00f4n v\u1ec1 AI Agent v\u00e0 c\u00f3 \u0111\u1ed9i ng\u0169 ph\u1ee5 tr\u00e1ch ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh AI. Do \u0111\u00f3, Innotech mang \u0111\u1ebfn d\u1ecbch v\u1ee5 ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh AI t\u00f9y ch\u1ec9nh cho doanh nghi\u1ec7p, t\u00edch h\u1ee3p AI v\u00e0o h\u1ec7 th\u1ed1ng c\u1ee7a doanh nghi\u1ec7p v\u00e0 gia c\u00f4ng AI theo y\u00eau c\u1ea7u.<\/p>\n <\/p>\n\n
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2. C\u00e1c th\u00e0nh ph\u1ea7n c\u1ee7a AI Agent<\/strong><\/h2>\n
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2.1. M\u00f4i tr\u01b0\u1eddng v\u00e0 s\u1ef1 t\u01b0\u01a1ng t\u00e1c c\u1ee7a AI Agent<\/strong><\/h3>\n
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2.2. C\u1ea3m bi\u1ebfn (Sensors) \u2013 Thu th\u1eadp th\u00f4ng tin<\/strong><\/h3>\n
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2.3. B\u1ed9 x\u1eed l\u00fd (Processing Unit) \u2013 Ph\u00e2n t\u00edch v\u00e0 suy lu\u1eadn<\/strong><\/h3>\n
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2.4. B\u1ed9 t\u00e1c \u0111\u1ed9ng (Actuators) \u2013 H\u00e0nh \u0111\u1ed9ng d\u1ef1a tr\u00ean quy\u1ebft \u0111\u1ecbnh<\/strong><\/h3>\n
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2.5. M\u1ee5c ti\u00eau (Goals) \u2013 \u0110\u1ecbnh h\u01b0\u1edbng ho\u1ea1t \u0111\u1ed9ng c\u1ee7a AI Agent<\/strong><\/h3>\n
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3. Quy tr\u00ecnh x\u1eed l\u00fd th\u00f4ng tin v\u00e0 ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a AI Agent<\/strong><\/h2>\n
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B\u01b0\u1edbc 1: Thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb m\u00f4i tr\u01b0\u1eddng (Perception)<\/strong><\/h3>\n
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B\u01b0\u1edbc 2: Ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd th\u00f4ng tin (Reasoning\/Processing)<\/strong><\/h3>\n
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B\u01b0\u1edbc 3: Ra quy\u1ebft \u0111\u1ecbnh v\u00e0 th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng (Decision Making & Action)<\/strong><\/h3>\n
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B\u01b0\u1edbc 4: H\u1ecdc h\u1ecfi v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t (Learning \u2013 n\u1ebfu c\u00f3)<\/strong><\/h3>\n
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4. Ph\u00e2n lo\u1ea1i AI Agent: C\u00e1c lo\u1ea1i t\u00e1c nh\u00e2n AI ph\u1ed5 bi\u1ebfn<\/strong><\/h2>\n
4.1. Simple Reflex Agent \u2013 T\u00e1c nh\u00e2n ph\u1ea3n x\u1ea1 \u0111\u01a1n gi\u1ea3n:<\/strong><\/h3>\n
\u0110\u1ecbnh ngh\u0129a<\/strong><\/h4>\n
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C\u00e1ch ho\u1ea1t \u0111\u1ed9ng<\/strong><\/h4>\n
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V\u00ed d\u1ee5 th\u1ef1c t\u1ebf<\/strong><\/h4>\n
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\u01afu \u0111i\u1ec3m<\/strong><\/h4>\n
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Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/strong><\/h4>\n
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4.2. Model-Based Reflex Agent \u2013 T\u00e1c nh\u00e2n ph\u1ea3n x\u1ea1 d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh<\/strong><\/h3>\n
\u0110\u1ecbnh ngh\u0129a<\/strong><\/h4>\n
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C\u00e1ch ho\u1ea1t \u0111\u1ed9ng<\/strong><\/h4>\n
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V\u00ed d\u1ee5 th\u1ef1c t\u1ebf<\/strong><\/h4>\n
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\u01afu \u0111i\u1ec3m<\/strong><\/h4>\n
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Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/strong><\/h4>\n
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4.3. Goal-Based Agent \u2013 T\u00e1c nh\u00e2n d\u1ef1a tr\u00ean m\u1ee5c ti\u00eau<\/strong><\/h3>\n
\u0110\u1ecbnh ngh\u0129a<\/strong><\/h4>\n
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C\u00e1ch ho\u1ea1t \u0111\u1ed9ng<\/strong><\/h4>\n
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V\u00ed d\u1ee5 th\u1ef1c t\u1ebf<\/strong><\/h4>\n
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\u01afu \u0111i\u1ec3m<\/strong><\/h4>\n
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Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/strong><\/h4>\n
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4.4. Utility-Based Agent \u2013 T\u00e1c nh\u00e2n t\u1ed1i \u01b0u h\u00f3a l\u1ee3i \u00edch<\/strong><\/h3>\n
\u0110\u1ecbnh ngh\u0129a<\/strong><\/h4>\n
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C\u00e1ch ho\u1ea1t \u0111\u1ed9ng<\/strong><\/h4>\n
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V\u00ed d\u1ee5 th\u1ef1c t\u1ebf<\/strong><\/h4>\n
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\u01afu \u0111i\u1ec3m<\/strong><\/h4>\n
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Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/strong><\/h4>\n
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4.5. Learning Agent \u2013 T\u00e1c nh\u00e2n h\u1ecdc h\u1ecfi<\/strong><\/h3>\n
\u0110\u1ecbnh ngh\u0129a<\/strong><\/h4>\n
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C\u00e1ch ho\u1ea1t \u0111\u1ed9ng<\/strong><\/h4>\n
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V\u00ed d\u1ee5 th\u1ef1c t\u1ebf<\/strong><\/h4>\n
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\u01afu \u0111i\u1ec3m<\/strong><\/h4>\n
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Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/strong><\/h4>\n
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5. L\u1ee3i \u00edch v\u00e0 th\u00e1ch th\u1ee9c c\u1ee7a AI Agent<\/strong><\/h2>\n
5.1. L\u1ee3i \u00edch c\u1ee7a AI Agent<\/strong><\/h3>\n
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5.2. Th\u00e1ch th\u1ee9c c\u1ee7a AI Agent<\/strong><\/h3>\n
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6. T\u01b0\u01a1ng lai c\u1ee7a AI Agent<\/strong><\/h2>\n
6.1. Xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n AI Agent<\/strong><\/h3>\n
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6.2. S\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a AI Agent v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi<\/strong><\/h3>\n
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