{"id":121696,"date":"2025-12-18T09:00:00","date_gmt":"2025-12-18T02:00:00","guid":{"rendered":"https:\/\/tino.vn\/blog\/?p=121696"},"modified":"2025-12-17T23:17:19","modified_gmt":"2025-12-17T16:17:19","slug":"agentkit-la-gi","status":"publish","type":"post","link":"https:\/\/tino.vn\/blog\/agentkit-la-gi\/","title":{"rendered":"AgentKit l\u00e0 g\u00ec? 4 gi\u1ea3i ph\u00e1p AgentKit h\u00e0ng \u0111\u1ea7u d\u00e0nh cho Developer 2026"},"content":{"rendered":"\n<p><strong>K\u1ef7 nguy\u00ean <a href=\"https:\/\/tino.vn\/blog\/tri-tue-nhan-tao-ai-la-gi\/\" data-type=\"post\" data-id=\"2034\" target=\"_blank\" rel=\"noreferrer noopener\">AI<\/a> \u0111ang ch\u1ee9ng ki\u1ebfn m\u1ed9t b\u01b0\u1edbc ngo\u1eb7t l\u1edbn, \u0111\u00f3 l\u00e0 s\u1ef1 tho\u00e1i tr\u00e0o c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh &#8216;H\u1ecfi &#8211; \u0110\u00e1p&#8217; th\u1ee5 \u0111\u1ed9ng v\u00e0 s\u1ef1 tr\u1ed7i d\u1eady m\u1ea1nh m\u1ebd c\u1ee7a &#8216;Agentic AI&#8217; \u2013 nh\u1eefng AI c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 suy lu\u1eadn v\u00e0 h\u00e0nh \u0111\u1ed9ng. Gi\u1eefa l\u00e0n s\u00f3ng c\u00f4ng ngh\u1ec7 n\u00e0y, <strong>AgentKit<\/strong> n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t m\u1ea3nh gh\u00e9p kh\u00f4ng th\u1ec3 thi\u1ebfu, gi\u00fap c\u00e1c l\u1eadp tr\u00ecnh vi\u00ean bi\u1ebfn c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) th\u00e0nh nh\u1eefng tr\u1ee3 l\u00fd \u1ea3o th\u1ef1c th\u1ee5 c\u00f3 kh\u1ea3 n\u0103ng th\u1ef1c thi t\u00e1c v\u1ee5 ph\u1ee9c t\u1ea1p.<\/strong> <strong>V\u1eady c\u1ee5 th\u1ec3 <strong><strong>AgentKit<\/strong><\/strong> l\u00e0 g\u00ec? \u0110\u00e2u l\u00e0 b\u1ed9 c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p nh\u1ea5t \u0111\u1ec3 x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng c\u1ee7a b\u1ea1n? C\u00f9ng Tino kh\u00e1m ph\u00e1 qua b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y nh\u00e9!<\/strong><\/p>\n\n\n\n<h2 id=\"AgentKit_l\u00e0_g\u00ec?\"><a id=\"post-121696-_gknf2q7ct87a\"><\/a>AgentKit l\u00e0 g\u00ec?<\/h2>\n\n\n\n<h3 id=\"\u0110\u1ecbnh_ngh\u0129a_AgentKit\"><a id=\"post-121696-_ql5g4udnnw3w\"><\/a><strong>\u0110\u1ecbnh ngh\u0129a AgentKit<\/strong><\/h3>\n\n\n\n<p>Hi\u1ec3u m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n, AgentKit l\u00e0 t\u1eadp h\u1ee3p c\u00e1c th\u01b0 vi\u1ec7n ph\u1ea7n m\u1ec1m, API v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf chuy\u00ean bi\u1ec7t \u0111\u1ec3 bi\u1ebfn c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) th\u00e0nh nh\u1eefng &#8220;<strong>Agent<\/strong>&#8221; \u2013 c\u00e1c t\u00e1c nh\u00e2n AI c\u00f3 kh\u1ea3 n\u0103ng h\u00e0nh \u0111\u1ed9ng t\u1ef1 ch\u1ee7. Kh\u00e1c v\u1edbi c\u00e1c Chatbot truy\u1ec1n th\u1ed1ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vi\u1ec7c cung c\u1ea5p th\u00f4ng tin ho\u1eb7c tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi, m\u1ed9t gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean n\u1ec1n t\u1ea3ng AgentKit c\u00f3 th\u1ec3 tr\u1ef1c ti\u1ebfp th\u1ef1c thi nhi\u1ec7m v\u1ee5.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-1.png\" alt=\"\u0110\u1ecbnh ngh\u0129a AgentKit\" class=\"wp-image-121697\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-1.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-1-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>\u0110\u1ecbnh ngh\u0129a AgentKit<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<p>B\u1ed9 c\u00f4ng c\u1ee5 n\u00e0y \u0111\u00f3ng vai tr\u00f2 nh\u01b0 m\u1ed9t &#8220;h\u1ec7 th\u1ea7n kinh v\u1eadn \u0111\u1ed9ng&#8221;, k\u1ebft n\u1ed1i tr\u00ed th\u00f4ng minh c\u1ee7a AI v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 b\u00ean ngo\u00e0i (nh\u01b0 tr\u00ecnh duy\u1ec7t web, v\u00ed \u0111i\u1ec7n t\u1eed, ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd hay c\u01a1 s\u1edf d\u1eef li\u1ec7u). Nh\u1edd \u0111\u00f3, \u1ee9ng d\u1ee5ng c\u00f3 th\u1ec3 t\u1ef1 l\u1eadp k\u1ebf ho\u1ea1ch, suy lu\u1eadn logic, s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p \u0111\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 v\u00e0 th\u1eadm ch\u00ed t\u1ef1 s\u1eeda l\u1ed7i trong qu\u00e1 tr\u00ecnh th\u1ef1c hi\u1ec7n m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p li\u00ean t\u1ee5c c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n\n\n\n<p>Trong b\u1ed1i c\u1ea3nh c\u00f4ng ngh\u1ec7 hi\u1ec7n nay, thu\u1eadt ng\u1eef AgentKit th\u01b0\u1eddng \u0111\u01b0\u1ee3c nh\u1eafc \u0111\u1ebfn nhi\u1ec1u nh\u1ea5t th\u00f4ng qua hai \u0111\u1ea1i di\u1ec7n ti\u00eau bi\u1ec3u: OpenAI AgentKit (t\u1eadp trung v\u00e0o t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh doanh nghi\u1ec7p) v\u00e0 Coinbase AgentKit (t\u1eadp trung v\u00e0o c\u00e1c t\u00e1c v\u1ee5 tr\u00ean blockchain).<\/p>\n\n\n\n<h3 id=\"T\u1ea1i_sao_AgentKit_l\u1ea1i_quan_tr\u1ecdng_\u0111\u1ed1i_v\u1edbi_l\u1eadp_tr\u00ecnh_vi\u00ean_hi\u1ec7n_\u0111\u1ea1i?\"><a id=\"post-121696-_50r2p1g1dtcz\"><\/a><strong>T\u1ea1i sao AgentKit l\u1ea1i quan tr\u1ecdng \u0111\u1ed1i v\u1edbi l\u1eadp tr\u00ecnh vi\u00ean hi\u1ec7n \u0111\u1ea1i?<\/strong><\/h3>\n\n\n\n<p>Trong k\u1ef7 nguy\u00ean c\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i, s\u1ef1 chuy\u1ec3n d\u1ecbch t\u1eeb &#8220;AI t\u1ea1o sinh&#8221; (Generative AI) sang &#8220;AI h\u00e0nh \u0111\u1ed9ng&#8221; (Agentic AI) \u0111ang di\u1ec5n ra m\u1ea1nh m\u1ebd. \u0110\u1ed1i v\u1edbi c\u1ed9ng \u0111\u1ed3ng l\u1eadp tr\u00ecnh vi\u00ean, AgentKit tr\u1edf th\u00e0nh tr\u1ee3 th\u1ee7 \u0111\u1eafc l\u1ef1c nh\u1edd ba vai tr\u00f2 c\u1ed1t l\u00f5i sau:<\/p>\n\n\n\n<h4 id=\"\u0110\u01a1n_gi\u1ea3n_h\u00f3a_quy_tr\u00ecnh_t\u00edch_h\u1ee3p_c\u00f4ng_c\u1ee5_(Tool_Use)\"><a id=\"post-121696-_cizrhhcogvw0\"><\/a>\u0110\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh t\u00edch h\u1ee3p c\u00f4ng c\u1ee5 (Tool Use)<\/h4>\n\n\n\n<p><\/p>\n\n\n\n<p>Tr\u01b0\u1edbc \u0111\u00e2y, \u0111\u1ec3 m\u1ed9t AI c\u00f3 th\u1ec3 g\u1eedi email hay tra c\u1ee9u d\u1eef li\u1ec7u ch\u1ee9ng kho\u00e1n, l\u1eadp tr\u00ecnh vi\u00ean ph\u1ea3i vi\u1ebft h\u00e0ng ngh\u00ecn d\u00f2ng m\u00e3 l\u1ec7nh ph\u1ee9c t\u1ea1p \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o v\u00e0 \u0111\u1ea7u ra. AgentKit gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n n\u00e0y b\u1eb1ng c\u00e1ch cung c\u1ea5p c\u00e1c framework c\u00f3 s\u1eb5n. C\u00e1c th\u01b0 vi\u1ec7n n\u00e0y gi\u00fap AI t\u1ef1 \u0111\u1ed9ng hi\u1ec3u v\u00e0 g\u1ecdi c\u00e1c h\u00e0m ch\u1ee9c n\u0103ng m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c. Nh\u1edd v\u1eady, \u0111\u1ed9i ng\u0169 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o logic nghi\u1ec7p v\u1ee5 thay v\u00ec t\u1ed1n th\u1eddi gian x\u1eed l\u00fd c\u00e1c k\u1ebft n\u1ed1i k\u1ef9 thu\u1eadt h\u00e0n l\u00e2m.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-2.png\" alt=\"T\u1ea1i sao AgentKit l\u1ea1i quan tr\u1ecdng \u0111\u1ed1i v\u1edbi l\u1eadp tr\u00ecnh vi\u00ean hi\u1ec7n \u0111\u1ea1i?\" class=\"wp-image-121698\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-2.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-2-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>T\u1ea1i sao AgentKit l\u1ea1i quan tr\u1ecdng \u0111\u1ed1i v\u1edbi l\u1eadp tr\u00ecnh vi\u00ean hi\u1ec7n \u0111\u1ea1i?<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h4 id=\"Qu\u1ea3n_l\u00fd_b\u1ed9_nh\u1edb_v\u00e0_ng\u1eef_c\u1ea3nh_d\u00e0i_h\u1ea1n\"><a id=\"post-121696-_c035dt3e3wz5\"><\/a>Qu\u1ea3n l\u00fd b\u1ed9 nh\u1edb v\u00e0 ng\u1eef c\u1ea3nh d\u00e0i h\u1ea1n<\/h4>\n\n\n\n<p><\/p>\n\n\n\n<p>M\u1ed9t th\u00e1ch th\u1ee9c l\u1edbn c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh LLM l\u00e0 gi\u1edbi h\u1ea1n v\u1ec1 b\u1ed9 nh\u1edb ng\u1eafn h\u1ea1n. Khi cu\u1ed9c h\u1ed9i tho\u1ea1i k\u00e9o d\u00e0i, AI th\u01b0\u1eddng &#8220;qu\u00ean&#8221; c\u00e1c chi ti\u1ebft c\u0169. C\u00e1c gi\u1ea3i ph\u00e1p AgentKit hi\u1ec7n \u0111\u1ea1i cung c\u1ea5p c\u01a1 ch\u1ebf qu\u1ea3n l\u00fd tr\u1ea1ng th\u00e1i v\u00e0 b\u1ed9 nh\u1edb ti\u00ean ti\u1ebfn. T\u00ednh n\u0103ng n\u00e0y cho ph\u00e9p \u1ee9ng d\u1ee5ng l\u01b0u tr\u1eef l\u1ecbch s\u1eed t\u01b0\u01a1ng t\u00e1c, ghi nh\u1edb s\u1edf th\u00edch ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c tr\u1ea1ng th\u00e1i c\u1ee7a m\u1ed9t giao d\u1ecbch trong th\u1eddi gian d\u00e0i, \u0111\u1ea3m b\u1ea3o tr\u1ea3i nghi\u1ec7m li\u1ec1n m\u1ea1ch v\u00e0 th\u00f4ng minh h\u01a1n.<\/p>\n\n\n\n<h4 id=\"M\u1edf_r\u1ed9ng_kh\u1ea3_n\u0103ng_cho_Web3_v\u00e0_Blockchain_(\u0110\u1ed1i_v\u1edbi_Coinbase_AgentKit)\"><a id=\"post-121696-_710tnuj2kbnr\"><\/a>M\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng cho Web3 v\u00e0 Blockchain (\u0110\u1ed1i v\u1edbi Coinbase AgentKit)<\/h4>\n\n\n\n<p><\/p>\n\n\n\n<p>Ri\u00eang \u0111\u1ed1i v\u1edbi c\u00e1c l\u1eadp tr\u00ecnh vi\u00ean Blockchain, AgentKit mang l\u1ea1i m\u1ed9t cu\u1ed9c c\u00e1ch m\u1ea1ng th\u1ef1c s\u1ef1. B\u1ed9 c\u00f4ng c\u1ee5 n\u00e0y cho ph\u00e9p t\u00edch h\u1ee3p kh\u1ea3 n\u0103ng &#8220;s\u1edf h\u1eefu v\u00ed&#8221; cho AI. Thay v\u00ec ch\u1ec9 t\u01b0 v\u1ea5n \u0111\u1ea7u t\u01b0, AI Agent gi\u1edd \u0111\u00e2y c\u00f3 th\u1ec3 tr\u1ef1c ti\u1ebfp th\u1ef1c hi\u1ec7n giao d\u1ecbch (swap token, mint NFT) tr\u00ean chu\u1ed7i kh\u1ed1i (on-chain). \u0110i\u1ec1u n\u00e0y m\u1edf ra c\u00e1nh c\u1eeda cho c\u00e1c m\u00f4 h\u00ecnh kinh doanh ho\u00e0n to\u00e0n m\u1edbi, n\u01a1i m\u00e1y m\u00f3c c\u00f3 th\u1ec3 giao d\u1ecbch v\u1edbi m\u00e1y m\u00f3c m\u1ed9t c\u00e1ch an to\u00e0n v\u00e0 t\u1ef1 \u0111\u1ed9ng.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-3.png\" alt=\"M\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng cho Web3 v\u00e0 Blockchain \" class=\"wp-image-121700\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-3.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-3-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>M\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng cho Web3 v\u00e0 Blockchain <\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h2 id=\"Top_c\u00e1c_gi\u1ea3i_ph\u00e1p_AgentKit_n\u1ed5i_b\u1eadt_nh\u1ea5t_hi\u1ec7n_nay\"><a id=\"post-121696-_i449dyoypf95\"><\/a>Top c\u00e1c gi\u1ea3i ph\u00e1p AgentKit n\u1ed5i b\u1eadt nh\u1ea5t hi\u1ec7n nay<\/h2>\n\n\n\n<h3 id=\"OpenAI_AgentKit_(Operator_&amp;_Assistants_API)_\u2013_Ti\u00eau_chu\u1ea9n_c\u1ee7a_AI_t\u1ed5ng_qu\u00e1t\"><a id=\"post-121696-_q19slllyzpg5\"><\/a><strong>OpenAI AgentKit (Operator &amp; Assistants API) \u2013 Ti\u00eau chu\u1ea9n c\u1ee7a AI t\u1ed5ng qu\u00e1t<\/strong><\/h3>\n\n\n\n<p>OpenAI ti\u1ebfp t\u1ee5c kh\u1eb3ng \u0111\u1ecbnh v\u1ecb th\u1ebf d\u1eabn \u0111\u1ea7u v\u1edbi h\u1ec7 sinh th\u00e1i ph\u00e1t tri\u1ec3n Agent m\u1ea1nh m\u1ebd, th\u01b0\u1eddng \u0111\u01b0\u1ee3c c\u1ed9ng \u0111\u1ed3ng g\u1ecdi chung l\u00e0 OpenAI AgentKit (t\u1eadp trung v\u00e0o m\u00f4 h\u00ecnh &#8220;Operator&#8221;). \u0110\u00e2y l\u00e0 l\u1ef1a ch\u1ecdn an to\u00e0n v\u00e0 m\u1ea1nh m\u1ebd nh\u1ea5t cho c\u00e1c doanh nghi\u1ec7p mu\u1ed1n t\u00edch h\u1ee3p tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0o quy tr\u00ecnh l\u00e0m vi\u1ec7c truy\u1ec1n th\u1ed1ng.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u00ednh n\u0103ng n\u1ed5i b\u1eadt:<\/strong> \u0110i\u1ec3m m\u1ea1nh c\u1ee7a n\u1ec1n t\u1ea3ng n\u00e0y n\u1eb1m \u1edf kh\u1ea3 n\u0103ng &#8220;Function Calling&#8221; (g\u1ecdi h\u00e0m) c\u1ef1c k\u1ef3 ch\u00ednh x\u00e1c v\u00e0 t\u00ednh n\u0103ng &#8220;Code Interpreter&#8221; (tr\u00ecnh bi\u00ean d\u1ecbch m\u00e3). Nh\u1edd \u0111\u00f3, AI Agent c\u00f3 th\u1ec3 t\u1ef1 vi\u1ebft v\u00e0 ch\u1ea1y code <a href=\"https:\/\/tino.vn\/blog\/python-la-gi\/\" data-type=\"post\" data-id=\"16155\">Python<\/a> \u0111\u1ec3 x\u1eed l\u00fd file Excel, v\u1ebd bi\u1ec3u \u0111\u1ed3, ho\u1eb7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p trong th\u1eddi gian th\u1ef1c. Ngo\u00e0i ra, OpenAI c\u0169ng \u0111ang \u0111\u1ea9y m\u1ea1nh c\u00e1c c\u00f4ng c\u1ee5 x\u00e2y d\u1ef1ng tr\u1ef1c quan (Visual Builder), gi\u00fap gi\u1ea3m thi\u1ec3u l\u01b0\u1ee3ng code c\u1ea7n vi\u1ebft khi kh\u1edfi t\u1ea1o m\u1ed9t Agent.<\/li>\n\n\n\n<li><strong>\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf:<\/strong> Ph\u00f9 h\u1ee3p \u0111\u1ec3 ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng t\u1ef1 \u0111\u1ed9ng, c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u doanh nghi\u1ec7p, ho\u1eb7c c\u00e1c tr\u1ee3 l\u00fd \u1ea3o h\u1ed7 tr\u1ee3 l\u1eadp tr\u00ecnh (Coding Assistant).<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Xem th\u00eam: <a href=\"https:\/\/tino.vn\/blog\/model-cua-openai\/\" target=\"_blank\" rel=\"noreferrer noopener\">T\u1ea5t t\u1ea7n t\u1eadt v\u1ec1 7+ model c\u1ee7a OpenAI\u00a0<\/a><\/p>\n<\/blockquote>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-4.png\" alt=\"Top c\u00e1c gi\u1ea3i ph\u00e1p AgentKit n\u1ed5i b\u1eadt nh\u1ea5t hi\u1ec7n nay\" class=\"wp-image-121701\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-4.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-4-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>Top c\u00e1c gi\u1ea3i ph\u00e1p AgentKit n\u1ed5i b\u1eadt nh\u1ea5t hi\u1ec7n nay<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"Coinbase_AgentKit_\u2013_&#8220;V\u0169_kh\u00ed&#8221;_cho_l\u1eadp_tr\u00ecnh_vi\u00ean_Blockchain\"><a id=\"post-121696-_r93o9scq8m3p\"><\/a><strong>Coinbase AgentKit \u2013 &#8220;V\u0169 kh\u00ed&#8221; cho l\u1eadp tr\u00ecnh vi\u00ean Blockchain<\/strong><\/h3>\n\n\n\n<p>N\u1ebfu m\u1ee5c ti\u00eau c\u1ee7a d\u1ef1 \u00e1n l\u00e0 t\u00edch h\u1ee3p AI v\u00e0o th\u1ebf gi\u1edbi Web3, <a href=\"https:\/\/www.coinbase.com\/developer-platform\/products\/agentkit\" target=\"_blank\" data-type=\"link\" data-id=\"https:\/\/www.coinbase.com\/developer-platform\/products\/agentkit\" rel=\"noreferrer noopener nofollow\"><strong>Coinbase AgentKit<\/strong> <\/a>(thu\u1ed9c Coinbase Developer Platform) hi\u1ec7n l\u00e0 gi\u1ea3i ph\u00e1p t\u1ed1i \u01b0u nh\u1ea5t. \u0110i\u1ec3m \u0111\u1eb7c bi\u1ec7t khi\u1ebfn b\u1ed9 c\u00f4ng c\u1ee5 n\u00e0y tr\u1edf n\u00ean \u0111\u1ed9c \u0111\u00e1o l\u00e0 kh\u1ea3 n\u0103ng cung c\u1ea5p cho AI m\u1ed9t &#8220;v\u00ed ti\u1ec1n \u0111i\u1ec7n t\u1eed&#8221; (Crypto Wallet) th\u1ef1c th\u1ee5.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u00ednh n\u0103ng n\u1ed5i b\u1eadt:<\/strong> Kh\u00e1c v\u1edbi c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef th\u00f4ng th\u01b0\u1eddng ch\u1ec9 c\u00f3 th\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u1ecb tr\u01b0\u1eddng, m\u1ed9t Agent \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean n\u1ec1n t\u1ea3ng c\u1ee7a Coinbase c\u00f3 th\u1ec3 tr\u1ef1c ti\u1ebfp th\u1ef1c hi\u1ec7n c\u00e1c h\u00e0nh \u0111\u1ed9ng tr\u00ean chu\u1ed7i kh\u1ed1i (On-chain). C\u00e1c h\u00e0nh \u0111\u1ed9ng n\u00e0y bao g\u1ed3m: giao d\u1ecbch token, \u0111\u00fac (mint) NFT, tri\u1ec3n khai h\u1ee3p \u0111\u1ed3ng th\u00f4ng minh ho\u1eb7c t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00e1c giao th\u1ee9c DeFi.<\/li>\n\n\n\n<li><strong>\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf:<\/strong> Gi\u1ea3i ph\u00e1p n\u00e0y ph\u00f9 h\u1ee3p \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c bot giao d\u1ecbch t\u1ef1 \u0111\u1ed9ng (Trading Bot), tr\u1ee3 l\u00fd qu\u1ea3n l\u00fd t\u00e0i s\u1ea3n s\u1ed1 c\u00e1 nh\u00e2n, ho\u1eb7c c\u00e1c h\u1ec7 th\u1ed1ng thanh to\u00e1n t\u1ef1 \u0111\u1ed9ng b\u1eb1ng stablecoin m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p th\u1ee7 c\u00f4ng c\u1ee7a con ng\u01b0\u1eddi.<\/li>\n<\/ul>\n\n\n\n<h3 id=\"LangChain_&amp;_LangGraph_\u2013_S\u1ef1_linh_ho\u1ea1t_c\u1ee7a_m\u00e3_ngu\u1ed3n_m\u1edf\"><a id=\"post-121696-_pnmts0av2ssa\"><\/a><strong>LangChain &amp; LangGraph \u2013 S\u1ef1 linh ho\u1ea1t c\u1ee7a m\u00e3 ngu\u1ed3n m\u1edf<\/strong><\/h3>\n\n\n\n<p>\u0110\u1ed1i v\u1edbi nh\u1eefng nh\u00e0 ph\u00e1t tri\u1ec3n y\u00eau th\u00edch s\u1ef1 t\u1ef1 do v\u00e0 kh\u00f4ng mu\u1ed1n ph\u1ee5 thu\u1ed9c v\u00e0o m\u1ed9t nh\u00e0 cung c\u1ea5p m\u00f4 h\u00ecnh duy nh\u1ea5t, <strong>LangChain<\/strong> k\u1ebft h\u1ee3p c\u00f9ng <strong>LangGraph<\/strong> l\u00e0 b\u1ed9 \u0111\u00f4i kh\u00f4ng th\u1ec3 thay th\u1ebf. \u0110\u00e2y l\u00e0 framework m\u00e3 ngu\u1ed3n m\u1edf ph\u1ed5 bi\u1ebfn nh\u1ea5t th\u1ebf gi\u1edbi \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng LLM.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u00ednh n\u0103ng n\u1ed5i b\u1eadt:<\/strong> Thay v\u00ec b\u1ecb b\u00f3 bu\u1ed9c trong h\u1ec7 sinh th\u00e1i c\u1ee7a OpenAI hay Google, LangChain cho ph\u00e9p l\u1eadp tr\u00ecnh vi\u00ean d\u1ec5 d\u00e0ng chuy\u1ec3n \u0111\u1ed5i gi\u1eefa c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef kh\u00e1c nhau (nh\u01b0 t\u1eeb GPT-4 sang Claude 3.5 Sonnet ho\u1eb7c DeepSeek). \u0110\u1eb7c bi\u1ec7t, LangGraph gi\u00fap thi\u1ebft k\u1ebf c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c ph\u1ee9c t\u1ea1p c\u00f3 v\u00f2ng l\u1eb7p, c\u00f3 tr\u00ed nh\u1edb d\u00e0i h\u1ea1n v\u00e0 kh\u1ea3 n\u0103ng t\u1ef1 s\u1eeda l\u1ed7i\u2014\u0111i\u1ec1u m\u00e0 c\u00e1c API \u0111\u01a1n gi\u1ea3n th\u01b0\u1eddng kh\u00f3 th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c.<\/li>\n\n\n\n<li><strong>\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf:<\/strong> D\u00e0nh cho c\u00e1c d\u1ef1 \u00e1n y\u00eau c\u1ea7u t\u00ednh t\u00f9y bi\u1ebfn cao, c\u1ea7n k\u1ebft h\u1ee3p nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u ri\u00eang bi\u1ec7t (RAG) ho\u1eb7c c\u00e1c h\u1ec7 th\u1ed1ng AI n\u1ed9i b\u1ed9 y\u00eau c\u1ea7u b\u1ea3o m\u1eadt d\u1eef li\u1ec7u kh\u1eaft khe.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-5.png\" alt=\"LangChain &amp; LangGraph \u2013 S\u1ef1 linh ho\u1ea1t c\u1ee7a m\u00e3 ngu\u1ed3n m\u1edf\" class=\"wp-image-121702\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-5.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-5-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>LangChain &amp; LangGraph \u2013 S\u1ef1 linh ho\u1ea1t c\u1ee7a m\u00e3 ngu\u1ed3n m\u1edf<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<p><strong>Xem th\u00eam:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/tino.vn\/blog\/langchain-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">LangChain l\u00e0 g\u00ec?<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tino.vn\/blog\/langgraph-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">LangGraph l\u00e0 g\u00ec?<\/a><\/li>\n<\/ul>\n\n\n\n<h3 id=\"Microsoft_Semantic_Kernel_\u2013_Gi\u1ea3i_ph\u00e1p_cho_h\u1ec7_sinh_th\u00e1i_Enterprise\"><a id=\"post-121696-_v3k4espxwq4h\"><\/a><strong>Microsoft Semantic Kernel \u2013 Gi\u1ea3i ph\u00e1p cho h\u1ec7 sinh th\u00e1i Enterprise<\/strong><\/h3>\n\n\n\n<p>M\u1eb7c d\u00f9 \u00edt \u0111\u01b0\u1ee3c nh\u1eafc \u0111\u1ebfn tr\u00ean c\u00e1c m\u1ea1ng x\u00e3 h\u1ed9i h\u01a1n so v\u1edbi LangChain, nh\u01b0ng <strong><a href=\"https:\/\/learn.microsoft.com\/en-us\/semantic-kernel\/overview\/\" target=\"_blank\" data-type=\"link\" data-id=\"https:\/\/learn.microsoft.com\/en-us\/semantic-kernel\/overview\/\" rel=\"noreferrer noopener nofollow\">Semantic Kernel<\/a><\/strong> l\u1ea1i l\u00e0 &#8220;ng\u00f4i sao&#8221; trong m\u00f4i tr\u01b0\u1eddng doanh nghi\u1ec7p l\u1edbn, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c c\u00f4ng ty \u0111ang s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng .NET v\u00e0 Azure.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u00ednh n\u0103ng n\u1ed5i b\u1eadt:<\/strong> SDK n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u00edch h\u1ee3p m\u01b0\u1ee3t m\u00e0 v\u1edbi c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh nh\u01b0 C#, Python v\u00e0 Java. Semantic Kernel gi\u00fap k\u1ebft n\u1ed1i c\u00e1c m\u00f4 h\u00ecnh AI v\u1edbi m\u00e3 ngu\u1ed3n \u1ee9ng d\u1ee5ng hi\u1ec7n c\u00f3 m\u1ed9t c\u00e1ch ch\u1eb7t ch\u1ebd, \u0111\u1ea3m b\u1ea3o t\u00ednh \u1ed5n \u0111\u1ecbnh v\u00e0 hi\u1ec7u su\u1ea5t cao cho c\u00e1c h\u1ec7 th\u1ed1ng quy m\u00f4 l\u1edbn.<\/li>\n\n\n\n<li><strong>\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf:<\/strong> \u0110\u00e2y l\u00e0 m\u1ea3nh gh\u00e9p ho\u00e0n h\u1ea3o \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c &#8220;Copilot&#8221; n\u1ed9i b\u1ed9 chuy\u00ean bi\u1ec7t cho doanh nghi\u1ec7p. SDK n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u00edch h\u1ee3p tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0o h\u1ec7 th\u1ed1ng ERP, CRM ho\u1eb7c c\u00e1c quy tr\u00ecnh x\u1eed l\u00fd t\u00e0i li\u1ec7u t\u1ef1 \u0111\u1ed9ng trong m\u00f4i tr\u01b0\u1eddng v\u0103n ph\u00f2ng.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"So_s\u00e1nh_v\u00e0_ti\u00eau_ch\u00ed_l\u1ef1a_ch\u1ecdn_AgentKit_ph\u00f9_h\u1ee3p\"><a id=\"post-121696-_p5atzpwb1w39\"><\/a>So s\u00e1nh v\u00e0 ti\u00eau ch\u00ed l\u1ef1a ch\u1ecdn AgentKit ph\u00f9 h\u1ee3p<\/h2>\n\n\n\n<p>\u0110\u1ec3 gi\u00fap b\u1ea1n c\u00f3 c\u00e1i nh\u00ecn t\u1ed5ng quan v\u00e0 ch\u00ednh x\u00e1c nh\u1ea5t, d\u01b0\u1edbi \u0111\u00e2y l\u00e0 b\u1ea3ng \u0111\u1ed1i chi\u1ebfu gi\u1eefa ba \u0111\u1ea1i di\u1ec7n ti\u00eau bi\u1ec3u nh\u1ea5t hi\u1ec7n nay:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>Ti\u00eau ch\u00ed<\/strong><\/td><td><strong>Coinbase AgentKit<\/strong><\/td><td><strong>OpenAI AgentKit<\/strong><\/td><td><strong>LangChain \/ LangGraph<\/strong><\/td><th><strong>Microsoft Semantic Kernel<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>L\u0129nh v\u1ef1c t\u1ed1i \u01b0u<\/strong><\/td><td><strong>Web3 &amp; Blockchain<\/strong> (Giao d\u1ecbch on-chain, qu\u1ea3n l\u00fd v\u00ed, NFT)<\/td><td><strong>General AI &amp; Business<\/strong> (CSKH, x\u1eed l\u00fd d\u1eef li\u1ec7u, automation)<\/td><td><strong>Deep Tech &amp; RAG<\/strong> (\u1ee8ng d\u1ee5ng ph\u1ee9c t\u1ea1p, t\u00f9y bi\u1ebfn s\u00e2u)<\/td><td><strong>Enterprise &amp; .NET Ecosystem<\/strong> (T\u00edch h\u1ee3p s\u00e2u v\u00e0o quy tr\u00ecnh doanh nghi\u1ec7p, Office 365)<\/td><\/tr><tr><td><strong>M\u1ee9c \u0111\u1ed9 t\u00f9y bi\u1ebfn<\/strong><\/td><td>Trung b\u00ecnh &#8211; T\u1eadp trung s\u00e2u v\u00e0o c\u00e1c t\u00e1c v\u1ee5 t\u00e0i ch\u00ednh.<\/td><td>Kh\u00e1 &#8211; D\u1ec5 d\u00e0ng m\u1edf r\u1ed9ng qua API v\u00e0 Function Calling.<\/td><td>R\u1ea5t cao &#8211; Ki\u1ec3m so\u00e1t to\u00e0n b\u1ed9 lu\u1ed3ng d\u1eef li\u1ec7u v\u00e0 logic.<\/td><td><strong>Cao<\/strong> &#8211; Ti\u1ebfp c\u1eadn theo h\u01b0\u1edbng &#8220;Code-first&#8221;, cho ph\u00e9p ki\u1ec3m so\u00e1t ch\u1eb7t ch\u1ebd logic b\u1eb1ng m\u00e3 ngu\u1ed3n C#, Python ho\u1eb7c Java.<\/td><\/tr><tr><td><strong>Y\u00eau c\u1ea7u k\u1ef9 thu\u1eadt<\/strong><\/td><td>C\u1ea7n ki\u1ebfn th\u1ee9c v\u1ec1 Solidity, Smart Contract v\u00e0 v\u00ed \u0111i\u1ec7n t\u1eed.<\/td><td>C\u1ea7n ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 RESTful API v\u00e0 Prompt Engineering.<\/td><td>Y\u00eau c\u1ea7u k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh Python\/JavaScript v\u1eefng ch\u1eafc.<\/td><td>C\u1ea7n am hi\u1ec3u h\u1ec7 sinh th\u00e1i Azure v\u00e0 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh h\u01b0\u1edbng \u0111\u1ed1i t\u01b0\u1ee3ng (OOP).<\/td><\/tr><tr><td><strong>M\u00f4 h\u00ecnh h\u1ed7 tr\u1ee3<\/strong><\/td><td>T\u1ed1i \u01b0u cho c\u00e1c LLM c\u00f3 kh\u1ea3 n\u0103ng suy lu\u1eadn logic cao (nh\u01b0 GPT-4o).<\/td><td>G\u1eafn li\u1ec1n ch\u1eb7t ch\u1ebd v\u1edbi h\u1ec7 sinh th\u00e1i m\u00f4 h\u00ecnh c\u1ee7a OpenAI.<\/td><td>\u0110a d\u1ea1ng (OpenAI, Claude, Llama, DeepSeek&#8230;).<\/td><td>Linh ho\u1ea1t (Azure OpenAI, Hugging Face, Google Gemini\u2026) nh\u01b0ng ho\u1ea1t \u0111\u1ed9ng m\u01b0\u1ee3t m\u00e0 nh\u1ea5t tr\u00ean h\u1ea1 t\u1ea7ng Azure.<\/td><\/tr><tr><td><strong>Chi ph\u00ed v\u1eadn h\u00e0nh<\/strong><\/td><td>Ph\u1ee5 thu\u1ed9c v\u00e0o ph\u00ed giao d\u1ecbch m\u1ea1ng l\u01b0\u1edbi (Gas fee) v\u00e0 API token.<\/td><td>T\u00ednh theo l\u01b0\u1ee3ng token s\u1eed d\u1ee5ng (Input\/Output).<\/td><td>Mi\u1ec5n ph\u00ed ph\u1ea7n m\u1ec1m (Open Source), ch\u1ec9 t\u1ed1n ph\u00ed h\u1ea1 t\u1ea7ng\/API model.<\/td><td>T\u00ednh theo m\u1ee9c ti\u00eau th\u1ee5 t\u00e0i nguy\u00ean \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (Cloud computing) tr\u00ean Azure v\u00e0 ph\u00ed API.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"Ti\u00eau_ch\u00ed_quy\u1ebft_\u0111\u1ecbnh_ch\u1ecdn_gi\u1ea3i_ph\u00e1p_ph\u00f9_h\u1ee3p\"><a id=\"post-121696-_qutvftdzbjag\"><\/a>Ti\u00eau ch\u00ed quy\u1ebft \u0111\u1ecbnh ch\u1ecdn gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p<\/h3>\n\n\n\n<p>Kh\u00f4ng c\u00f3 m\u1ed9t &#8220;AgentKit t\u1ed1t nh\u1ea5t&#8221; cho m\u1ecdi tr\u01b0\u1eddng h\u1ee3p, ch\u1ec9 c\u00f3 s\u1ef1 l\u1ef1a ch\u1ecdn ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi b\u00e0i to\u00e1n c\u1ee5 th\u1ec3. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 3 k\u1ecbch b\u1ea3n ph\u1ed5 bi\u1ebfn gi\u00fap l\u1eadp tr\u00ecnh vi\u00ean \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh:<\/p>\n\n\n\n<h4 id=\"K\u1ecbch_b\u1ea3n_A:_D\u1ef1_\u00e1n_y\u00eau_c\u1ea7u_t\u01b0\u01a1ng_t\u00e1c_v\u1edbi_t\u00e0i_s\u1ea3n_s\u1ed1_(Crypto\/NFT)\"><a id=\"post-121696-_jkulj2eayui9\"><\/a><strong>K\u1ecbch b\u1ea3n A: D\u1ef1 \u00e1n y\u00eau c\u1ea7u t\u01b0\u01a1ng t\u00e1c v\u1edbi t\u00e0i s\u1ea3n s\u1ed1 (Crypto\/NFT)<\/strong><\/h4>\n\n\n\n<p><\/p>\n\n\n\n<p>N\u1ebfu \u1ee9ng d\u1ee5ng c\u1ea7n th\u1ef1c hi\u1ec7n c\u00e1c h\u00e0nh \u0111\u1ed9ng nh\u01b0: ki\u1ec3m tra s\u1ed1 d\u01b0 v\u00ed, chuy\u1ec3n ti\u1ec1n t\u1ef1 \u0111\u1ed9ng, ho\u1eb7c t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00e1c giao th\u1ee9c DeFi (T\u00e0i ch\u00ednh phi t\u1eadp trung), <strong>Coinbase AgentKit<\/strong> l\u00e0 s\u1ef1 l\u1ef1a ch\u1ecdn b\u1eaft bu\u1ed9c. C\u00e1c gi\u1ea3i ph\u00e1p kh\u00e1c th\u01b0\u1eddng g\u1eb7p kh\u00f3 kh\u0103n r\u1ea5t l\u1edbn trong vi\u1ec7c b\u1ea3o m\u1eadt kh\u00f3a ri\u00eang t\u01b0 (Private Key) v\u00e0 k\u00fd giao d\u1ecbch, trong khi Coinbase Developer Platform \u0111\u00e3 gi\u1ea3i quy\u1ebft tr\u1ecdn v\u1eb9n v\u1ea5n \u0111\u1ec1 b\u1ea3o m\u1eadt n\u00e0y.<\/p>\n\n\n\n<h4 id=\"K\u1ecbch_b\u1ea3n_B:_C\u1ea7n_tri\u1ec3n_khai_nhanh_cho_doanh_nghi\u1ec7p\"><a id=\"post-121696-_jrppgykc6hob\"><\/a><strong>K\u1ecbch b\u1ea3n B: C\u1ea7n tri\u1ec3n khai nhanh cho doanh nghi\u1ec7p<\/strong><\/h4>\n\n\n\n<p><\/p>\n\n\n\n<p>Khi m\u1ee5c ti\u00eau l\u00e0 x\u00e2y d\u1ef1ng nhanh m\u1ed9t tr\u1ee3 l\u00fd \u1ea3o th\u00f4ng minh \u0111\u1ec3 h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng, ph\u00e2n t\u00edch b\u00e1o c\u00e1o t\u00e0i ch\u00ednh hay t\u00f3m t\u1eaft v\u0103n b\u1ea3n, <strong>OpenAI AgentKit<\/strong> s\u1ebd mang l\u1ea1i hi\u1ec7u qu\u1ea3 cao nh\u1ea5t. H\u1ec7 sinh th\u00e1i n\u00e0y cung c\u1ea5p s\u1eb5n c\u00e1c c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd nh\u01b0 Code Interpreter v\u00e0 Retrieval, gi\u00fap gi\u1ea3m thi\u1ec3u t\u1ed1i \u0111a th\u1eddi gian vi\u1ebft m\u00e3 l\u1ec7nh x\u1eed l\u00fd backend. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 ra m\u1eaft s\u1ea3n ph\u1ea9m ch\u1ec9 trong v\u00e0i ng\u00e0y thay v\u00ec v\u00e0i tu\u1ea7n.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-6.png\" alt=\"Ti\u00eau ch\u00ed quy\u1ebft \u0111\u1ecbnh ch\u1ecdn gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p\" class=\"wp-image-121703\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-6.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-6-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>Ti\u00eau ch\u00ed quy\u1ebft \u0111\u1ecbnh ch\u1ecdn gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h4 id=\"K\u1ecbch_b\u1ea3n_C:_C\u1ea7n_s\u1ef1_ki\u1ec3m_so\u00e1t_ho\u00e0n_to\u00e0n_v\u00e0_b\u1ea3o_m\u1eadt_d\u1eef_li\u1ec7u_ri\u00eang_t\u01b0\"><a id=\"post-121696-_j71r5seaw0lb\"><\/a><strong>K\u1ecbch b\u1ea3n C: C\u1ea7n s\u1ef1 ki\u1ec3m so\u00e1t ho\u00e0n to\u00e0n v\u00e0 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u ri\u00eang t\u01b0<\/strong><\/h4>\n\n\n\n<p><\/p>\n\n\n\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c d\u1ef1 \u00e1n y\u00eau c\u1ea7u ch\u1ea1y m\u00f4 h\u00ecnh AI tr\u00ean m\u00e1y ch\u1ee7 ri\u00eang (On-premise) \u0111\u1ec3 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng, ho\u1eb7c mu\u1ed1n k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh c\u1ee7a nhi\u1ec1u m\u00f4 h\u00ecnh kh\u00e1c nhau, <strong>LangChain &amp; LangGraph<\/strong> l\u00e0 \u1ee9ng c\u1eed vi\u00ean s\u00e1ng gi\u00e1 nh\u1ea5t. Framework n\u00e0y cho ph\u00e9p can thi\u1ec7p s\u00e2u v\u00e0o t\u1eebng b\u01b0\u1edbc x\u1eed l\u00fd c\u1ee7a Agent, \u0111\u1ea3m b\u1ea3o h\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng ch\u00ednh x\u00e1c theo \u00fd \u0111\u1ed3 c\u1ee7a l\u1eadp tr\u00ecnh vi\u00ean m\u00e0 kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0o m\u1ed9t nh\u00e0 cung c\u1ea5p th\u1ee9 ba n\u00e0o.<\/p>\n\n\n\n<h4 id=\"K\u1ecbch_b\u1ea3n_D:_Doanh_nghi\u1ec7p_c\u1ea7n_b\u1ea3o_m\u1eadt_v\u00e0_\u0111\u1ed3ng_b\u1ed9_h\u1ea1_t\u1ea7ng_(Enterprise_Grade)\"><a id=\"post-121696-_xkt93i9y3lk9\"><\/a><strong>K\u1ecbch b\u1ea3n D: Doanh nghi\u1ec7p c\u1ea7n b\u1ea3o m\u1eadt v\u00e0 \u0111\u1ed3ng b\u1ed9 h\u1ea1 t\u1ea7ng (Enterprise Grade)<\/strong><\/h4>\n\n\n\n<p><\/p>\n\n\n\n<p>N\u1ebfu t\u1ed5 ch\u1ee9c \u0111ang v\u1eadn h\u00e0nh tr\u00ean n\u1ec1n t\u1ea3ng c\u1ee7a Microsoft (nh\u01b0 Azure, .NET, Office 365) v\u00e0 y\u00eau c\u1ea7u ti\u00eau chu\u1ea9n b\u1ea3o m\u1eadt kh\u1eaft khe, <strong>Microsoft Semantic Kernel<\/strong> l\u00e0 m\u1ea3nh gh\u00e9p ph\u00f9 h\u1ee3p nh\u1ea5t. SDK n\u00e0y kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng nh\u01b0 m\u1ed9t &#8220;h\u1ed9p \u0111en&#8221; m\u00e0 \u0111\u00f3ng vai tr\u00f2 l\u00e0 c\u1ea7u n\u1ed1i minh b\u1ea1ch, gi\u00fap k\u1ebft n\u1ed1i AI v\u1edbi d\u1eef li\u1ec7u doanh nghi\u1ec7p m\u1ed9t c\u00e1ch an to\u00e0n.<\/p>\n\n\n\n<p>T\u00f3m l\u1ea1i, Semantic Kernel \u0111\u1eb7c bi\u1ec7t h\u1eefu hi\u1ec7u khi c\u1ea7n x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng Copilot n\u1ed9i b\u1ed9, n\u01a1i y\u00eau c\u1ea7u AI ph\u1ea3i tu\u00e2n th\u1ee7 nghi\u00eam ng\u1eb7t c\u00e1c quy \u0111\u1ecbnh v\u1ec1 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u v\u00e0 kh\u00f4ng l\u00e0m ph\u00e1 v\u1ee1 c\u1ea5u tr\u00fac ph\u1ea7n m\u1ec1m hi\u1ec7n c\u00f3.<\/p>\n\n\n\n<h2 id=\"H\u01b0\u1edbng_d\u1eabn_b\u1eaft_\u0111\u1ea7u:_C\u00e1c_b\u01b0\u1edbc_c\u01a1_b\u1ea3n_\u0111\u1ec3_tri\u1ec3n_khai_m\u1ed9t_AI_Agent\"><a id=\"post-121696-_dzq90vjd3mxv\"><\/a>H\u01b0\u1edbng d\u1eabn b\u1eaft \u0111\u1ea7u: C\u00e1c b\u01b0\u1edbc c\u01a1 b\u1ea3n \u0111\u1ec3 tri\u1ec3n khai m\u1ed9t AI Agent<\/h2>\n\n\n\n<h3 id=\"B\u01b0\u1edbc_1:_X\u00e1c_\u0111\u1ecbnh_vai_tr\u00f2_v\u00e0_ph\u1ea1m_vi_ho\u1ea1t_\u0111\u1ed9ng\"><a id=\"post-121696-_4al7aidbgoot\"><\/a><strong>B\u01b0\u1edbc 1: X\u00e1c \u0111\u1ecbnh vai tr\u00f2 v\u00e0 ph\u1ea1m vi ho\u1ea1t \u0111\u1ed9ng<\/strong><\/h3>\n\n\n\n<p>Tr\u01b0\u1edbc khi vi\u1ebft b\u1ea5t k\u1ef3 d\u00f2ng m\u00e3 n\u00e0o, l\u1eadp tr\u00ecnh vi\u00ean c\u1ea7n x\u00e1c \u0111\u1ecbnh r\u00f5: &#8220;Agent n\u00e0y sinh ra \u0111\u1ec3 l\u00e0m g\u00ec?&#8221;. M\u1ed9t sai l\u1ea7m ph\u1ed5 bi\u1ebfn l\u00e0 c\u1ed1 g\u1eafng t\u1ea1o ra m\u1ed9t si\u00eau AI l\u00e0m \u0111\u01b0\u1ee3c m\u1ecdi th\u1ee9. Thay v\u00e0o \u0111\u00f3, h\u00e3y gi\u1edbi h\u1ea1n ph\u1ea1m vi c\u1ee5 th\u1ec3.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>V\u00ed d\u1ee5:<\/strong> Thay v\u00ec x\u00e2y d\u1ef1ng &#8220;Tr\u1ee3 l\u00fd t\u00e0i ch\u00ednh to\u00e0n n\u0103ng&#8221;, h\u00e3y b\u1eaft \u0111\u1ea7u v\u1edbi &#8220;Agent ki\u1ec3m tra s\u1ed1 d\u01b0 v\u00ed v\u00e0 th\u1ef1c hi\u1ec7n chuy\u1ec3n ti\u1ec1n stablecoin&#8221;. Vi\u1ec7c x\u00e1c \u0111\u1ecbnh r\u00f5 m\u1ee5c ti\u00eau s\u1ebd gi\u00fap vi\u1ec7c ch\u1ecdn c\u00f4ng c\u1ee5 v\u00e0 vi\u1ebft c\u00e2u l\u1ec7nh h\u01b0\u1edbng d\u1eabn tr\u1edf n\u00ean ch\u00ednh x\u00e1c h\u01a1n.<\/li>\n<\/ul>\n\n\n\n<h3 id=\"B\u01b0\u1edbc_2:_Chu\u1ea9n_b\u1ecb_t\u00e0i_nguy\u00ean_v\u00e0_m\u00f4i_tr\u01b0\u1eddng_ph\u00e1t_tri\u1ec3n\"><a id=\"post-121696-_823keth2uy6l\"><\/a><strong>B\u01b0\u1edbc 2: Chu\u1ea9n b\u1ecb t\u00e0i nguy\u00ean v\u00e0 m\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n<\/strong><\/h3>\n\n\n\n<p>\u0110\u1ec3 Agent ho\u1ea1t \u0111\u1ed9ng, h\u1ec7 th\u1ed1ng c\u1ea7n m\u1ed9t &#8220;b\u1ed9 n\u00e3o&#8221; (M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef) v\u00e0 m\u1ed9t &#8220;b\u1ed9 khung&#8221; (AgentKit). B\u1ea1n c\u1ea7n chu\u1ea9n b\u1ecb:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>API Key:<\/strong> \u0110\u0103ng k\u00fd kh\u00f3a truy c\u1eadp t\u1eeb nh\u00e0 cung c\u1ea5p m\u00f4 h\u00ecnh (nh\u01b0 OpenAI API Key, Anthropic API Key ho\u1eb7c DeepSeek API Key).<\/li>\n\n\n\n<li><strong>M\u00f4i tr\u01b0\u1eddng l\u1eadp tr\u00ecnh:<\/strong> C\u00e0i \u0111\u1eb7t Python (phi\u00ean b\u1ea3n 3.10 tr\u1edf l\u00ean) ho\u1eb7c Node.js t\u00f9y thu\u1ed9c v\u00e0o ng\u00f4n ng\u1eef h\u1ed7 tr\u1ee3 c\u1ee7a AgentKit \u0111\u00e3 ch\u1ecdn.<\/li>\n\n\n\n<li><strong>V\u00ed \u0111i\u1ec7n t\u1eed (N\u1ebfu d\u00f9ng Coinbase AgentKit):<\/strong> C\u1ea7n thi\u1ebft l\u1eadp v\u00ed ph\u00e1t tri\u1ec3n \u0111\u1ec3 th\u1eed nghi\u1ec7m c\u00e1c giao d\u1ecbch tr\u00ean m\u1ea1ng l\u01b0\u1edbi testnet tr\u01b0\u1edbc khi ch\u1ea1y th\u1eadt.<\/li>\n<\/ul>\n\n\n\n<h3 id=\"B\u01b0\u1edbc_3:_C\u00e0i_\u0111\u1eb7t_SDK_v\u00e0_kh\u1edfi_t\u1ea1o_Agent\"><a id=\"post-121696-_a7f73wsph3eu\"><\/a><strong>B\u01b0\u1edbc 3: C\u00e0i \u0111\u1eb7t SDK v\u00e0 kh\u1edfi t\u1ea1o Agent<\/strong><\/h3>\n\n\n\n<p>S\u1eed d\u1ee5ng c\u00e1c tr\u00ecnh qu\u1ea3n l\u00fd g\u00f3i nh\u01b0 pip (cho Python) ho\u1eb7c npm (cho Node.js) \u0111\u1ec3 t\u1ea3i th\u01b0 vi\u1ec7n v\u1ec1 m\u00e1y.<\/p>\n\n\n\n<p><em>Thao t\u00e1c m\u1eabu:<\/em><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install langchain-openai (\u0110\u1ed1i v\u1edbi LangChain)<\/code><\/pre>\n\n\n\n<p>ho\u1eb7c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>npm install @coinbase\/agentkit (\u0110\u1ed1i v\u1edbi Coinbase)<\/code><\/pre>\n\n\n\n<p>Sau khi c\u00e0i \u0111\u1eb7t xong, b\u01b0\u1edbc ti\u1ebfp theo l\u00e0 kh\u1edfi t\u1ea1o \u0111\u1ed1i t\u01b0\u1ee3ng Agent trong m\u00e3 ngu\u1ed3n, truy\u1ec1n v\u00e0o c\u00e1c th\u00f4ng s\u1ed1 c\u1ea5u h\u00ecnh v\u00e0 API Key \u0111\u00e3 chu\u1ea9n b\u1ecb \u1edf <strong>B\u01b0\u1edbc 2<\/strong>.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-7.png\" alt=\"C\u00e1c b\u01b0\u1edbc c\u01a1 b\u1ea3n \u0111\u1ec3 tri\u1ec3n khai m\u1ed9t AI Agent\" class=\"wp-image-121704\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-7.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-7-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>C\u00e1c b\u01b0\u1edbc c\u01a1 b\u1ea3n \u0111\u1ec3 tri\u1ec3n khai m\u1ed9t AI Agent<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"B\u01b0\u1edbc_4:_\u0110\u1ecbnh_ngh\u0129a_&#8220;c\u00f4ng_c\u1ee5&#8221;_(Tools)_&#8211;_Linh_h\u1ed3n_c\u1ee7a_Agent\"><a id=\"post-121696-_wru7a3qnj6sd\"><\/a><strong>B\u01b0\u1edbc 4: \u0110\u1ecbnh ngh\u0129a &#8220;c\u00f4ng c\u1ee5&#8221; (Tools) &#8211; Linh h\u1ed3n c\u1ee7a Agent<\/strong><\/h3>\n\n\n\n<p>\u0110\u00e2y l\u00e0 b\u01b0\u1edbc quan tr\u1ecdng nh\u1ea5t ph\u00e2n bi\u1ec7t gi\u1eefa m\u1ed9t Chatbot th\u00f4ng th\u01b0\u1eddng v\u00e0 m\u1ed9t AgentKit. B\u1ea1n c\u1ea7n khai b\u00e1o c\u00e1c h\u00e0m ch\u1ee9c n\u0103ng m\u00e0 AI \u0111\u01b0\u1ee3c ph\u00e9p s\u1eed d\u1ee5ng.<\/p>\n\n\n\n<p><strong>C\u01a1 ch\u1ebf ho\u1ea1t \u0111\u1ed9ng:<\/strong> L\u1eadp tr\u00ecnh vi\u00ean s\u1ebd m\u00f4 t\u1ea3 cho AI bi\u1ebft: &#8220;T\u00f4i c\u00f3 m\u1ed9t c\u00f4ng c\u1ee5 t\u00ean l\u00e0 <em>get_weather<\/em>, c\u00f4ng c\u1ee5 n\u00e0y d\u00f9ng \u0111\u1ec3 l\u1ea5y th\u00f4ng tin th\u1eddi ti\u1ebft&#8221;. Khi ng\u01b0\u1eddi d\u00f9ng h\u1ecfi &#8220;Th\u1eddi ti\u1ebft H\u00e0 N\u1ed9i h\u00f4m nay th\u1ebf n\u00e0o?&#8221;, Agent s\u1ebd t\u1ef1 \u0111\u1ed9ng hi\u1ec3u v\u00e0 quy\u1ebft \u0111\u1ecbnh k\u00edch ho\u1ea1t c\u00f4ng c\u1ee5 <em>get_weather<\/em> \u0111\u1ec3 l\u1ea5y d\u1eef li\u1ec7u th\u1ef1c t\u1ebf thay v\u00ec t\u1ef1 b\u1ecba ra c\u00e2u tr\u1ea3 l\u1eddi.<\/p>\n\n\n\n<h3 id=\"B\u01b0\u1edbc_5:_Thi\u1ebft_l\u1eadp_System_Prompt_v\u00e0_ch\u1ea1y_th\u1eed_nghi\u1ec7m\"><a id=\"post-121696-_5s6yl47zntg2\"><\/a><strong>B\u01b0\u1edbc 5: Thi\u1ebft l\u1eadp System Prompt v\u00e0 ch\u1ea1y th\u1eed nghi\u1ec7m<\/strong><\/h3>\n\n\n\n<p>Cu\u1ed1i c\u00f9ng, h\u00e3y cung c\u1ea5p cho Agent m\u1ed9t &#8220;nh\u00e2n c\u00e1ch&#8221; v\u00e0 c\u00e1c quy t\u1eafc \u1ee9ng x\u1eed th\u00f4ng qua System Prompt.<\/p>\n\n\n\n<p><em>V\u00ed d\u1ee5 System Prompt:<\/em><\/p>\n\n\n\n<p>&#8220;B\u1ea1n l\u00e0 m\u1ed9t chuy\u00ean gia h\u1ed7 tr\u1ee3 k\u1ef9 thu\u1eadt. B\u1ea1n ch\u1ec9 tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi li\u00ean quan \u0111\u1ebfn ph\u1ea7n m\u1ec1m. N\u1ebfu kh\u00f4ng bi\u1ebft c\u00e2u tr\u1ea3 l\u1eddi, h\u00e3y n\u00f3i kh\u00f4ng bi\u1ebft, \u0111\u1eebng t\u1ef1 suy \u0111o\u00e1n.&#8221;<\/p>\n\n\n\n<p>Sau khi ho\u00e0n t\u1ea5t, h\u00e3y ch\u1ea1y th\u1eed nghi\u1ec7m (Test) v\u1edbi c\u00e1c t\u00ecnh hu\u1ed1ng kh\u00e1c nhau \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o Agent hi\u1ec3u \u0111\u00fang \u00fd \u0111\u1ecbnh, g\u1ecdi \u0111\u00fang c\u00f4ng c\u1ee5 v\u00e0 x\u1eed l\u00fd l\u1ed7i m\u01b0\u1ee3t m\u00e0 khi g\u1eb7p s\u1ef1 c\u1ed1.<\/p>\n\n\n\n<h3 id=\"B\u01b0\u1edbc_6:_Gi\u00e1m_s\u00e1t_v\u00e0_t\u1ed1i_\u01b0u_h\u00f3a_v\u00f2ng_l\u1eb7p\"><a id=\"post-121696-_e9isgnte9bd4\"><\/a><strong>B\u01b0\u1edbc 6: Gi\u00e1m s\u00e1t v\u00e0 t\u1ed1i \u01b0u h\u00f3a v\u00f2ng l\u1eb7p<\/strong><\/h3>\n\n\n\n<p>Vi\u1ec7c \u0111\u01b0a \u1ee9ng d\u1ee5ng v\u00e0o ho\u1ea1t \u0111\u1ed9ng ch\u01b0a ph\u1ea3i l\u00e0 \u0111\u00edch \u0111\u1ebfn cu\u1ed1i c\u00f9ng. M\u1ed9t h\u1ec7 th\u1ed1ng AI t\u1ef1 ch\u1ee7 c\u0169ng gi\u1ed1ng nh\u01b0 m\u1ed9t nh\u00e2n s\u1ef1 m\u1edbi, c\u1ea7n \u0111\u01b0\u1ee3c theo d\u00f5i v\u00e0 &#8220;\u0111\u00e0o t\u1ea1o&#8221; li\u00ean t\u1ee5c \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 h\u01a1n theo th\u1eddi gian.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Theo d\u00f5i nh\u1eadt k\u00fd ho\u1ea1t \u0111\u1ed9ng (Logs) \u0111\u1ec3 ph\u00e1t hi\u1ec7n l\u1ed7i:<\/strong> Trong giai \u0111o\u1ea1n \u0111\u1ea7u v\u1eadn h\u00e0nh, Agent c\u00f3 th\u1ec3 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh sai l\u1ec7ch ho\u1eb7c g\u1ecdi c\u00f4ng c\u1ee5 kh\u00f4ng ch\u00ednh x\u00e1c (hallucination). \u0110\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt c\u1ea7n thi\u1ebft l\u1eadp c\u01a1 ch\u1ebf ghi l\u1ea1i to\u00e0n b\u1ed9 ti\u1ebfn tr\u00ecnh suy lu\u1eadn c\u1ee7a AI. Vi\u1ec7c ph\u00e2n t\u00edch k\u1ef9 l\u01b0\u1ee1ng chu\u1ed7i suy ngh\u0129 n\u00e0y gi\u00fap l\u1eadp tr\u00ecnh vi\u00ean nhanh ch\u00f3ng t\u00ecm ra &#8220;\u0111i\u1ec3m g\u00e3y&#8221; trong logic v\u00e0 kh\u1eafc ph\u1ee5c s\u1ef1 c\u1ed1 k\u1ecbp th\u1eddi.<\/li>\n\n\n\n<li><strong>Thu th\u1eadp ph\u1ea3n h\u1ed3i t\u1eeb ng\u01b0\u1eddi d\u00f9ng:<\/strong> Kh\u00f4ng c\u00f3 m\u00f4i tr\u01b0\u1eddng ki\u1ec3m th\u1eed n\u00e0o ho\u00e0n h\u1ea3o b\u1eb1ng th\u1ef1c t\u1ebf. Ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i th\u01b0\u1eddng \u0111\u01b0a ra nh\u1eefng y\u00eau c\u1ea7u ho\u1eb7c t\u00ecnh hu\u1ed1ng o\u00e1i o\u0103m m\u00e0 \u0111\u1ed9i ng\u0169 ph\u00e1t tri\u1ec3n ch\u01b0a l\u01b0\u1eddng tr\u01b0\u1edbc \u0111\u01b0\u1ee3c. Nh\u1eefng d\u1eef li\u1ec7u ph\u1ea3n h\u1ed3i n\u00e0y ch\u00ednh l\u00e0 th\u01b0\u1edbc \u0111o ch\u00ednh x\u00e1c nh\u1ea5t v\u1ec1 \u0111\u1ed9 tin c\u1eady v\u00e0 s\u1ef1 h\u1eefu \u00edch c\u1ee7a gi\u1ea3i ph\u00e1p.<\/li>\n\n\n\n<li><strong>C\u1ea3i thi\u1ec7n System Prompt d\u1ef1a tr\u00ean th\u1ef1c t\u1ebf:<\/strong> D\u1ef1a tr\u00ean c\u00e1c tr\u01b0\u1eddng h\u1ee3p x\u1eed l\u00fd ch\u01b0a t\u1ed1t \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n qua log v\u00e0 feedback, b\u1ea1n c\u1ea7n quay l\u1ea1i tinh ch\u1ec9nh c\u00e2u l\u1ec7nh h\u1ec7 th\u1ed1ng. Vi\u1ec7c th\u00eam v\u00e0o c\u00e1c ch\u1ec9 d\u1eabn r\u00f5 r\u00e0ng h\u01a1n, ho\u1eb7c b\u1ed5 sung c\u00e1c v\u00ed d\u1ee5 c\u1ee5 th\u1ec3 v\u00e0o ng\u1eef c\u1ea3nh s\u1ebd gi\u00fap AI &#8220;r\u00fat kinh nghi\u1ec7m&#8221; v\u00e0 x\u1eed l\u00fd c\u00e1c t\u00ecnh hu\u1ed1ng t\u01b0\u01a1ng t\u1ef1 m\u01b0\u1ee3t m\u00e0 h\u01a1n trong t\u01b0\u01a1ng lai.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"T\u01b0\u01a1ng_lai_c\u1ee7a_AgentKit_v\u00e0_xu_h\u01b0\u1edbng_c\u00f4ng_ngh\u1ec7_2026\"><a id=\"post-121696-_wpmi8pf8ly2r\"><\/a>T\u01b0\u01a1ng lai c\u1ee7a AgentKit v\u00e0 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 2026<\/h2>\n\n\n\n<p>N\u1ebfu n\u0103m 2026 \u0111\u01b0\u1ee3c coi l\u00e0 n\u0103m &#8220;b\u00f9ng n\u1ed5&#8221; v\u1ec1 s\u1ed1 l\u01b0\u1ee3ng c\u00e1c \u1ee9ng d\u1ee5ng Agent, th\u00ec n\u0103m 2026 d\u1ef1 ki\u1ebfn s\u1ebd l\u00e0 k\u1ef7 nguy\u00ean c\u1ee7a s\u1ef1 &#8220;k\u1ebft n\u1ed1i&#8221; v\u00e0 &#8220;chi\u1ec1u s\u00e2u&#8221;. C\u00f4ng ngh\u1ec7 AgentKit \u0111ang tho\u00e1t kh\u1ecfi l\u1edbp v\u1ecf c\u1ee7a nh\u1eefng c\u00f4ng c\u1ee5 th\u1eed nghi\u1ec7m \u0111\u01a1n l\u1ebb \u0111\u1ec3 tr\u1edf th\u00e0nh x\u01b0\u01a1ng s\u1ed1ng c\u1ee7a h\u1ec7 sinh th\u00e1i ph\u1ea7n m\u1ec1m to\u00e0n c\u1ea7u.<\/p>\n\n\n\n<p>D\u01b0\u1edbi \u0111\u00e2y l\u00e0 3 xu h\u01b0\u1edbng ch\u1ee7 \u0111\u1ea1o s\u1ebd \u0111\u1ecbnh h\u00ecnh l\u1ea1i c\u00e1ch l\u1eadp tr\u00ecnh vi\u00ean v\u00e0 doanh nghi\u1ec7p ti\u1ebfp c\u1eadn l\u0129nh v\u1ef1c n\u00e0y trong th\u1eddi gian t\u1edbi.<\/p>\n\n\n\n<h3 id=\"#1._S\u1ef1_tr\u1ed7i_d\u1eady_c\u1ee7a_h\u1ec7_th\u1ed1ng_\u0111a_t\u00e1c_nh\u00e2n_(Multi-Agent_Systems)\"><a id=\"post-121696-_a9ejdl11f9gw\"><\/a><strong>#1. S\u1ef1 tr\u1ed7i d\u1eady c\u1ee7a h\u1ec7 th\u1ed1ng \u0111a t\u00e1c nh\u00e2n (Multi-Agent Systems)<\/strong><\/h3>\n\n\n\n<p>Thay v\u00ec c\u1ed1 g\u1eafng x\u00e2y d\u1ef1ng m\u1ed9t si\u00eau AI c\u00f3 kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft m\u1ecdi v\u1ea5n \u0111\u1ec1, xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m \u0111ang chuy\u1ec3n d\u1ecbch sang m\u00f4 h\u00ecnh &#8220;bi\u1ec7t \u0111\u1ed9i chuy\u00ean m\u00f4n h\u00f3a&#8221;. Trong t\u01b0\u01a1ng lai g\u1ea7n, m\u1ed9t quy tr\u00ecnh l\u00e0m vi\u1ec7c ph\u1ee9c t\u1ea1p s\u1ebd kh\u00f4ng do m\u1ed9t Agent duy nh\u1ea5t \u0111\u1ea3m nhi\u1ec7m, m\u00e0 \u0111\u01b0\u1ee3c chia nh\u1ecf v\u00e0 x\u1eed l\u00fd b\u1edfi nhi\u1ec1u Agent kh\u00e1c nhau c\u00f9ng ph\u1ed1i h\u1ee3p.<\/p>\n\n\n\n<p>V\u00ed d\u1ee5, trong m\u1ed9t d\u1ef1 \u00e1n ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m t\u1ef1 \u0111\u1ed9ng, s\u1ebd c\u00f3 m\u1ed9t Agent chuy\u00ean vi\u1ebft m\u00e3, m\u1ed9t Agent chuy\u00ean ki\u1ec3m th\u1eed v\u00e0 m\u1ed9t Agent qu\u1ea3n l\u00fd d\u1ef1 \u00e1n. C\u00e1c th\u1ef1c th\u1ec3 n\u00e0y s\u1ebd giao ti\u1ebfp, ph\u1ea3n bi\u1ec7n v\u00e0 s\u1eeda l\u1ed7i cho nhau \u0111\u1ec3 t\u1ea1o ra k\u1ebft qu\u1ea3 cu\u1ed1i c\u00f9ng ho\u00e0n h\u1ea3o nh\u1ea5t.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-8.png\" alt=\"T\u01b0\u01a1ng lai c\u1ee7a AgentKit v\u00e0 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 2026\" class=\"wp-image-121705\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-8.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/12\/agentkit-la-gi-8-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>T\u01b0\u01a1ng lai c\u1ee7a AgentKit v\u00e0 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 2026<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"#2._Ti\u00eau_chu\u1ea9n_h\u00f3a_giao_th\u1ee9c_k\u1ebft_n\u1ed1i_\"><a id=\"post-121696-_36d8geh1bz7c\"><\/a><strong>#2. Ti\u00eau chu\u1ea9n h\u00f3a giao th\u1ee9c k\u1ebft n\u1ed1i <\/strong><\/h3>\n\n\n\n<p>Hi\u1ec7n t\u1ea1i, m\u1ed9t Agent \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean OpenAI r\u1ea5t kh\u00f3 giao ti\u1ebfp v\u1edbi m\u1ed9t Agent ch\u1ea1y tr\u00ean n\u1ec1n t\u1ea3ng c\u1ee7a Google hay Anthropic. R\u00e0o c\u1ea3n n\u00e0y \u0111ang d\u1ea7n \u0111\u01b0\u1ee3c x\u00f3a b\u1ecf nh\u1edd s\u1ef1 ra \u0111\u1eddi c\u1ee7a c\u00e1c giao th\u1ee9c chu\u1ea9n chung (t\u01b0\u01a1ng t\u1ef1 nh\u01b0 c\u00e1ch giao th\u1ee9c HTTP k\u1ebft n\u1ed1i to\u00e0n b\u1ed9 Internet).<\/p>\n\n\n\n<p>Trong t\u01b0\u01a1ng lai, ch\u00fang ta c\u00f3 th\u1ec3 k\u1ef3 v\u1ecdng s\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a c\u00e1c chu\u1ea9n k\u1ebft n\u1ed1i nh\u01b0 MCP (Model Context Protocol). C\u00f4ng ngh\u1ec7 n\u00e0y cho ph\u00e9p c\u00e1c AgentKit kh\u00e1c nhau c\u00f3 th\u1ec3 chia s\u1ebb ng\u1eef c\u1ea3nh v\u00e0 d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch an to\u00e0n. \u0110i\u1ec1u \u0111\u00f3 m\u1edf ra vi\u1ec5n c\u1ea3nh n\u01a1i tr\u1ee3 l\u00fd \u1ea3o c\u00e1 nh\u00e2n c\u1ee7a ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng li\u00ean h\u1ec7 v\u1edbi tr\u1ee3 l\u00fd \u1ea3o c\u1ee7a doanh nghi\u1ec7p \u0111\u1ec3 \u0111\u1eb7t v\u00e9 m\u00e1y bay ho\u1eb7c th\u01b0\u01a1ng l\u01b0\u1ee3ng gi\u00e1 c\u1ea3 m\u00e0 kh\u00f4ng g\u1eb7p tr\u1edf ng\u1ea1i v\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt.<\/p>\n\n\n\n<h3 id=\"#3._Agentic_AI_ch\u1ea1y_tr\u1ef1c_ti\u1ebfp_tr\u00ean_thi\u1ebft_b\u1ecb_\"><a id=\"post-121696-_5152qm6ohtdm\"><\/a><strong>#3. Agentic AI ch\u1ea1y tr\u1ef1c ti\u1ebfp tr\u00ean thi\u1ebft b\u1ecb <\/strong><\/h3>\n\n\n\n<p>V\u1ea5n \u0111\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 \u0111\u1ed9 tr\u1ec5 m\u1ea1ng lu\u00f4n l\u00e0 b\u00e0i to\u00e1n kh\u00f3 \u0111\u1ed1i v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u00e1m m\u00e2y. Do \u0111\u00f3, xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 \u0111ang d\u1ea7n d\u1ecbch chuy\u1ec3n s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n v\u1ec1 ph\u00eda thi\u1ebft b\u1ecb ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n<p>C\u00e1c d\u00f2ng chip x\u1eed l\u00fd m\u1edbi tr\u00ean m\u00e1y t\u00ednh x\u00e1ch tay v\u00e0 \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh \u0111ang ng\u00e0y c\u00e0ng m\u1ea1nh m\u1ebd h\u01a1n, cho ph\u00e9p v\u1eadn h\u00e0nh c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef nh\u1ecf (SLM) ngay tr\u00ean m\u00e1y. AgentKit trong t\u01b0\u01a1ng lai s\u1ebd h\u1ed7 tr\u1ee3 t\u1ed1i \u0111a cho vi\u1ec7c tri\u1ec3n khai m\u00f4 h\u00ecnh &#8220;Hybrid&#8221; \u2013 k\u1ebft h\u1ee3p gi\u1eefa \u0111\u00e1m m\u00e2y v\u00e0 thi\u1ebft b\u1ecb c\u00e1 nh\u00e2n. Nh\u1edd \u0111\u00f3, tr\u1ee3 l\u00fd \u1ea3o c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c t\u00e1c v\u1ee5 nh\u1ea1y c\u1ea3m (nh\u01b0 \u0111\u1ecdc email, ph\u00e2n t\u00edch t\u00e0i ch\u00ednh c\u00e1 nh\u00e2n) ngay tr\u00ean thi\u1ebft b\u1ecb m\u00e0 kh\u00f4ng c\u1ea7n g\u1eedi d\u1eef li\u1ec7u ra b\u00ean ngo\u00e0i, \u0111\u1ea3m b\u1ea3o an to\u00e0n tuy\u1ec7t \u0111\u1ed1i cho ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n<h3 id=\"K\u1ebft_lu\u1eadn\"><a id=\"post-121696-_ur5owm2vntzb\"><\/a><strong>K\u1ebft lu\u1eadn<\/strong><\/h3>\n\n\n\n<p>T\u1ed5ng k\u1ebft l\u1ea1i, AgentKit kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vai tr\u00f2 m\u1ed9t c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 l\u1eadp tr\u00ecnh, m\u00e0 gi\u1ea3i ph\u00e1p n\u00e0y \u0111ang tr\u1edf th\u00e0nh n\u1ec1n m\u00f3ng c\u1ed1t l\u00f5i cho th\u1ebf h\u1ec7 \u1ee9ng d\u1ee5ng th\u00f4ng minh ti\u1ebfp theo. D\u00f9 m\u1ee5c ti\u00eau c\u1ee7a b\u1ea1n l\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t tr\u1ee3 l\u00fd \u1ea3o ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng v\u1edbi OpenAI AgentKit hay m\u1ed9t bot giao d\u1ecbch t\u1ef1 \u0111\u1ed9ng tr\u00ean blockchain v\u1edbi Coinbase AgentKit, vi\u1ec7c n\u1eafm v\u1eefng c\u00f4ng ngh\u1ec7 n\u00e0y ngay t\u1eeb b\u00e2y gi\u1edd s\u1ebd mang l\u1ea1i l\u1ee3i th\u1ebf c\u1ea1nh tranh r\u1ea5t l\u1edbn.<\/p>\n\n\n\n<p>Hy v\u1ecdng nh\u1eefng ph\u00e2n t\u00edch tr\u00ean \u0111\u00e3 gi\u00fap b\u1ea1n \u0111\u1ecdc c\u00f3 c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n v\u00e0 ch\u1ecdn \u0111\u01b0\u1ee3c n\u1ec1n t\u1ea3ng ph\u00f9 h\u1ee3p. H\u00e3y b\u1eaft tay v\u00e0o x\u00e2y d\u1ef1ng AI Agent \u0111\u1ea7u ti\u00ean ngay h\u00f4m nay \u0111\u1ec3 kh\u00f4ng b\u1ecf l\u1ee1 l\u00e0n s\u00f3ng c\u00f4ng ngh\u1ec7 \u0111\u1ea7y ti\u1ec1m n\u0103ng n\u00e0y.<\/p>\n\n\n\n<h2 id=\"Nh\u1eefng_c\u00e2u_h\u1ecfi_th\u01b0\u1eddng_g\u1eb7p\"><a id=\"post-121696-_8awq80k3509q\"><\/a>Nh\u1eefng c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h2>\n\n\n\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"AgentKit_kh\u00e1c_bi\u1ec7t_g\u00ec_so_v\u1edbi_c\u00e1c_Chatbot_AI_truy\u1ec1n_th\u1ed1ng?_\">AgentKit kh\u00e1c bi\u1ec7t g\u00ec so v\u1edbi c\u00e1c Chatbot AI truy\u1ec1n th\u1ed1ng? <\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p>Chatbot truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vi\u1ec7c cung c\u1ea5p th\u00f4ng tin ho\u1eb7c tr\u00f2 chuy\u1ec7n th\u1ee5 \u0111\u1ed9ng d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u00e3 h\u1ecdc. Ng\u01b0\u1ee3c l\u1ea1i, AgentKit trao cho AI kh\u1ea3 n\u0103ng &#8220;h\u00e0nh \u0111\u1ed9ng&#8221;. M\u1ed9t Agent kh\u00f4ng ch\u1ec9 tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi m\u00e0 c\u00f2n c\u00f3 th\u1ec3 tr\u1ef1c ti\u1ebfp th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5 nh\u01b0: g\u1eedi email, \u0111\u1eb7t l\u1ecbch h\u1eb9n, truy xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb API ho\u1eb7c th\u1ef1c hi\u1ec7n giao d\u1ecbch t\u00e0i ch\u00ednh thay cho con ng\u01b0\u1eddi.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"T\u00f4i_c\u00f3_c\u1ea7n_ki\u1ebfn_th\u1ee9c_l\u1eadp_tr\u00ecnh_chuy\u00ean_s\u00e2u_\u0111\u1ec3_s\u1eed_d\u1ee5ng_AgentKit_kh\u00f4ng?_\">T\u00f4i c\u00f3 c\u1ea7n ki\u1ebfn th\u1ee9c l\u1eadp tr\u00ecnh chuy\u00ean s\u00e2u \u0111\u1ec3 s\u1eed d\u1ee5ng AgentKit kh\u00f4ng? <\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p>\u0110i\u1ec1u n\u00e0y ph\u1ee5 thu\u1ed9c v\u00e0o n\u1ec1n t\u1ea3ng b\u1ea1n l\u1ef1a ch\u1ecdn. V\u1edbi LangChain hay Coinbase AgentKit, ng\u01b0\u1eddi d\u00f9ng c\u1ea7n c\u00f3 ki\u1ebfn th\u1ee9c v\u1eefng ch\u1eafc v\u1ec1 Python ho\u1eb7c JavaScript. Tuy nhi\u00ean, OpenAI AgentKit \u0111ang ph\u00e1t tri\u1ec3n c\u00e1c giao di\u1ec7n tr\u1ef1c quan (Visual Builder), cho ph\u00e9p nh\u1eefng ng\u01b0\u1eddi \u00edt kinh nghi\u1ec7m v\u1ec1 code v\u1eabn c\u00f3 th\u1ec3 l\u1eafp gh\u00e9p v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c lu\u1ed3ng t\u00e1c v\u1ee5 \u0111\u01a1n gi\u1ea3n.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"Chi_ph\u00ed_\u0111\u1ec3_v\u1eadn_h\u00e0nh_m\u1ed9t_h\u1ec7_th\u1ed1ng_AI_Agent_l\u00e0_bao_nhi\u00eau?\">Chi ph\u00ed \u0111\u1ec3 v\u1eadn h\u00e0nh m\u1ed9t h\u1ec7 th\u1ed1ng AI Agent l\u00e0 bao nhi\u00eau?<\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p>Chi ph\u00ed v\u1eadn h\u00e0nh ch\u1ee7 y\u1ebfu \u0111\u1ebfn t\u1eeb hai ngu\u1ed3n: ph\u00ed s\u1eed d\u1ee5ng API c\u1ee7a m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef (t\u00ednh theo s\u1ed1 l\u01b0\u1ee3ng token \u0111\u1ea7u v\u00e0o\/\u0111\u1ea7u ra) v\u00e0 chi ph\u00ed h\u1ea1 t\u1ea7ng m\u00e1y ch\u1ee7. N\u1ebfu s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf nh\u01b0 Llama ch\u1ea1y c\u1ee5c b\u1ed9, doanh nghi\u1ec7p c\u00f3 th\u1ec3 ti\u1ebft ki\u1ec7m \u0111\u00e1ng k\u1ec3 chi ph\u00ed API, ch\u1ec9 c\u1ea7n \u0111\u1ea7u t\u01b0 v\u00e0o ph\u1ea7n c\u1ee9ng m\u00e1y t\u00ednh.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"L\u00e0m_th\u1ebf_n\u00e0o_\u0111\u1ec3_ng\u0103n_ch\u1eb7n_Agent_th\u1ef1c_hi\u1ec7n_c\u00e1c_h\u00e0nh_\u0111\u1ed9ng_sai_l\u1ec7ch_(Hallucination)?_\">L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 ng\u0103n ch\u1eb7n Agent th\u1ef1c hi\u1ec7n c\u00e1c h\u00e0nh \u0111\u1ed9ng sai l\u1ec7ch (Hallucination)? <\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p>Hi\u1ec7n t\u01b0\u1ee3ng \u1ea3o gi\u00e1c l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c c\u1ee7a AI. \u0110\u1ec3 kh\u1eafc ph\u1ee5c, b\u1ea1n c\u1ea7n \u00e1p d\u1ee5ng quy tr\u00ecnh &#8220;Human-in-the-loop&#8221; (Con ng\u01b0\u1eddi gi\u00e1m s\u00e1t). Ngh\u0129a l\u00e0 v\u1edbi c\u00e1c t\u00e1c v\u1ee5 quan tr\u1ecdng, h\u1ec7 th\u1ed1ng s\u1ebd y\u00eau c\u1ea7u con ng\u01b0\u1eddi ph\u00ea duy\u1ec7t tr\u01b0\u1edbc khi th\u1ef1c thi. Ngo\u00e0i ra, vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a System Prompt v\u00e0 gi\u1edbi h\u1ea1n danh s\u00e1ch c\u00f4ng c\u1ee5 \u0111\u01b0\u1ee3c ph\u00e9p s\u1eed d\u1ee5ng c\u0169ng gi\u00fap gi\u1ea3m thi\u1ec3u sai s\u00f3t.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"Nh\u1eefng_ng\u00f4n_ng\u1eef_l\u1eadp_tr\u00ecnh_n\u00e0o_h\u1ed7_tr\u1ee3_t\u1ed1t_nh\u1ea5t_cho_vi\u1ec7c_ph\u00e1t_tri\u1ec3n_Agent?_\">Nh\u1eefng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0o h\u1ed7 tr\u1ee3 t\u1ed1t nh\u1ea5t cho vi\u1ec7c ph\u00e1t tri\u1ec3n Agent? <\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p>Python hi\u1ec7n l\u00e0 ng\u00f4n ng\u1eef th\u1ed1ng tr\u1ecb trong l\u0129nh v\u1ef1c n\u00e0y nh\u1edd h\u1ec7 sinh th\u00e1i th\u01b0 vi\u1ec7n AI phong ph\u00fa. \u0110\u1ee9ng th\u1ee9 hai l\u00e0 JavaScript\/TypeScript, r\u1ea5t ph\u00f9 h\u1ee3p cho c\u00e1c \u1ee9ng d\u1ee5ng web v\u00e0 t\u01b0\u01a1ng t\u00e1c front-end. Ngo\u00e0i ra, C# c\u0169ng l\u00e0 l\u1ef1a ch\u1ecdn t\u1ed1t n\u1ebfu doanh nghi\u1ec7p s\u1eed d\u1ee5ng Microsoft Semantic Kernel.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\n<script type=\"application\/ld+json\">\n\t{\n\t\t\"@context\": \"https:\/\/schema.org\",\n\t\t\"@type\": \"FAQPage\",\n\t\t\"mainEntity\": [\n\t\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"AgentKit kh\u00e1c bi\u1ec7t g\u00ec so v\u1edbi c\u00e1c Chatbot AI truy\u1ec1n th\u1ed1ng? \",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Chatbot truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vi\u1ec7c cung c\u1ea5p th\u00f4ng tin ho\u1eb7c tr\u00f2 chuy\u1ec7n th\u1ee5 \u0111\u1ed9ng d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u00e3 h\u1ecdc. Ng\u01b0\u1ee3c l\u1ea1i, AgentKit trao cho AI kh\u1ea3 n\u0103ng \\\"h\u00e0nh \u0111\u1ed9ng\\\". M\u1ed9t Agent kh\u00f4ng ch\u1ec9 tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi m\u00e0 c\u00f2n c\u00f3 th\u1ec3 tr\u1ef1c ti\u1ebfp th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5 nh\u01b0: g\u1eedi email, \u0111\u1eb7t l\u1ecbch h\u1eb9n, truy xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb API ho\u1eb7c th\u1ef1c hi\u1ec7n giao d\u1ecbch t\u00e0i ch\u00ednh thay cho con ng\u01b0\u1eddi.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"T\u00f4i c\u00f3 c\u1ea7n ki\u1ebfn th\u1ee9c l\u1eadp tr\u00ecnh chuy\u00ean s\u00e2u \u0111\u1ec3 s\u1eed d\u1ee5ng AgentKit kh\u00f4ng? \",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>\u0110i\u1ec1u n\u00e0y ph\u1ee5 thu\u1ed9c v\u00e0o n\u1ec1n t\u1ea3ng b\u1ea1n l\u1ef1a ch\u1ecdn. V\u1edbi LangChain hay Coinbase AgentKit, ng\u01b0\u1eddi d\u00f9ng c\u1ea7n c\u00f3 ki\u1ebfn th\u1ee9c v\u1eefng ch\u1eafc v\u1ec1 Python ho\u1eb7c JavaScript. Tuy nhi\u00ean, OpenAI AgentKit \u0111ang ph\u00e1t tri\u1ec3n c\u00e1c giao di\u1ec7n tr\u1ef1c quan (Visual Builder), cho ph\u00e9p nh\u1eefng ng\u01b0\u1eddi \u00edt kinh nghi\u1ec7m v\u1ec1 code v\u1eabn c\u00f3 th\u1ec3 l\u1eafp gh\u00e9p v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c lu\u1ed3ng t\u00e1c v\u1ee5 \u0111\u01a1n gi\u1ea3n.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"Chi ph\u00ed \u0111\u1ec3 v\u1eadn h\u00e0nh m\u1ed9t h\u1ec7 th\u1ed1ng AI Agent l\u00e0 bao nhi\u00eau?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Chi ph\u00ed v\u1eadn h\u00e0nh ch\u1ee7 y\u1ebfu \u0111\u1ebfn t\u1eeb hai ngu\u1ed3n: ph\u00ed s\u1eed d\u1ee5ng API c\u1ee7a m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef (t\u00ednh theo s\u1ed1 l\u01b0\u1ee3ng token \u0111\u1ea7u v\u00e0o\/\u0111\u1ea7u ra) v\u00e0 chi ph\u00ed h\u1ea1 t\u1ea7ng m\u00e1y ch\u1ee7. N\u1ebfu s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf nh\u01b0 Llama ch\u1ea1y c\u1ee5c b\u1ed9, doanh nghi\u1ec7p c\u00f3 th\u1ec3 ti\u1ebft ki\u1ec7m \u0111\u00e1ng k\u1ec3 chi ph\u00ed API, ch\u1ec9 c\u1ea7n \u0111\u1ea7u t\u01b0 v\u00e0o ph\u1ea7n c\u1ee9ng m\u00e1y t\u00ednh.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 ng\u0103n ch\u1eb7n Agent th\u1ef1c hi\u1ec7n c\u00e1c h\u00e0nh \u0111\u1ed9ng sai l\u1ec7ch (Hallucination)? \",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Hi\u1ec7n t\u01b0\u1ee3ng \u1ea3o gi\u00e1c l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c c\u1ee7a AI. \u0110\u1ec3 kh\u1eafc ph\u1ee5c, b\u1ea1n c\u1ea7n \u00e1p d\u1ee5ng quy tr\u00ecnh \\\"Human-in-the-loop\\\" (Con ng\u01b0\u1eddi gi\u00e1m s\u00e1t). Ngh\u0129a l\u00e0 v\u1edbi c\u00e1c t\u00e1c v\u1ee5 quan tr\u1ecdng, h\u1ec7 th\u1ed1ng s\u1ebd y\u00eau c\u1ea7u con ng\u01b0\u1eddi ph\u00ea duy\u1ec7t tr\u01b0\u1edbc khi th\u1ef1c thi. Ngo\u00e0i ra, vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a System Prompt v\u00e0 gi\u1edbi h\u1ea1n danh s\u00e1ch c\u00f4ng c\u1ee5 \u0111\u01b0\u1ee3c ph\u00e9p s\u1eed d\u1ee5ng c\u0169ng gi\u00fap gi\u1ea3m thi\u1ec3u sai s\u00f3t.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"Nh\u1eefng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0o h\u1ed7 tr\u1ee3 t\u1ed1t nh\u1ea5t cho vi\u1ec7c ph\u00e1t tri\u1ec3n Agent? \",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Python hi\u1ec7n l\u00e0 ng\u00f4n ng\u1eef th\u1ed1ng tr\u1ecb trong l\u0129nh v\u1ef1c n\u00e0y nh\u1edd h\u1ec7 sinh th\u00e1i th\u01b0 vi\u1ec7n AI phong ph\u00fa. \u0110\u1ee9ng th\u1ee9 hai l\u00e0 JavaScript\/TypeScript, r\u1ea5t ph\u00f9 h\u1ee3p cho c\u00e1c \u1ee9ng d\u1ee5ng web v\u00e0 t\u01b0\u01a1ng t\u00e1c front-end. Ngo\u00e0i ra, C# c\u0169ng l\u00e0 l\u1ef1a ch\u1ecdn t\u1ed1t n\u1ebfu doanh nghi\u1ec7p s\u1eed d\u1ee5ng Microsoft Semantic Kernel.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t\t\t\t]\n\t}\n<\/script>\n","protected":false},"excerpt":{"rendered":"<p>K\u1ef7 nguy\u00ean AI \u0111ang ch\u1ee9ng ki\u1ebfn m\u1ed9t b\u01b0\u1edbc ngo\u1eb7t l\u1edbn, \u0111\u00f3 l\u00e0 s\u1ef1 tho\u00e1i tr\u00e0o c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh &#8216;H\u1ecfi &#8211; \u0110\u00e1p&#8217; th\u1ee5 \u0111\u1ed9ng v\u00e0 s\u1ef1 tr\u1ed7i d\u1eady m\u1ea1nh m\u1ebd c\u1ee7a &#8216;Agentic AI&#8217; \u2013 nh\u1eefng AI c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 suy lu\u1eadn v\u00e0 h\u00e0nh \u0111\u1ed9ng. Gi\u1eefa l\u00e0n s\u00f3ng c\u00f4ng ngh\u1ec7 n\u00e0y, AgentKit n\u1ed5i l\u00ean nh\u01b0 [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":121706,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7396],"tags":[7487],"class_list":["post-121696","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cong-cu-ai","tag-agentkit"],"_links":{"self":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/121696","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/comments?post=121696"}],"version-history":[{"count":2,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/121696\/revisions"}],"predecessor-version":[{"id":121708,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/121696\/revisions\/121708"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/media\/121706"}],"wp:attachment":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/media?parent=121696"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/categories?post=121696"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/tags?post=121696"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}