{"id":121696,"date":"2025-12-18T09:00:00","date_gmt":"2025-12-18T02:00:00","guid":{"rendered":"https:\/\/tino.vn\/blog\/?p=121696"},"modified":"2026-10-30T10:57:16","modified_gmt":"2026-10-30T03:57:16","slug":"agentkit-la-gi","status":"publish","type":"post","link":"https:\/\/tino.vn\/blog\/agentkit-la-gi\/","title":{"rendered":"AgentKit l\u00e0 g\u00ec? OpenAI AgentKit, Coinbase AgentKit v\u00e0 c\u00e1ch ch\u1ecdn b\u1ed9 c\u00f4ng c\u1ee5 AI agent"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>AgentKit l\u00e0 t\u00ean c\u1ee7a hai b\u1ed9 c\u00f4ng c\u1ee5 kh\u00e1c nhau d\u00f9ng \u0111\u1ec3 d\u1ef1ng AI agent: OpenAI AgentKit (ra m\u1eaft 10\/2025) gi\u00fap thi\u1ebft k\u1ebf, nh\u00fang v\u00e0 \u0111\u00e1nh gi\u00e1 agent ch\u1ea1y tr\u00ean model OpenAI, c\u00f2n Coinbase AgentKit l\u00e0 b\u1ed9 SDK m\u00e3 ngu\u1ed3n m\u1edf gi\u00fap agent c\u00f3 v\u00ed crypto v\u00e0 thao t\u00e1c tr\u00ean blockchain.<\/strong> Khi g\u1eb7p ch\u1eef &#8220;AgentKit&#8221;, h\u00e3y xem ng\u1eef c\u1ea3nh \u0111\u1ec3 bi\u1ebft ng\u01b0\u1eddi vi\u1ebft \u0111ang n\u00f3i t\u1edbi s\u1ea3n ph\u1ea9m n\u00e0o.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u1ea3 hai \u0111\u1ec1u l\u00e0 &#8220;b\u1ed9 khung&#8221; quanh m\u1ed9t <a href=\"https:\/\/tino.vn\/blog\/ai-agent-la-gi\/\">AI agent<\/a>: model ng\u00f4n ng\u1eef lo suy lu\u1eadn, b\u1ed9 c\u00f4ng c\u1ee5 lo g\u1ecdi tool, nh\u1edb tr\u1ea1ng th\u00e1i v\u00e0 n\u1ed1i d\u1eef li\u1ec7u. Model \u0111\u01b0\u1ee3c g\u1ecdi qua API key, xem <a href=\"https:\/\/tino.vn\/blog\/llm-lay-api-key-mien-phi\/\">c\u00e1ch l\u1ea5y LLM API key mi\u1ec5n ph\u00ed<\/a>. C\u00e1c m\u1ee5c d\u01b0\u1edbi \u0111\u00e2y \u0111\u1ed1i chi\u1ebfu tr\u1ea1ng th\u00e1i t\u1eebng s\u1ea3n ph\u1ea9m ng\u00e0y 29\/10\/2026, v\u00ec hai b\u1ed9 n\u00e0y thay \u0111\u1ed5i r\u1ea5t nhanh.<\/p>\n\n\n\n<h2 id=\"AgentKit_l\u00e0_g\u00ec?\">AgentKit l\u00e0 g\u00ec?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Hi\u1ec3u chung, AgentKit l\u00e0 t\u1eadp h\u1ee3p th\u01b0 vi\u1ec7n, API v\u00e0 giao di\u1ec7n d\u1ef1ng s\u1eb5n \u0111\u1ec3 bi\u1ebfn m\u1ed9t model ng\u00f4n ng\u1eef l\u1edbn th\u00e0nh agent: g\u1ecdi h\u00e0m, \u0111\u1ecdc d\u1eef li\u1ec7u, th\u1ef1c hi\u1ec7n t\u00e1c v\u1ee5. Kh\u00e1c chatbot ch\u1ec9 tr\u1ea3 l\u1eddi, agent d\u1ef1ng b\u1eb1ng c\u00e1c b\u1ed9 n\u00e0y c\u00f3 th\u1ec3 l\u1eadp k\u1ebf ho\u1ea1ch, d\u00f9ng c\u00f4ng c\u1ee5 v\u00e0 t\u1ef1 s\u1eeda khi m\u1ed9t b\u01b0\u1edbc th\u1ea5t b\u1ea1i.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1400\" height=\"750\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/10\/agentkit-la-gi-hai-san-pham.webp\" alt=\"B\u1ea3ng hai c\u1ed9t: OpenAI AgentKit ra m\u1eaft th\u00e1ng 10\/2025, d\u00f9ng \u0111\u1ec3 d\u1ef1ng v\u00e0 nh\u00fang agent chat, Agent Builder ng\u1eebng 30\/11\/2026; Coinbase AgentKit l\u00e0 SDK m\u00e3 ngu\u1ed3n m\u1edf cho agent v\u00ed crypto, c\u1ea7n t\u1ef1 \u0111\u1eb7t h\u1ea1n m\u1ee9c chuy\u1ec3n\" class=\"wp-image-132841\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/10\/agentkit-la-gi-hai-san-pham.webp 1400w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/10\/agentkit-la-gi-hai-san-pham-300x161.webp 300w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/10\/agentkit-la-gi-hai-san-pham-1024x549.webp 1024w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/10\/agentkit-la-gi-hai-san-pham-768x411.webp 768w\" sizes=\"(max-width: 1400px) 100vw, 1400px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">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 model 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<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?\">T\u1ea1i sao AgentKit l\u1ea1i quan tr\u1ecdng \u0111\u1ed1i v\u1edbi l\u1eadp tr\u00ecnh vi\u00ean hi\u1ec7n \u0111\u1ea1i?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">L\u1eadp tr\u00ecnh vi\u00ean d\u00f9ng b\u1ed9 c\u00f4ng c\u1ee5 agent \u0111\u1ec3 kh\u1ecfi vi\u1ebft l\u1ea1i nh\u1eefng ph\u1ea7n l\u1eb7p \u0111i l\u1eb7p l\u1ea1i: m\u00f4 t\u1ea3 tool cho model, ch\u1ea1y v\u00f2ng l\u1eb7p g\u1ecdi tool, gi\u1eef tr\u1ea1ng th\u00e1i h\u1ed9i tho\u1ea1i v\u00e0 ghi log. Nh\u1edd v\u1eady th\u1eddi gian d\u1ed3n v\u00e0o logic nghi\u1ec7p v\u1ee5; \u0111\u1ed5i l\u1ea1i, b\u1ea1n ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1ch b\u1ed9 c\u00f4ng c\u1ee5 \u0111\u00f3 thi\u1ebft k\u1ebf v\u00e0 v\u00e0o l\u1ed9 tr\u00ecnh c\u1ee7a h\u00e3ng.<\/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)\">\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 class=\"wp-block-paragraph\">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 t\u1ef1 vi\u1ebft ph\u1ea7n m\u00f4 t\u1ea3 h\u00e0m, ph\u00e2n t\u00edch k\u1ebft qu\u1ea3 model tr\u1ea3 v\u1ec1 v\u00e0 g\u1ecdi API. 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 ph\u1ea7n k\u1ebft n\u1ed1i k\u1ef9 thu\u1eadt.<\/p>\n\n\n\n<h4 id=\"Qu\u1ea3n_l\u00fd_b\u1ed9_nh\u1edb_v\u00e0_ng\u1eef_c\u1ea3nh_d\u00e0i_h\u1ea1n\">Qu\u1ea3n l\u00fd b\u1ed9 nh\u1edb v\u00e0 ng\u1eef c\u1ea3nh d\u00e0i h\u1ea1n<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">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. 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)\">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 class=\"wp-block-paragraph\">V\u1edbi l\u1eadp tr\u00ecnh vi\u00ean blockchain, Coinbase AgentKit cho ph\u00e9p t\u00edch h\u1ee3p kh\u1ea3 n\u0103ng &#8220;s\u1edf h\u1eefu v\u00ed&#8221; cho AI. AI agent 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). Kh\u1ea3 n\u0103ng n\u00e0y \u0111i k\u00e8m r\u1ee7i ro t\u00e0i ch\u00ednh th\u1eadt, n\u00ean ph\u1ea3i c\u00f3 h\u1ea1n m\u1ee9c v\u00e0 b\u01b0\u1edbc duy\u1ec7t c\u1ee7a con ng\u01b0\u1eddi (xem m\u1ee5c an to\u00e0n b\u00ean d\u01b0\u1edbi).<\/p>\n\n\n\n<h2 id=\"OpenAI_AgentKit_v\u00e0_Coinbase_AgentKit_g\u1ed3m_nh\u1eefng_g\u00ec?\">OpenAI AgentKit v\u00e0 Coinbase AgentKit g\u1ed3m nh\u1eefng g\u00ec?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">OpenAI AgentKit l\u00e0 b\u1ed9 s\u1ea3n ph\u1ea9m tr\u00ean n\u1ec1n t\u1ea3ng OpenAI g\u1ed3m c\u00f4ng c\u1ee5 d\u1ef1ng lu\u1ed3ng agent, th\u00e0nh ph\u1ea7n giao di\u1ec7n chat nh\u00fang v\u00e0 kho k\u1ebft n\u1ed1i d\u1eef li\u1ec7u; Coinbase AgentKit l\u00e0 th\u01b0 vi\u1ec7n cho agent m\u1ed9t v\u00ed crypto v\u00e0 b\u1ed9 h\u00e0nh \u0111\u1ed9ng on-chain. Hai b\u00ean ph\u1ee5c v\u1ee5 b\u00e0i to\u00e1n kh\u00e1c nhau, kh\u00f4ng c\u1ea1nh tranh tr\u1ef1c ti\u1ebfp.<\/p>\n\n\n\n<h3 id=\"OpenAI_AgentKit\">OpenAI AgentKit<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">OpenAI gi\u1edbi thi\u1ec7u AgentKit t\u1ea1i s\u1ef1 ki\u1ec7n DevDay th\u00e1ng 10\/2025, g\u1ed3m Agent Builder (khung k\u00e9o th\u1ea3 \u0111\u1ec3 thi\u1ebft k\u1ebf lu\u1ed3ng nhi\u1ec1u agent), ChatKit (b\u1ed9 giao di\u1ec7n chat nh\u00fang v\u00e0o s\u1ea3n ph\u1ea9m), Connector Registry (n\u01a1i qu\u1ea3n tr\u1ecb vi\u00ean qu\u1ea3n l\u00fd k\u1ebft n\u1ed1i d\u1eef li\u1ec7u nh\u01b0 Google Drive, SharePoint, MCP server) v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 \u0111\u00e1nh gi\u00e1 agent. Ph\u1ea7n code ch\u1ea1y agent l\u00e0 Agents SDK.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Tr\u1ea1ng th\u00e1i (\u0111\u1ed1i chi\u1ebfu 29\/10\/2026):<\/strong> theo <a href=\"https:\/\/developers.openai.com\/api\/docs\/deprecations\" target=\"_blank\" rel=\"noopener nofollow\">trang ng\u1eebng h\u1ed7 tr\u1ee3 c\u1ee7a OpenAI<\/a>, Agent Builder s\u1ebd t\u1eaft ng\u00e0y 30\/11\/2026; ng\u01b0\u1eddi d\u00f9ng c\u0169 \u0111\u01b0\u1ee3c d\u00f9ng trong th\u1eddi gian chuy\u1ec3n \u0111\u1ed5i, <a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agent-builder\" target=\"_blank\" rel=\"noopener nofollow\">Agent Builder<\/a> cho xu\u1ea5t lu\u1ed3ng ra m\u00e3 Agents SDK. ChatKit v\u1eabn \u0111\u01b0\u1ee3c duy tr\u00ec.<\/li>\n\n\n<li><strong>Hi\u1ec7n nay:<\/strong> <a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents\" target=\"_blank\" rel=\"noopener nofollow\">trang h\u01b0\u1edbng d\u1eabn agent c\u1ee7a OpenAI<\/a> li\u1ec7t k\u00ea Agents SDK, Responses API, ChatKit v\u00e0 Agents API. Assistants API c\u0169 \u0111\u00e3 t\u1eaft ng\u00e0y 26\/08\/2026, thay b\u1eb1ng Responses API v\u00e0 Conversations API.<\/li>\n\n\n<li><strong>Ph\u00f9 h\u1ee3p:<\/strong> tr\u1ee3 l\u00fd ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng, ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u1ed9i b\u1ed9, agent h\u1ed7 tr\u1ee3 l\u1eadp tr\u00ecnh ch\u1ea1y tr\u00ean model OpenAI.<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Xem th\u00eam: <a href=\"https:\/\/tino.vn\/blog\/model-cua-openai\/\">T\u1ea5t t\u1ea7n t\u1eadt v\u1ec1 7+ model c\u1ee7a OpenAI\u00a0<\/a><\/p>\n<\/blockquote>\n\n\n\n<h3 id=\"Coinbase_AgentKit\">Coinbase AgentKit<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">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:\/\/github.com\/coinbase\/agentkit\" target=\"_blank\" rel=\"noopener nofollow\"><strong>Coinbase AgentKit<\/strong> <\/a>(thu\u1ed9c Coinbase Developer Platform) l\u00e0 b\u1ed9 c\u00f4ng c\u1ee5 cung c\u1ea5p cho agent m\u1ed9t v\u00ed ti\u1ec1n \u0111i\u1ec7n t\u1eed (crypto wallet) v\u00e0 c\u00e1c h\u00e0nh \u0111\u1ed9ng tr\u00ean chu\u1ed7i.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>D\u1ea1ng:<\/strong> m\u00e3 ngu\u1ed3n m\u1edf, gi\u1ea5y ph\u00e9p Apache-2.0, c\u00f3 b\u1ea3n TypeScript v\u00e0 Python; thi\u1ebft k\u1ebf kh\u00f4ng ph\u1ee5 thu\u1ed9c framework agent hay lo\u1ea1i v\u00ed (<a href=\"https:\/\/github.com\/coinbase\/agentkit\" target=\"_blank\" rel=\"noopener nofollow\">GitHub coinbase\/agentkit<\/a>, \u0111\u1ed1i chi\u1ebfu 29\/10\/2026).<\/li>\n\n\n<li><strong>B\u1eaft \u0111\u1ea7u nhanh:<\/strong> <code>npm create onchain-agent@latest<\/code> (Node.js) ho\u1eb7c <code>pipx run create-onchain-agent<\/code> (Python); g\u00f3i npm l\u00e0 <code>@coinbase\/agentkit<\/code>. B\u1ea3n TypeScript c\u00f3 ph\u1ea7n m\u1edf r\u1ed9ng MCP.<\/li>\n\n\n<li><strong>H\u00e0nh \u0111\u1ed9ng:<\/strong> chuy\u1ec3n token, g\u1ecdi h\u1ee3p \u0111\u1ed3ng th\u00f4ng minh, t\u01b0\u01a1ng t\u00e1c giao th\u1ee9c DeFi, tu\u1ef3 c\u00e1c &#8220;action provider&#8221; b\u1ea1n b\u1eadt.<\/li>\n\n\n<li><strong>L\u01b0u \u00fd t\u1eeb ch\u00ednh README:<\/strong> AgentKit kh\u00f4ng t\u1ef1 b\u1eaft duy\u1ec7t chuy\u1ec3n ti\u1ec1n, kh\u00f4ng \u0111\u1eb7t tr\u1ea7n chi ti\u00eau, kh\u00f4ng l\u1eadp danh s\u00e1ch \u0111\u1ecba ch\u1ec9 nh\u1eadn \u0111\u01b0\u1ee3c ph\u00e9p; nh\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea3i t\u1ef1 lo c\u00e1c l\u1edbp n\u00e0y.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"Framework_kh\u00e1c_d\u00f9ng_thay_AgentKit\">Framework kh\u00e1c d\u00f9ng thay AgentKit<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">N\u1ebfu kh\u00f4ng c\u1ea7n g\u1eafn v\u1edbi model c\u1ee7a OpenAI hay v\u00ed c\u1ee7a Coinbase, nhi\u1ec1u nh\u00f3m d\u1ef1ng agent b\u1eb1ng framework m\u00e3 ngu\u1ed3n m\u1edf nh\u01b0 LangChain, LangGraph ho\u1eb7c Microsoft Agent Framework. \u0110\u00e2y kh\u00f4ng ph\u1ea3i s\u1ea3n ph\u1ea9m t\u00ean AgentKit, nh\u01b0ng gi\u1ea3i c\u00f9ng b\u00e0i to\u00e1n: g\u1ecdi tool, qu\u1ea3n l\u00fd tr\u1ea1ng th\u00e1i, \u0111i\u1ec1u ph\u1ed1i nhi\u1ec1u agent.<\/p>\n\n\n\n<h3 id=\"LangChain_v\u00e0_LangGraph\">LangChain v\u00e0 LangGraph<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\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 framework m\u00e3 ngu\u1ed3n m\u1edf quen thu\u1ed9c \u0111\u1ec3 d\u1ef1ng \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 (OpenAI, Claude, Gemini, model ch\u1ea1y local\u2026). \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.<\/li>\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\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/tino.vn\/blog\/langchain-la-gi\/\">LangChain l\u00e0 g\u00ec?<\/a><\/li>\n\n\n<li><a href=\"https:\/\/tino.vn\/blog\/langgraph-la-gi\/\">LangGraph l\u00e0 g\u00ec?<\/a><\/li>\n<\/ul>\n\n\n\n<h3 id=\"Microsoft_Agent_Framework_(k\u1ebf_nhi\u1ec7m_Semantic_Kernel)\">Microsoft Agent Framework (k\u1ebf nhi\u1ec7m Semantic Kernel)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Theo <a href=\"https:\/\/learn.microsoft.com\/en-us\/agent-framework\/overview\/\" target=\"_blank\" rel=\"noopener nofollow\">t\u00e0i li\u1ec7u Microsoft Learn<\/a> (\u0111\u1ed1i chi\u1ebfu 29\/10\/2026), Microsoft Agent Framework l\u00e0 b\u1ea3n k\u1ebf nhi\u1ec7m tr\u1ef1c ti\u1ebfp c\u1ee7a Semantic Kernel v\u00e0 AutoGen, do c\u00f9ng nh\u00f3m ph\u00e1t tri\u1ec3n, c\u00f3 b\u1ea3n .NET, Python v\u00e0 Go (Go \u0111ang preview). Framework h\u1ed7 tr\u1ee3 agent \u0111\u01a1n, workflow nhi\u1ec1u agent, MCP v\u00e0 nhi\u1ec1u nh\u00e0 cung c\u1ea5p model; Microsoft c\u00f3 h\u01b0\u1edbng d\u1eabn chuy\u1ec3n t\u1eeb Semantic Kernel sang.<\/p>\n\n\n\n<h2 id=\"So_s\u00e1nh_v\u00e0_ti\u00eau_ch\u00ed_l\u1ef1a_ch\u1ecdn_AgentKit_ph\u00f9_h\u1ee3p\">So s\u00e1nh v\u00e0 ti\u00eau ch\u00ed l\u1ef1a ch\u1ecdn AgentKit ph\u00f9 h\u1ee3p<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ch\u1ecdn b\u1ed9 c\u00f4ng c\u1ee5 theo ba c\u00e2u h\u1ecfi: agent c\u00f3 c\u1ea7n c\u1ea7m t\u00e0i s\u1ea3n s\u1ed1 kh\u00f4ng, b\u1ea1n c\u00f3 mu\u1ed1n g\u1eafn v\u1edbi m\u1ed9t h\u00e3ng model kh\u00f4ng, v\u00e0 h\u1ea1 t\u1ea7ng hi\u1ec7n t\u1ea1i l\u00e0 g\u00ec. B\u1ea3ng d\u01b0\u1edbi ch\u1ec9 ghi d\u1eef ki\u1ec7n c\u00f4ng b\u1ed1 tr\u00ean trang ch\u00ednh th\u1ee9c k\u00e8m ng\u00e0y \u0111\u1ed1i chi\u1ebfu, kh\u00f4ng ch\u1ea5m \u0111i\u1ec3m s\u1ea3n ph\u1ea9m n\u00e0o h\u01a1n s\u1ea3n ph\u1ea9m n\u00e0o.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Ti\u00eau ch\u00ed<\/th><th>OpenAI AgentKit<\/th><th>Coinbase AgentKit<\/th><th>LangChain \/ LangGraph<\/th><th>Microsoft Agent Framework<\/th><\/tr><\/thead><tbody><tr><td>Nh\u00e0 ph\u00e1t tri\u1ec3n<\/td><td>OpenAI<\/td><td>Coinbase Developer Platform<\/td><td>LangChain Inc. v\u00e0 c\u1ed9ng \u0111\u1ed3ng<\/td><td>Microsoft<\/td><\/tr><tr><td>D\u1ea1ng<\/td><td>B\u1ed9 s\u1ea3n ph\u1ea9m tr\u00ean n\u1ec1n t\u1ea3ng OpenAI + Agents SDK<\/td><td>SDK m\u00e3 ngu\u1ed3n m\u1edf (Apache-2.0)<\/td><td>Framework m\u00e3 ngu\u1ed3n m\u1edf<\/td><td>Framework m\u00e3 ngu\u1ed3n m\u1edf<\/td><\/tr><tr><td>Ng\u00f4n ng\u1eef<\/td><td>Python, TypeScript (Agents SDK)<\/td><td>TypeScript, Python<\/td><td>Python, JavaScript<\/td><td>.NET, Python, Go<\/td><\/tr><tr><td>Model<\/td><td>Model OpenAI<\/td><td>Kh\u00f4ng g\u1eafn model<\/td><td>Nhi\u1ec1u nh\u00e0 cung c\u1ea5p<\/td><td>Nhi\u1ec1u nh\u00e0 cung c\u1ea5p<\/td><\/tr><tr><td>Tr\u1ecdng t\u00e2m<\/td><td>Agent chat, giao di\u1ec7n nh\u00fang<\/td><td>V\u00ed crypto, h\u00e0nh \u0111\u1ed9ng on-chain<\/td><td>Lu\u1ed3ng tu\u1ef3 bi\u1ebfn, c\u00f3 v\u00f2ng l\u1eb7p<\/td><td>Agent v\u00e0 workflow doanh nghi\u1ec7p<\/td><\/tr><tr><td>L\u01b0u \u00fd tr\u1ea1ng th\u00e1i<\/td><td>Agent Builder t\u1eaft 30\/11\/2026<\/td><td>T\u1ef1 \u0111\u1eb7t h\u1ea1n m\u1ee9c chuy\u1ec3n<\/td><td>Ra phi\u00ean b\u1ea3n th\u01b0\u1eddng xuy\u00ean<\/td><td>Thay Semantic Kernel, AutoGen<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">Ngu\u1ed3n: <a href=\"https:\/\/developers.openai.com\/api\/docs\/deprecations\" target=\"_blank\" rel=\"noopener nofollow\">OpenAI deprecations<\/a>, <a href=\"https:\/\/github.com\/coinbase\/agentkit\" target=\"_blank\" rel=\"noopener nofollow\">coinbase\/agentkit<\/a>, <a href=\"https:\/\/learn.microsoft.com\/en-us\/agent-framework\/overview\/\" target=\"_blank\" rel=\"noopener nofollow\">Microsoft Agent Framework<\/a>, \u0111\u1ed1i chi\u1ebfu 29\/10\/2026.<\/figcaption><\/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\">Ti\u00eau ch\u00ed quy\u1ebft \u0111\u1ecbnh ch\u1ecdn gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng c\u00f3 m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 h\u1ee3p v\u1edbi m\u1ecdi d\u1ef1 \u00e1n. B\u1ed1n k\u1ecbch b\u1ea3n d\u01b0\u1edbi \u0111\u00e2y g\u1ee3i \u00fd \u0111i\u1ec3m xu\u1ea5t ph\u00e1t; tr\u01b0\u1edbc khi ch\u1ecdn, h\u00e3y l\u00e0m th\u1eed m\u1ed9t agent nh\u1ecf tr\u00ean c\u1ea3 hai l\u1ef1a ch\u1ecdn g\u1ea7n nh\u1ea5t.<\/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)\">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)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">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> c\u00f3 s\u1eb5n ph\u1ea7n v\u00ed v\u00e0 h\u00e0nh \u0111\u1ed9ng on-chain. D\u00f9 v\u1eady, vi\u1ec7c gi\u1eef kho\u00e1 v\u00ed, gi\u1edbi h\u1ea1n s\u1ed1 ti\u1ec1n v\u00e0 duy\u1ec7t giao d\u1ecbch v\u1eabn l\u00e0 tr\u00e1ch nhi\u1ec7m c\u1ee7a b\u1ea1n.<\/p>\n\n\n\n<h4 id=\"K\u1ecbch_b\u1ea3n_B:_C\u1ea7n_tri\u1ec3n_khai_nhanh_cho_doanh_nghi\u1ec7p\">K\u1ecbch b\u1ea3n B: C\u1ea7n tri\u1ec3n khai nhanh cho doanh nghi\u1ec7p<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">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, c\u00e1c th\u00e0nh ph\u1ea7n c\u1ee7a OpenAI nh\u01b0 Agents SDK v\u00e0 ChatKit gi\u00fap c\u00f3 giao di\u1ec7n chat v\u00e0 c\u00f4ng c\u1ee5 d\u1ef1ng s\u1eb5n. D\u1ef1 \u00e1n m\u1edbi n\u00ean vi\u1ebft b\u1eb1ng Agents SDK thay v\u00ec Agent Builder, v\u00ec Agent Builder s\u1eafp t\u1eaft.<\/p>\n\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\">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<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\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 v\u00e0 LangGraph<\/strong> l\u00e0 l\u1ef1a ch\u1ecdn \u0111\u00e1ng c\u00e2n nh\u1eafc. 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 b\u1ecb kho\u00e1 v\u00e0o m\u1ed9t nh\u00e0 cung c\u1ea5p model.<\/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)\">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)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">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 Agent Framework<\/strong> (k\u1ebf nhi\u1ec7m Semantic Kernel) l\u00e0 \u0111i\u1ec3m xu\u1ea5t ph\u00e1t t\u1ef1 nhi\u00ean. 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 class=\"wp-block-paragraph\">N\u1ebfu c\u1ea7n agent c\u00e1 nh\u00e2n ch\u1ea1y s\u1eb5n thay v\u00ec t\u1ef1 l\u1eadp tr\u00ecnh, xem th\u00eam <a href=\"https:\/\/tino.vn\/blog\/openclaw-la-gi\/\">OpenClaw<\/a> ho\u1eb7c <a href=\"https:\/\/tino.vn\/blog\/hermes-agent-la-gi\/\">Hermes Agent<\/a>; b\u1ea3ng so s\u00e1nh c\u00f4ng c\u1ee5 agent d\u1ef1ng s\u1eb5n c\u00f3 \u1edf b\u00e0i <a href=\"https:\/\/tino.vn\/blog\/ai-agent-tot-nhat\/\">ch\u1ecdn AI agent ph\u00f9 h\u1ee3p<\/a>.<\/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\">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<p class=\"wp-block-paragraph\">D\u00f9 ch\u1ecdn b\u1ed9 c\u00f4ng c\u1ee5 n\u00e0o, quy tr\u00ecnh d\u1ef1ng m\u1ed9t agent \u0111\u1ea7u ti\u00ean kh\u00e1 gi\u1ed1ng nhau: khoanh ph\u1ea1m vi, chu\u1ea9n b\u1ecb model v\u00e0 kho\u00e1 API, c\u00e0i SDK, khai b\u00e1o tool, vi\u1ebft system prompt, r\u1ed3i theo d\u00f5i v\u00e0 ch\u1ec9nh trong l\u00fac ch\u1ea1y th\u1eadt. S\u00e1u b\u01b0\u1edbc d\u01b0\u1edbi \u0111\u00e2y \u0111i theo \u0111\u00fang th\u1ee9 t\u1ef1 \u0111\u00f3.<\/p>\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\">B\u01b0\u1edbc 1: X\u00e1c \u0111\u1ecbnh vai tr\u00f2 v\u00e0 ph\u1ea1m vi ho\u1ea1t \u0111\u1ed9ng<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">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\">B\u01b0\u1edbc 2: Chu\u1ea9n b\u1ecb t\u00e0i nguy\u00ean v\u00e0 m\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\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<li><strong>M\u00f4i tr\u01b0\u1eddng l\u1eadp tr\u00ecnh:<\/strong> C\u00e0i \u0111\u1eb7t Python  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<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<p class=\"wp-block-paragraph\"><strong>B\u1ea3o v\u1ec7 API key:<\/strong> \u0111\u1eb7t key trong bi\u1ebfn m\u00f4i tr\u01b0\u1eddng ho\u1eb7c kho b\u00ed m\u1eadt \u1edf m\u00e1y ch\u1ee7, kh\u00f4ng ghi v\u00e0o code ch\u1ea1y tr\u00ean tr\u00ecnh duy\u1ec7t, \u1ee9ng d\u1ee5ng di \u0111\u1ed9ng hay repo c\u00f4ng khai; b\u1eadt gi\u1edbi h\u1ea1n chi ti\u00eau trong trang qu\u1ea3n l\u00fd c\u1ee7a nh\u00e0 cung c\u1ea5p; thu h\u1ed3i v\u00e0 t\u1ea1o key m\u1edbi ngay khi nghi l\u1ed9. Xem v\u00ed d\u1ee5 qu\u1ea3n l\u00fd credential \u1edf b\u00e0i <a href=\"https:\/\/tino.vn\/blog\/bao-mat-credentials-va-api-keys-trong-n8n\/\">b\u1ea3o m\u1eadt API key trong n8n<\/a>.<\/p>\n\n\n\n<h3 id=\"B\u01b0\u1edbc_3:_C\u00e0i_\u0111\u1eb7t_SDK_v\u00e0_kh\u1edfi_t\u1ea1o_Agent\">B\u01b0\u1edbc 3: C\u00e0i \u0111\u1eb7t SDK v\u00e0 kh\u1edfi t\u1ea1o Agent<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">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 class=\"wp-block-paragraph\"><em>Thao t\u00e1c m\u1eabu:<\/em><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install openai-agents      # OpenAI Agents SDK\npip install langgraph          # LangGraph\nnpm create onchain-agent@latest   # Coinbase AgentKit (Node.js)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">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\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\">B\u01b0\u1edbc 4: \u0110\u1ecbnh ngh\u0129a &#8220;c\u00f4ng c\u1ee5&#8221; (Tools) &#8211; Linh h\u1ed3n c\u1ee7a Agent<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y l\u00e0 b\u01b0\u1edbc ph\u00e2n bi\u1ec7t m\u1ed9t chatbot th\u00f4ng th\u01b0\u1eddng v\u1edbi m\u1ed9t agent. 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 class=\"wp-block-paragraph\"><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\">B\u01b0\u1edbc 5: Thi\u1ebft l\u1eadp System Prompt v\u00e0 ch\u1ea1y th\u1eed nghi\u1ec7m<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">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 class=\"wp-block-paragraph\"><em>V\u00ed d\u1ee5 System Prompt:<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#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 class=\"wp-block-paragraph\">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\">B\u01b0\u1edbc 6: Gi\u00e1m s\u00e1t v\u00e0 t\u1ed1i \u01b0u h\u00f3a v\u00f2ng l\u1eb7p<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">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<li><strong>Thu th\u1eadp ph\u1ea3n h\u1ed3i t\u1eeb ng\u01b0\u1eddi d\u00f9ng:<\/strong> M\u00f4i tr\u01b0\u1eddng ki\u1ec3m th\u1eed kh\u00f3 l\u01b0\u1eddng h\u1ebft t\u00ecnh hu\u1ed1ng th\u1eadt. 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. Ph\u1ea3n h\u1ed3i n\u00e0y l\u00e0 c\u0103n c\u1ee9 \u0111\u1ec3 \u0111o \u0111\u1ed9 tin c\u1eady v\u00e0 s\u1ef1 h\u1eefu \u00edch c\u1ee7a agent.<\/li>\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<p class=\"wp-block-paragraph\">C\u1ea7n m\u00e1y ch\u1ee7 ch\u1ea1y 24\/7 cho agent ho\u1eb7c API proxy? <a href=\"https:\/\/tino.vn\/vps-gia-re\" target=\"_blank\" rel=\"noopener\">VPS NVMe c\u1ee7a Tino<\/a> \u0111\u1eb7t t\u1ea1i Vi\u1ec7t Nam, c\u00f3 quy\u1ec1n root. Xem c\u1ea5u h\u00ecnh v\u00e0 gi\u00e1 tr\u00ean trang s\u1ea3n ph\u1ea9m. C\u00e1ch ch\u1ecdn c\u1ea5u h\u00ecnh theo lo\u1ea1i agent c\u00f3 \u1edf b\u00e0i <a href=\"https:\/\/tino.vn\/blog\/vps-chay-ai-agent\/\">VPS ch\u1ea1y AI agent<\/a>.<\/p>\n\n\n\n<h2 id=\"L\u01b0u_\u00fd_an_to\u00e0n_v\u00e0_khi_n\u00e0o_kh\u00f4ng_n\u00ean_d\u00f9ng_AgentKit\">L\u01b0u \u00fd an to\u00e0n v\u00e0 khi n\u00e0o kh\u00f4ng n\u00ean d\u00f9ng AgentKit<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Agent c\u00e0ng \u0111\u01b0\u1ee3c nhi\u1ec1u quy\u1ec1n th\u00ec m\u1ed9t l\u1ed7i suy lu\u1eadn c\u00e0ng t\u1ed1n k\u00e9m, nh\u1ea5t l\u00e0 khi agent c\u1ea7m v\u00ed ho\u1eb7c g\u1ecdi API tr\u1ea3 ph\u00ed. Tr\u01b0\u1edbc khi ch\u1ea1y th\u1eadt, h\u00e3y gi\u1edbi h\u1ea1n quy\u1ec1n, gi\u1edbi h\u1ea1n ti\u1ec1n v\u00e0 th\u00eam b\u01b0\u1edbc duy\u1ec7t c\u1ee7a con ng\u01b0\u1eddi cho m\u1ecdi h\u00e0nh \u0111\u1ed9ng kh\u00f4ng \u0111\u1ea3o ng\u01b0\u1ee3c \u0111\u01b0\u1ee3c.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Agent c\u1ea7m v\u00ed:<\/strong> ch\u1ea1y tr\u00ean testnet tr\u01b0\u1edbc, d\u00f9ng v\u00ed ri\u00eang v\u1edbi s\u1ed1 d\u01b0 nh\u1ecf, \u0111\u1eb7t tr\u1ea7n gi\u00e1 tr\u1ecb m\u1ed7i giao d\u1ecbch v\u00e0 danh s\u00e1ch \u0111\u1ecba ch\u1ec9 \u0111\u01b0\u1ee3c ph\u00e9p, b\u1eaft duy\u1ec7t th\u1ee7 c\u00f4ng v\u1edbi l\u1ec7nh chuy\u1ec3n. N\u1ed9i dung n\u00e0y l\u00e0 h\u01b0\u1edbng d\u1eabn k\u1ef9 thu\u1eadt, kh\u00f4ng ph\u1ea3i l\u1eddi khuy\u00ean \u0111\u1ea7u t\u01b0.<\/li>\n\n\n<li><strong>Tool l\u1ea5y d\u1eef li\u1ec7u ngo\u00e0i:<\/strong> n\u1ed9i dung web, email, m\u00f4 t\u1ea3 tool c\u00f3 th\u1ec3 ch\u1ee9a l\u1ec7nh \u1ea9n (prompt injection). N\u1ebfu n\u1ed1i tool qua MCP, xem ph\u1ea7n b\u1ea3o m\u1eadt \u1edf b\u00e0i <a href=\"https:\/\/tino.vn\/blog\/mcp-la-gi\/\">MCP l\u00e0 g\u00ec<\/a>.<\/li>\n\n\n<li><strong>Ph\u1ee5 thu\u1ed9c l\u1ed9 tr\u00ecnh c\u1ee7a h\u00e3ng:<\/strong> s\u1ea3n ph\u1ea9m c\u00f3 th\u1ec3 \u0111\u1ed5i t\u00ean ho\u1eb7c ng\u1eebng (Agent Builder l\u00e0 v\u00ed d\u1ee5). Gi\u1eef logic nghi\u1ec7p v\u1ee5 t\u00e1ch kh\u1ecfi ph\u1ea7n giao di\u1ec7n d\u1ef1ng s\u1eb5n \u0111\u1ec3 d\u1ec5 chuy\u1ec3n.<\/li>\n\n\n<li><strong>Kh\u00f4ng c\u1ea7n agent:<\/strong> n\u1ebfu vi\u1ec7c c\u00f3 c\u00e1c b\u01b0\u1edbc c\u1ed1 \u0111\u1ecbnh, m\u1ed9t workflow ho\u1eb7c script th\u01b0\u1eddng r\u1ebb v\u00e0 d\u1ec5 ki\u1ec3m so\u00e1t h\u01a1n agent t\u1ef1 quy\u1ebft.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"C\u00e2u_h\u1ecfi_th\u01b0\u1eddng_g\u1eb7p\">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 class=\"wp-block-paragraph\">Chatbot ch\u1ee7 y\u1ebfu tr\u1ea3 l\u1eddi d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u00e3 h\u1ecdc. Agent d\u1ef1ng b\u1eb1ng AgentKit hay framework t\u01b0\u01a1ng t\u1ef1 c\u00f3 th\u1ec3 g\u1ecdi tool \u0111\u1ec3 h\u00e0nh \u0111\u1ed9ng: g\u1eedi email, \u0111\u1eb7t l\u1ecbch, truy xu\u1ea5t API, ho\u1eb7c v\u1edbi Coinbase AgentKit l\u00e0 th\u1ef1c hi\u1ec7n giao d\u1ecbch tr\u00ean chu\u1ed7i.<\/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 class=\"wp-block-paragraph\">V\u1edbi Coinbase AgentKit, LangChain hay Agents SDK, b\u1ea1n c\u1ea7n bi\u1ebft Python ho\u1eb7c TypeScript. Agent Builder c\u1ee7a OpenAI t\u1eebng cho k\u00e9o th\u1ea3 kh\u00f4ng c\u1ea7n code nh\u01b0ng s\u1ebd t\u1eaft ng\u00e0y 30\/11\/2026 (\u0111\u1ed1i chi\u1ebfu 29\/10\/2026); mu\u1ed1n t\u1ef1 \u0111\u1ed9ng ho\u00e1 kh\u00f4ng c\u1ea7n code, c\u00f3 th\u1ec3 xem <a href=\"https:\/\/tino.vn\/blog\/n8n-la-gi\/\">n8n<\/a>.<\/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 class=\"wp-block-paragraph\">Chi ph\u00ed ch\u1ee7 y\u1ebfu \u0111\u1ebfn t\u1eeb hai ngu\u1ed3n: ph\u00ed API c\u1ee7a model (t\u00ednh theo token \u0111\u1ea7u v\u00e0o\/\u0111\u1ea7u ra) v\u00e0 m\u00e1y ch\u1ee7 ch\u1ea1y agent. Ch\u1ea1y model m\u00e3 ngu\u1ed3n m\u1edf tr\u00ean m\u00e1y ri\u00eang gi\u1ea3m ph\u00ed API nh\u01b0ng c\u1ea7n ph\u1ea7n c\u1ee9ng \u0111\u1ee7 m\u1ea1nh, xem <a href=\"https:\/\/tino.vn\/blog\/local-model-la-gi\/\">local model l\u00e0 g\u00ec<\/a>.<\/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 class=\"wp-block-paragraph\">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 \u201cHuman-in-the-loop\u201d (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\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 ch\u1ee7 y\u1ebfu tr\u1ea3 l\u1eddi d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u00e3 h\u1ecdc. Agent d\u1ef1ng b\u1eb1ng AgentKit hay framework t\u01b0\u01a1ng t\u1ef1 c\u00f3 th\u1ec3 g\u1ecdi tool \u0111\u1ec3 h\u00e0nh \u0111\u1ed9ng: g\u1eedi email, \u0111\u1eb7t l\u1ecbch, truy xu\u1ea5t API, ho\u1eb7c v\u1edbi Coinbase AgentKit l\u00e0 th\u1ef1c hi\u1ec7n giao d\u1ecbch tr\u00ean chu\u1ed7i.<\/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>V\u1edbi Coinbase AgentKit, LangChain hay Agents SDK, b\u1ea1n c\u1ea7n bi\u1ebft Python ho\u1eb7c TypeScript. Agent Builder c\u1ee7a OpenAI t\u1eebng cho k\u00e9o th\u1ea3 kh\u00f4ng c\u1ea7n code nh\u01b0ng s\u1ebd t\u1eaft ng\u00e0y 30\/11\/2026 (\u0111\u1ed1i chi\u1ebfu 29\/10\/2026); mu\u1ed1n t\u1ef1 \u0111\u1ed9ng ho\u00e1 kh\u00f4ng c\u1ea7n code, c\u00f3 th\u1ec3 xem <a>n8n<\/a>.<\/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 ch\u1ee7 y\u1ebfu \u0111\u1ebfn t\u1eeb hai ngu\u1ed3n: ph\u00ed API c\u1ee7a model (t\u00ednh theo token \u0111\u1ea7u v\u00e0o\/\u0111\u1ea7u ra) v\u00e0 m\u00e1y ch\u1ee7 ch\u1ea1y agent. Ch\u1ea1y model m\u00e3 ngu\u1ed3n m\u1edf tr\u00ean m\u00e1y ri\u00eang gi\u1ea3m ph\u00ed API nh\u01b0ng c\u1ea7n ph\u1ea7n c\u1ee9ng \u0111\u1ee7 m\u1ea1nh, xem <a>local model l\u00e0 g\u00ec<\/a>.<\/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 \u201cHuman-in-the-loop\u201d (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]\n\t}\n<\/script>\n","protected":false},"excerpt":{"rendered":"<p>AgentKit l\u00e0 t\u00ean c\u1ee7a hai b\u1ed9 c\u00f4ng c\u1ee5 kh\u00e1c nhau d\u00f9ng \u0111\u1ec3 d\u1ef1ng AI agent: OpenAI AgentKit (ra m\u1eaft 10\/2025) gi\u00fap thi\u1ebft k\u1ebf, nh\u00fang v\u00e0 \u0111\u00e1nh gi\u00e1 agent ch\u1ea1y tr\u00ean model OpenAI, c\u00f2n Coinbase AgentKit l\u00e0 b\u1ed9 SDK m\u00e3 ngu\u1ed3n m\u1edf gi\u00fap agent c\u00f3 v\u00ed crypto v\u00e0 thao t\u00e1c tr\u00ean blockchain. Khi g\u1eb7p ch\u1eef &#8220;AgentKit&#8221;, [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":132848,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7732],"tags":[7487],"class_list":["post-121696","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-lap-trinh-web","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":3,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/121696\/revisions"}],"predecessor-version":[{"id":132957,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/121696\/revisions\/132957"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/media\/132848"}],"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}]}}