{"id":2932,"date":"2026-06-09T17:36:52","date_gmt":"2026-06-09T14:36:52","guid":{"rendered":"https:\/\/shareai.now\/?p=2932"},"modified":"2026-06-09T17:36:55","modified_gmt":"2026-06-09T14:36:55","slug":"ai-agent-harness-san-xuat-runtime","status":"publish","type":"post","link":"https:\/\/shareai.now\/vi\/blog\/nha-phat-trien\/ai-agent-harness-san-xuat-runtime\/","title":{"rendered":"AI Agent Harness: L\u1edbp Runtime m\u00e0 c\u00e1c T\u00e1c nh\u00e2n S\u1ea3n xu\u1ea5t C\u1ea7n"},"content":{"rendered":"<p>M\u1ed9t <strong>B\u1ed9 harness t\u00e1c nh\u00e2n AI<\/strong> l\u00e0 l\u1edbp runtime bi\u1ebfn m\u00f4 h\u00ecnh, c\u00f4ng c\u1ee5, h\u01b0\u1edbng d\u1eabn v\u00e0 m\u1ee5c ti\u00eau ng\u01b0\u1eddi d\u00f9ng th\u00e0nh quy tr\u00ecnh s\u1ea3n xu\u1ea5t. N\u00f3 kh\u00f4ng ph\u1ea3i l\u00e0 m\u00f4 h\u00ecnh. N\u00f3 kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t khung t\u00e1c nh\u00e2n. N\u00f3 l\u00e0 l\u1edbp v\u1eadn h\u00e0nh xung quanh t\u00e1c nh\u00e2n: v\u00f2ng l\u1eb7p, g\u1ecdi c\u00f4ng c\u1ee5, ph\u00ea duy\u1ec7t, th\u00f4ng tin \u0111\u0103ng nh\u1eadp, ki\u1ec3m so\u00e1t ng\u1eef c\u1ea3nh, sandboxing, d\u1ea5u v\u1ebft, v\u00e0 kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb s\u1eed d\u1ee5ng l\u00e0m cho t\u00e1c nh\u00e2n an to\u00e0n h\u01a1n khi ch\u1ea1y.<\/p>\n\n\n\n<p>S\u1ef1 kh\u00e1c bi\u1ec7t \u0111\u00f3 tr\u1edf n\u00ean quan tr\u1ecdng khi c\u00e1c nh\u00f3m v\u01b0\u1ee3t qua giai \u0111o\u1ea1n demo. M\u1ed9t nguy\u00ean m\u1eabu c\u00f3 th\u1ec3 g\u1ecdi m\u1ed9t m\u00f4 h\u00ecnh v\u00e0 m\u1ed9t c\u00f4ng c\u1ee5. M\u1ed9t t\u00e1c nh\u00e2n s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 ch\u1ea1m v\u00e0o kho l\u01b0u tr\u1eef, t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9, h\u1ed3 s\u01a1 kh\u00e1ch h\u00e0ng, h\u00e0nh \u0111\u1ed9ng thanh to\u00e1n, v\u00e9 h\u1ed7 tr\u1ee3, ho\u1eb7c h\u1ec7 th\u1ed1ng quy tr\u00ecnh l\u00e0m vi\u1ec7c. T\u1ea1i th\u1eddi \u0111i\u1ec3m \u0111\u00f3, c\u00e2u h\u1ecfi kh\u00f3 kh\u00f4ng c\u00f2n l\u00e0 \u201cch\u00fang ta n\u00ean s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh n\u00e0o?\u201d m\u00e0 tr\u1edf th\u00e0nh \u201cruntime n\u00e0o ki\u1ec3m so\u00e1t m\u00f4 h\u00ecnh khi n\u00f3 ho\u1ea1t \u0111\u1ed9ng?\u201d<\/p>\n\n\n\n<p>ShareAI ph\u00f9 h\u1ee3p v\u1edbi ng\u0103n x\u1ebfp \u0111\u00f3 nh\u01b0 l\u00e0 th\u1ecb tr\u01b0\u1eddng AI v\u00e0 l\u1edbp API cho truy c\u1eadp m\u00f4 h\u00ecnh, \u0111\u1ecbnh tuy\u1ebfn, chuy\u1ec3n \u0111\u1ed5i d\u1ef1 ph\u00f2ng, v\u00e0 kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb th\u1ecb tr\u01b0\u1eddng. C\u00e1c nh\u00f3m c\u00f3 th\u1ec3 <a href=\"https:\/\/shareai.now\/models\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=ai-agent-harness-production-runtime\">so s\u00e1nh c\u00e1c m\u00f4 h\u00ecnh<\/a>, \u0111\u1ecbnh tuy\u1ebfn l\u01b0u l\u01b0\u1ee3ng qua m\u1ed9t API, v\u00e0 gi\u1eef cho vi\u1ec7c s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng trong khi \u1ee9ng d\u1ee5ng ho\u1eb7c b\u1ed9 harness xung quanh v\u1eabn n\u1eb1m ngo\u00e0i ShareAI.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">B\u1ed9 harness t\u00e1c nh\u00e2n AI th\u1ef1c s\u1ef1 l\u00e0m g\u00ec<\/h2>\n\n\n\n<p>M\u1ed9t b\u1ed9 harness t\u00e1c nh\u00e2n AI qu\u1ea3n l\u00fd v\u00f2ng l\u1eb7p th\u1ef1c thi xung quanh m\u1ed9t m\u00f4 h\u00ecnh. M\u1eabu ph\u1ed5 bi\u1ebfn l\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch, h\u00e0nh \u0111\u1ed9ng, quan s\u00e1t, v\u00e0 quy\u1ebft \u0111\u1ecbnh c\u00f3 ti\u1ebfp t\u1ee5c hay kh\u00f4ng. B\u1ed9 harness g\u1eedi c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh, k\u00edch ho\u1ea1t c\u00f4ng c\u1ee5, nh\u1eadn k\u1ebft qu\u1ea3 c\u00f4ng c\u1ee5, c\u1eadp nh\u1eadt ng\u1eef c\u1ea3nh, v\u00e0 d\u1eebng l\u1ea1i khi nhi\u1ec7m v\u1ee5 ho\u00e0n th\u00e0nh ho\u1eb7c \u0111\u1ea1t \u0111\u1ebfn gi\u1edbi h\u1ea1n.<\/p>\n\n\n\n<p>Runtime c\u0169ng x\u1eed l\u00fd c\u00e1c ph\u1ea7n l\u00e0m cho c\u00e1c t\u00e1c nh\u00e2n s\u1ea3n xu\u1ea5t kh\u00e1c bi\u1ec7t v\u1edbi chatbot: quy\u1ec1n c\u00f4ng c\u1ee5, x\u1eed l\u00fd b\u00ed m\u1eadt, ph\u00ea duy\u1ec7t cho c\u00e1c h\u00e0nh \u0111\u1ed9ng r\u1ee7i ro, kh\u1ea3 n\u0103ng quan s\u00e1t, theo d\u00f5i chi ph\u00ed, tr\u1ea1ng th\u00e1i, th\u1eed l\u1ea1i, v\u00e0 th\u1ef1c thi trong sandbox. N\u1ebfu kh\u00f4ng c\u00f3 l\u1edbp \u0111\u00f3, m\u1ed7i nh\u00f3m c\u00f3 xu h\u01b0\u1edbng x\u00e2y d\u1ef1ng l\u1ea1i c\u00f9ng m\u1ed9t h\u1ec7 th\u1ed1ng d\u1ec5 v\u1ee1 xung quanh m\u1ed7i t\u00e1c nh\u00e2n.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Truy c\u1eadp m\u00f4 h\u00ecnh:<\/strong> ch\u1ecdn v\u00e0 g\u1ecdi m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p cho nhi\u1ec7m v\u1ee5.<\/li>\n<li><strong>\u0110\u1ecbnh tuy\u1ebfn c\u00f4ng c\u1ee5:<\/strong> k\u1ebft n\u1ed1i t\u00e1c nh\u00e2n v\u1edbi API, c\u00f4ng c\u1ee5 MCP, c\u01a1 s\u1edf d\u1eef li\u1ec7u, t\u1ec7p, ho\u1eb7c th\u1ef1c thi m\u00e3.<\/li>\n<li><strong>Ki\u1ec3m so\u00e1t ng\u1eef c\u1ea3nh:<\/strong> gi\u1eef c\u00f4ng vi\u1ec7c d\u00e0i h\u1ea1n trong c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh m\u00f4 h\u00ecnh h\u1eefu \u00edch.<\/li>\n<li><strong>Ph\u00ea duy\u1ec7t:<\/strong> t\u1ea1m d\u1eebng c\u00e1c h\u00e0nh \u0111\u1ed9ng ph\u00e1 ho\u1ea1i ho\u1eb7c nh\u1ea1y c\u1ea3m tr\u01b0\u1edbc khi ch\u00fang \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n.<\/li>\n<li><strong>X\u1eed l\u00fd th\u00f4ng tin x\u00e1c th\u1ef1c:<\/strong> gi\u1eef c\u00e1c kh\u00f3a nh\u00e0 cung c\u1ea5p v\u00e0 m\u00e3 th\u00f4ng b\u00e1o c\u00f4ng c\u1ee5 kh\u1ecfi c\u00e1c l\u1eddi nh\u1eafc v\u00e0 c\u1ea5u h\u00ecnh c\u1ee7a t\u00e1c nh\u00e2n.<\/li>\n<li><strong>Kh\u1ea3 n\u0103ng quan s\u00e1t:<\/strong> theo d\u00f5i c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh, cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5, \u0111\u1ed9 tr\u1ec5, m\u00e3 th\u00f4ng b\u00e1o v\u00e0 chi ph\u00ed cho m\u1ed7i l\u1ea7n ch\u1ea1y.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">T\u1ea1i sao khung l\u00e0m vi\u1ec7c l\u00e0 quy\u1ebft \u0111\u1ecbnh th\u1ef1c s\u1ef1 gi\u1eefa x\u00e2y d\u1ef1ng v\u00e0 mua<\/h2>\n\n\n\n<p>C\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh t\u01b0\u01a1ng \u0111\u1ed1i \u0111\u01a1n gi\u1ea3n. \u0110\u1ecbnh ngh\u0129a c\u00f4ng c\u1ee5 ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a. Ph\u1ea7n \u0111\u1eaft \u0111\u1ecf l\u00e0 th\u1eddi gian ch\u1ea1y l\u1eb7p l\u1ea1i xung quanh m\u00f4 h\u00ecnh: v\u00f2ng \u0111\u1eddi sandbox, th\u1eed l\u1ea1i, ng\u00e2n s\u00e1ch, ph\u00ea duy\u1ec7t, nh\u1eadt k\u00fd ki\u1ec3m to\u00e1n, quy\u1ec1n, n\u00e9n ng\u1eef c\u1ea3nh v\u00e0 kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb chi ph\u00ed t\u1eebng b\u01b0\u1edbc.<\/p>\n\n\n\n<p>N\u1ebfu m\u1ed7i nh\u00f3m n\u1ed9i b\u1ed9 x\u00e2y d\u1ef1ng khung l\u00e0m vi\u1ec7c \u0111\u00f3 m\u1ed9t c\u00e1ch \u0111\u1ed9c l\u1eadp, m\u1ed7i nh\u00f3m c\u0169ng s\u1edf h\u1eefu m\u1ed9t m\u00f4 h\u00ecnh b\u1ea3o m\u1eadt kh\u00e1c nhau. M\u1ed9t nh\u00f3m c\u00f3 th\u1ec3 c\u00f3 nh\u1eadt k\u00fd ki\u1ec3m to\u00e1n m\u1ea1nh nh\u01b0ng v\u1ec7 sinh th\u00f4ng tin x\u00e1c th\u1ef1c y\u1ebfu. Nh\u00f3m kh\u00e1c c\u00f3 th\u1ec3 c\u00f3 quy\u1ec1n truy c\u1eadp c\u00f4ng c\u1ee5 nh\u01b0ng kh\u00f4ng c\u00f3 c\u1ed5ng ph\u00ea duy\u1ec7t. Nh\u00f3m th\u1ee9 ba c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng t\u1ed1t cho m\u1ed9t quy tr\u00ecnh l\u00e0m vi\u1ec7c nh\u01b0ng th\u1ea5t b\u1ea1i khi m\u1ed9t nhi\u1ec7m v\u1ee5 d\u00e0i l\u00e0m \u0111\u1ea7y c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh.<\/p>\n\n\n\n<p>M\u1ed9t khung l\u00e0m vi\u1ec7c chung cung c\u1ea5p cho c\u00e1c nh\u00f3m n\u1ec1n t\u1ea3ng m\u1ed9t n\u01a1i \u0111\u1ec3 \u0111\u1ecbnh ngh\u0129a c\u00e1c k\u1ef3 v\u1ecdng th\u1eddi gian ch\u1ea1y. C\u00e1c nh\u00f3m \u1ee9ng d\u1ee5ng v\u1eabn s\u1edf h\u1eefu h\u01b0\u1edbng d\u1eabn t\u00e1c nh\u00e2n, quy tr\u00ecnh l\u00e0m vi\u1ec7c v\u00e0 logic s\u1ea3n ph\u1ea9m c\u1ee7a h\u1ecd, nh\u01b0ng c\u00e1c ki\u1ec3m so\u00e1t chung kh\u00f4ng c\u1ea7n ph\u1ea3i \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng l\u1ea1i t\u1eeb \u0111\u1ea7u.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">C\u00e1c kh\u1ea3 n\u0103ng khung l\u00e0m vi\u1ec7c c\u1ee7a t\u00e1c nh\u00e2n AI \u0111\u1ec3 \u0111\u00e1nh gi\u00e1<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Kh\u1ea3 n\u0103ng<\/th><th>T\u1ea1i sao \u0111i\u1ec1u n\u00e0y quan tr\u1ecdng<\/th><\/tr><\/thead><tbody><tr><td>\u0110\u1ecbnh tuy\u1ebfn m\u00f4 h\u00ecnh t\u1eadp trung<\/td><td>Cho ph\u00e9p c\u00e1c nh\u00f3m ch\u1ecdn m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean gi\u00e1 c\u1ea3, \u0111\u1ed9 tr\u1ec5, t\u00ednh kh\u1ea3 d\u1ee5ng v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi nhi\u1ec7m v\u1ee5 thay v\u00ec m\u00e3 h\u00f3a c\u1ee9ng m\u1ed9t nh\u00e0 cung c\u1ea5p.<\/td><\/tr><tr><td>Qu\u1ea3n tr\u1ecb c\u00f4ng c\u1ee5<\/td><td>Ki\u1ec3m so\u00e1t c\u00f4ng c\u1ee5 m\u00e0 t\u00e1c nh\u00e2n c\u00f3 th\u1ec3 g\u1ecdi, d\u01b0\u1edbi danh t\u00ednh n\u00e0o v\u00e0 v\u1edbi quy\u1ec1n n\u00e0o.<\/td><\/tr><tr><td>C\u1ed5ng ph\u00ea duy\u1ec7t<\/td><td>D\u1eebng c\u00e1c h\u00e0nh \u0111\u1ed9ng nh\u1ea1y c\u1ea3m, ch\u1eb3ng h\u1ea1n nh\u01b0 ho\u00e0n ti\u1ec1n, x\u00f3a, tri\u1ec3n khai ho\u1eb7c thay \u0111\u1ed5i d\u1eef li\u1ec7u, cho \u0111\u1ebfn khi c\u00f3 s\u1ef1 ch\u1ea5p thu\u1eadn c\u1ee7a con ng\u01b0\u1eddi.<\/td><\/tr><tr><td>C\u00e1ch ly th\u00f4ng tin x\u00e1c th\u1ef1c<\/td><td>Gi\u1eef c\u00e1c kh\u00f3a API v\u00e0 m\u00e3 th\u00f4ng b\u00e1o kh\u1ecfi c\u00e1c l\u1eddi nh\u1eafc, \u0111\u1ecbnh ngh\u0129a t\u00e1c nh\u00e2n, nh\u1eadt k\u00fd v\u00e0 kho l\u01b0u tr\u1eef.<\/td><\/tr><tr><td>M\u00f4i tr\u01b0\u1eddng c\u00e1ch ly (Sandboxing)<\/td><td>Cho ph\u00e9p c\u00e1c thao t\u00e1c m\u00e3 ho\u1eb7c t\u1ec7p m\u00e0 kh\u00f4ng c\u1ea7n cung c\u1ea5p cho t\u00e1c nh\u00e2n quy\u1ec1n truy c\u1eadp tr\u1ef1c ti\u1ebfp v\u00e0o m\u00f4i tr\u01b0\u1eddng m\u00e1y ch\u1ee7.<\/td><\/tr><tr><td>Theo d\u00f5i t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i<\/td><td>Hi\u1ec3n th\u1ecb nh\u1eefng g\u00ec \u0111\u00e3 x\u1ea3y ra trong m\u1ed7i l\u1ea7n ch\u1ea1y, bao g\u1ed3m c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh, cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5, m\u00e3 th\u00f4ng b\u00e1o, \u0111\u1ed9 tr\u1ec5 v\u00e0 chi ph\u00ed.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>M\u00f4 h\u00ecnh <a href=\"https:\/\/modelcontextprotocol.io\/specification\/2024-11-05\/index?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=ai-agent-harness-production-runtime\">Giao th\u1ee9c ng\u1eef c\u1ea3nh m\u00f4 h\u00ecnh<\/a> l\u00e0 m\u1ed9t l\u00fd do khi\u1ebfn l\u1edbp n\u00e0y ng\u00e0y c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n. MCP cung c\u1ea5p cho c\u00e1c \u1ee9ng d\u1ee5ng AI m\u1ed9t c\u00e1ch k\u1ebft n\u1ed1i nh\u1ea5t qu\u00e1n h\u01a1n v\u1edbi c\u00e1c c\u00f4ng c\u1ee5, t\u00e0i nguy\u00ean v\u00e0 l\u1eddi nh\u1eafc. S\u1ef1 nh\u1ea5t qu\u00e1n \u0111\u00f3 r\u1ea5t h\u1eefu \u00edch, nh\u01b0ng n\u00f3 c\u0169ng c\u00f3 ngh\u0129a l\u00e0 quy\u1ec1n truy c\u1eadp c\u00f4ng c\u1ee5 c\u1ea7n m\u1ed9t m\u00f4 h\u00ecnh qu\u1ea3n tr\u1ecb. B\u1ed9 \u0111i\u1ec1u khi\u1ec3n quy\u1ebft \u0111\u1ecbnh c\u00e1ch c\u00e1c c\u00f4ng c\u1ee5 \u0111\u00f3 \u0111\u01b0\u1ee3c ch\u1ecdn, \u1ee7y quy\u1ec1n, quan s\u00e1t v\u00e0 h\u1ea1n ch\u1ebf.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">V\u1ecb tr\u00ed c\u1ee7a ShareAI trong ng\u0103n x\u1ebfp b\u1ed9 \u0111i\u1ec1u khi\u1ec3n t\u00e1c nh\u00e2n<\/h2>\n\n\n\n<p>ShareAI kh\u00f4ng ph\u1ea3i l\u00e0 b\u1ed9 \u0111i\u1ec1u khi\u1ec3n t\u00e1c nh\u00e2n v\u00e0 kh\u00f4ng x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng ho\u1eb7c t\u00e1c nh\u00e2n cho b\u1ea1n. \u0110\u00e2y l\u00e0 th\u1ecb tr\u01b0\u1eddng AI v\u00e0 l\u1edbp API c\u00f3 th\u1ec3 n\u1eb1m ph\u00eda sau m\u1ed9t t\u00e1c nh\u00e2n, s\u1ea3n ph\u1ea9m, plugin, quy tr\u00ecnh l\u00e0m vi\u1ec7c ho\u1eb7c \u1ee9ng d\u1ee5ng t\u1ef1 l\u01b0u tr\u1eef c\u1ea7n quy\u1ec1n truy c\u1eadp m\u00f4 h\u00ecnh v\u00e0 kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb s\u1eed d\u1ee5ng.<\/p>\n\n\n\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c nh\u00f3m x\u00e2y d\u1ef1ng t\u00e1c nh\u00e2n, \u0111i\u1ec1u \u0111\u00f3 l\u00e0m cho ShareAI h\u1eefu \u00edch theo ba c\u00e1ch th\u1ef1c t\u1ebf.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>M\u1ed9t API \u0111\u1ec3 truy c\u1eadp m\u00f4 h\u00ecnh:<\/strong> k\u1ebft n\u1ed1i v\u1edbi h\u01a1n 150 m\u00f4 h\u00ecnh th\u00f4ng qua m\u1ed9t t\u00edch h\u1ee3p thay v\u00ec k\u1ebft n\u1ed1i ri\u00eang t\u1eebng nh\u00e0 cung c\u1ea5p.<\/li>\n<li><strong>\u0110\u1ecbnh tuy\u1ebfn v\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1ef1 ph\u00f2ng:<\/strong> \u0111\u1ecbnh tuy\u1ebfn y\u00eau c\u1ea7u theo l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh, gi\u00e1 c\u1ea3, \u0111\u1ed9 tr\u1ec5, kh\u1ea3 d\u1ee5ng v\u00e0 t\u00edn hi\u1ec7u \u0111\u1ed9 tin c\u1eady khi \u1ee9ng d\u1ee5ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 s\u1eed d\u1ee5ng c\u00e1c \u0111i\u1ec1u khi\u1ec3n \u0111\u00f3.<\/li>\n<li><strong>Hi\u1ec3n th\u1ecb m\u1ee9c s\u1eed d\u1ee5ng:<\/strong> gi\u1eef cho vi\u1ec7c ti\u00eau th\u1ee5 m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng \u0111\u1ec3 c\u00e1c nh\u00f3m c\u00f3 th\u1ec3 l\u00fd gi\u1ea3i v\u1ec1 chi ph\u00ed, m\u00f4 h\u00ecnh l\u01b0u l\u01b0\u1ee3ng, v\u00e0 h\u00e0nh vi s\u1ea3n ph\u1ea9m.<\/li>\n<\/ul>\n\n\n\n<p>Ng\u01b0\u1eddi x\u00e2y d\u1ef1ng c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ShareAI khi t\u00e1c nh\u00e2n l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a \u1ee9ng d\u1ee5ng m\u00e0 h\u1ecd s\u1edf h\u1eefu b\u00ean ngo\u00e0i ShareAI. Trong tr\u01b0\u1eddng h\u1ee3p \u0111\u00f3, Ng\u01b0\u1eddi x\u00e2y d\u1ef1ng \u0111\u1ecbnh tuy\u1ebfn l\u01b0u l\u01b0\u1ee3ng suy lu\u1eadn AI qua ShareAI, \u0111\u1eb7t ph\u1ee5 ph\u00ed ho\u1eb7c bi\u00ean l\u1ee3i nhu\u1eadn, cho ph\u00e9p kh\u00e1ch h\u00e0ng thanh to\u00e1n ShareAI cho vi\u1ec7c s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn, v\u00e0 nh\u1eadn c\u00e1c kho\u1ea3n thanh to\u00e1n h\u00e0ng th\u00e1ng d\u1ef1a tr\u00ean thu nh\u1eadp t\u1ea1o ra. \u1ee8ng d\u1ee5ng v\u1eabn \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng v\u00e0 ki\u1ec3m so\u00e1t b\u00ean ngo\u00e0i ShareAI.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Nh\u1eefng g\u00ec c\u1ea7n theo d\u00f5i trong c\u00e1c l\u1ea7n ch\u1ea1y t\u00e1c nh\u00e2n s\u1ea3n xu\u1ea5t<\/h2>\n\n\n\n<p>C\u00e1c t\u00e1c nh\u00e2n s\u1ea3n xu\u1ea5t c\u1ea7n nhi\u1ec1u h\u01a1n nh\u1eadt k\u00fd y\u00eau c\u1ea7u. M\u1ed9t d\u1ea5u v\u1ebft h\u1eefu \u00edch n\u00ean hi\u1ec3n th\u1ecb c\u00e1c b\u01b0\u1edbc \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp c\u1ee7a m\u1ed9t l\u1ea7n ch\u1ea1y: c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh, cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5, ph\u00ea duy\u1ec7t, h\u00e0nh \u0111\u1ed9ng sandbox, th\u1eed l\u1ea1i, s\u1ed1 l\u01b0\u1ee3ng token, \u0111\u1ed9 tr\u1ec5, v\u00e0 chi ph\u00ed. OpenTelemetry m\u00f4 t\u1ea3 d\u1ea5u v\u1ebft nh\u01b0 c\u00e1c t\u1eadp h\u1ee3p c\u1ee7a c\u00e1c span \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i b\u1edfi c\u00e1c m\u1ed1i quan h\u1ec7 cha-con, \u0111\u00e2y c\u0169ng l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh t\u01b0 duy h\u1eefu \u00edch cho c\u00e1c l\u1ea7n ch\u1ea1y t\u00e1c nh\u00e2n: m\u1ed7i b\u01b0\u1edbc c\u1ee7a t\u00e1c nh\u00e2n n\u00ean c\u00f3 th\u1ec3 quy tr\u00e1ch nhi\u1ec7m b\u00ean trong nhi\u1ec7m v\u1ee5 l\u1edbn h\u01a1n.<\/p>\n\n\n\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c nh\u00f3m t\u00e1c nh\u00e2n, m\u1ee5c ti\u00eau r\u1ea5t \u0111\u01a1n gi\u1ea3n. Khi c\u00f3 \u0111i\u1ec1u g\u00ec \u0111\u00f3 sai, b\u1ea1n n\u00ean c\u00f3 th\u1ec3 tr\u1ea3 l\u1eddi: m\u00f4 h\u00ecnh n\u00e0o \u0111\u00e3 ph\u1ea3n h\u1ed3i, c\u00f4ng c\u1ee5 n\u00e0o \u0111\u00e3 \u0111\u01b0\u1ee3c g\u1ecdi, d\u1eef li\u1ec7u n\u00e0o \u0111\u00e3 \u0111\u01b0\u1ee3c truy\u1ec1n, ai \u0111\u00e3 ph\u00ea duy\u1ec7t, bao nhi\u00eau token \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng, m\u1ea5t bao l\u00e2u, v\u00e0 chi ph\u00ed l\u00e0 bao nhi\u00eau. <a href=\"https:\/\/opentelemetry.io\/docs\/reference\/specification\/overview\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=ai-agent-harness-production-runtime\">\u0110\u1eb7c \u0111i\u1ec3m k\u1ef9 thu\u1eadt OpenTelemetry<\/a> l\u00e0 m\u1ed9t \u0111i\u1ec3m tham chi\u1ebfu h\u1eefu \u00edch cho c\u00e1c nh\u00f3m chu\u1ea9n h\u00f3a kh\u1ea3 n\u0103ng quan s\u00e1t tr\u00ean c\u00e1c d\u1ecbch v\u1ee5.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Nh\u1eefng l\u1ed7i ph\u1ed5 bi\u1ebfn khi s\u1eed d\u1ee5ng khung t\u00e1c nh\u00e2n AI<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0110\u1eb7t b\u00ed m\u1eadt trong \u0111\u1ecbnh ngh\u0129a t\u00e1c nh\u00e2n:<\/strong> b\u00ed m\u1eadt n\u00ean \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd b\u00ean ngo\u00e0i c\u00e1c l\u1eddi nh\u1eafc, c\u1ea5u h\u00ecnh, v\u00e0 m\u1eabu t\u00e1c nh\u00e2n c\u00f3 th\u1ec3 t\u00e1i s\u1eed d\u1ee5ng.<\/li>\n<li><strong>Xem t\u1ea5t c\u1ea3 c\u00e1c c\u00f4ng c\u1ee5 l\u00e0 an to\u00e0n:<\/strong> c\u00e1c c\u00f4ng c\u1ee5 ch\u1ec9 \u0111\u1ecdc, c\u00f4ng c\u1ee5 ghi, v\u00e0 c\u00f4ng c\u1ee5 ph\u00e1 h\u1ee7y c\u1ea7n c\u00e1c \u0111i\u1ec1u khi\u1ec3n kh\u00e1c nhau.<\/li>\n<li><strong>B\u1ecf qua vi\u1ec7c quy tr\u00e1ch nhi\u1ec7m theo t\u1eebng ng\u01b0\u1eddi d\u00f9ng:<\/strong> C\u00e1c kh\u00f3a chia s\u1ebb l\u00e0m cho vi\u1ec7c ki\u1ec3m tra ai \u0111\u00e3 g\u00e2y ra cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh ho\u1eb7c h\u00e0nh \u0111\u1ed9ng c\u00f4ng c\u1ee5 tr\u1edf n\u00ean kh\u00f3 kh\u0103n h\u01a1n.<\/li>\n<li><strong>B\u1ecf qua chi ph\u00ed cho \u0111\u1ebfn khi h\u00f3a \u0111\u01a1n \u0111\u1ebfn:<\/strong> C\u00e1c v\u00f2ng l\u1eb7p c\u1ee7a agent c\u00f3 th\u1ec3 t\u0103ng nhanh vi\u1ec7c s\u1eed d\u1ee5ng token khi kh\u00f4ng qu\u1ea3n l\u00fd \u0111\u01b0\u1ee3c vi\u1ec7c th\u1eed l\u1ea1i, k\u1ebft qu\u1ea3 c\u00f4ng c\u1ee5 v\u00e0 ng\u1eef c\u1ea3nh d\u00e0i.<\/li>\n<li><strong>\u0110\u1ec3 m\u1ed7i nh\u00f3m t\u1ef1 x\u00e2y d\u1ef1ng runtime c\u1ee7a m\u00ecnh:<\/strong> C\u00f4ng vi\u1ec7c khung b\u1ecb tr\u00f9ng l\u1eb7p t\u1ea1o ra s\u1ef1 qu\u1ea3n tr\u1ecb kh\u00f4ng nh\u1ea5t qu\u00e1n v\u00e0 \u0111\u1ed9 tin c\u1eady kh\u00f4ng \u0111\u1ed3ng \u0111\u1ec1u.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Khi n\u00e0o n\u00ean b\u1eaft \u0111\u1ea7u v\u1edbi ShareAI<\/h2>\n\n\n\n<p>B\u1eaft \u0111\u1ea7u v\u1edbi ShareAI khi agent ho\u1eb7c \u1ee9ng d\u1ee5ng c\u1ea7n truy c\u1eadp m\u00f4 h\u00ecnh linh ho\u1ea1t tr\u01b0\u1edbc khi quy\u1ebft \u0111\u1ecbnh khung \u0111\u01b0\u1ee3c ho\u00e0n t\u1ea5t. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng <a href=\"https:\/\/console.shareai.now\/chat\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=ai-agent-harness-production-runtime\">S\u00e2n ch\u01a1i<\/a> \u0111\u1ec3 ki\u1ec3m tra h\u00e0nh vi m\u00f4 h\u00ecnh, xem x\u00e9t c\u00e1c t\u00f9y ch\u1ecdn m\u00f4 h\u00ecnh trong th\u1ecb tr\u01b0\u1eddng, v\u00e0 s\u1eed d\u1ee5ng <a href=\"https:\/\/shareai.now\/documentation\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=ai-agent-harness-production-runtime\">T\u00e0i li\u1ec7u<\/a> khi b\u1ea1n s\u1eb5n s\u00e0ng t\u00edch h\u1ee3p m\u1ed9t API.<\/p>\n\n\n\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c nh\u00f3m s\u1ea3n ph\u1ea9m, ki\u1ebfn tr\u00fac s\u1ea1ch th\u01b0\u1eddng \u0111\u01b0\u1ee3c ph\u00e2n l\u1edbp. \u1ee8ng d\u1ee5ng s\u1edf h\u1eefu tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng. Khung s\u1edf h\u1eefu h\u00e0nh vi runtime c\u1ee7a agent. ShareAI x\u1eed l\u00fd truy c\u1eadp m\u00f4 h\u00ecnh AI, \u0111\u1ecbnh tuy\u1ebfn, t\u00edn hi\u1ec7u th\u1ecb tr\u01b0\u1eddng, h\u00f3a \u0111\u01a1n, v\u00e0 kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb s\u1eed d\u1ee5ng n\u01a1i c\u00e1c kh\u1ea3 n\u0103ng \u0111\u00f3 ph\u00f9 h\u1ee3p v\u1edbi quy tr\u00ecnh l\u00e0m vi\u1ec7c.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Khung agent AI l\u00e0 g\u00ec?<\/h3>\n\n\n<p>Khung agent AI l\u00e0 l\u1edbp runtime xung quanh m\u1ed9t m\u00f4 h\u00ecnh. N\u00f3 qu\u1ea3n l\u00fd v\u00f2ng l\u1eb7p c\u1ee7a agent, c\u00e1c cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5, ng\u1eef c\u1ea3nh, th\u00f4ng tin x\u00e1c th\u1ef1c, ph\u00ea duy\u1ec7t, m\u00f4i tr\u01b0\u1eddng th\u1eed nghi\u1ec7m, theo d\u00f5i, v\u00e0 kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb chi ph\u00ed.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Khung agent AI c\u00f3 gi\u1ed1ng nh\u01b0 khung framework c\u1ee7a agent kh\u00f4ng?<\/h3>\n\n\n<p>Kh\u00f4ng. Framework gi\u00fap c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n \u0111\u1ecbnh ngh\u0129a h\u00e0nh vi c\u1ee7a agent. Khung ch\u1ea1y v\u00e0 qu\u1ea3n l\u00fd h\u00e0nh vi \u0111\u00f3 trong s\u1ea3n xu\u1ea5t v\u1edbi c\u00e1c ki\u1ec3m so\u00e1t nh\u01b0 quy\u1ec1n, theo d\u00f5i, ph\u00ea duy\u1ec7t, v\u00e0 gi\u1edbi h\u1ea1n runtime.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ShareAI ph\u00f9 h\u1ee3p \u1edf \u0111\u00e2u trong khung agent AI?<\/h3>\n\n\n<p>ShareAI ph\u00f9 h\u1ee3p nh\u01b0 m\u1ed9t th\u1ecb tr\u01b0\u1eddng AI v\u00e0 l\u1edbp API \u0111\u1ec3 truy c\u1eadp m\u00f4 h\u00ecnh, \u0111\u1ecbnh tuy\u1ebfn, chuy\u1ec3n \u0111\u1ed5i d\u1ef1 ph\u00f2ng, hi\u1ec3n th\u1ecb s\u1eed d\u1ee5ng v\u00e0 thanh to\u00e1n. Agent ho\u1eb7c \u1ee9ng d\u1ee5ng \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng b\u00ean ngo\u00e0i ShareAI.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ShareAI c\u00f3 th\u1ec3 thay th\u1ebf m\u1ed9t b\u1ed9 khung agent kh\u00f4ng?<\/h3>\n\n\n<p>Kh\u00f4ng. ShareAI kh\u00f4ng cung c\u1ea5p to\u00e0n b\u1ed9 runtime c\u1ee7a agent. N\u00f3 c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 l\u1edbp truy c\u1eadp v\u00e0 \u0111\u1ecbnh tuy\u1ebfn m\u00f4 h\u00ecnh m\u00e0 m\u1ed9t b\u1ed9 khung agent ho\u1eb7c \u1ee9ng d\u1ee5ng g\u1ecdi \u0111\u1ebfn.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">T\u1ea1i sao c\u00e1c agent s\u1ea3n xu\u1ea5t c\u1ea7n c\u1ed5ng ph\u00ea duy\u1ec7t?<\/h3>\n\n\n<p>C\u00e1c c\u1ed5ng ph\u00ea duy\u1ec7t gi\u1ea3m r\u1ee7i ro khi m\u1ed9t agent c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c h\u00e0nh \u0111\u1ed9ng nh\u1ea1y c\u1ea3m, ch\u1eb3ng h\u1ea1n nh\u01b0 x\u00f3a d\u1eef li\u1ec7u, ho\u00e0n ti\u1ec1n, tri\u1ec3n khai m\u00e3, thay \u0111\u1ed5i h\u1ed3 s\u01a1 ho\u1eb7c g\u1ecdi c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1eb7c quy\u1ec1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">T\u1ea1i sao th\u00f4ng tin \u0111\u0103ng nh\u1eadp n\u00ean \u0111\u01b0\u1ee3c gi\u1eef ngo\u00e0i \u0111\u1ecbnh ngh\u0129a agent?<\/h3>\n\n\n<p>Th\u00f4ng tin \u0111\u0103ng nh\u1eadp trong \u0111\u1ecbnh ngh\u0129a agent c\u00f3 th\u1ec3 b\u1ecb r\u00f2 r\u1ec9 qua kho l\u01b0u tr\u1eef, nh\u1eadt k\u00fd, xu\u1ea5t kh\u1ea9u ho\u1eb7c c\u1ea5u h\u00ecnh sao ch\u00e9p. C\u00e1c h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t n\u00ean tham chi\u1ebfu th\u00f4ng tin \u0111\u0103ng nh\u1eadp m\u1ed9t c\u00e1ch gi\u00e1n ti\u1ebfp v\u00e0 ti\u00eam ch\u00fang th\u00f4ng qua c\u00e1c ki\u1ec3m so\u00e1t runtime \u0111\u01b0\u1ee3c ph\u00ea duy\u1ec7t.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">MCP thay \u0111\u1ed5i thi\u1ebft k\u1ebf b\u1ed9 khung agent nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n\n\n<p>MCP l\u00e0m cho c\u00e1c k\u1ebft n\u1ed1i c\u00f4ng c\u1ee5 v\u00e0 ng\u1eef c\u1ea3nh tr\u1edf n\u00ean ti\u00eau chu\u1ea9n h\u00f3a h\u01a1n. \u0110i\u1ec1u \u0111\u00f3 l\u00e0m t\u0103ng nhu c\u1ea7u v\u1ec1 m\u1ed9t l\u1edbp b\u1ed9 khung ho\u1eb7c c\u1ed5ng \u0111i\u1ec1u h\u00e0nh c\u00e1c c\u00f4ng c\u1ee5 n\u00e0o \u0111\u01b0\u1ee3c ph\u00e9p, c\u00e1ch ch\u00fang x\u00e1c th\u1ef1c v\u00e0 c\u00e1ch c\u00e1c cu\u1ed9c g\u1ecdi \u0111\u01b0\u1ee3c ki\u1ec3m to\u00e1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">C\u00e1c nh\u00f3m n\u00ean gi\u00e1m s\u00e1t \u0111i\u1ec1u g\u00ec trong c\u00e1c l\u1ea7n ch\u1ea1y agent?<\/h3>\n\n\n<p>C\u00e1c nh\u00f3m n\u00ean gi\u00e1m s\u00e1t c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh, cu\u1ed9c g\u1ecdi c\u00f4ng c\u1ee5, ph\u00ea duy\u1ec7t, l\u1ed7i, s\u1eed d\u1ee5ng token, \u0111\u1ed9 tr\u1ec5, chi ph\u00ed, ph\u00e2n b\u1ed5 ng\u01b0\u1eddi d\u00f9ng v\u00e0 \u0111\u1ea7u ra cu\u1ed1i c\u00f9ng. N\u1ebfu kh\u00f4ng c\u00f3 c\u00e1c t\u00edn hi\u1ec7u \u0111\u00f3, c\u00e1c l\u1ed7i r\u1ea5t kh\u00f3 \u0111\u1ec3 g\u1ee1 l\u1ed7i.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0110\u1ecbnh tuy\u1ebfn m\u00f4 h\u00ecnh c\u00f3 h\u1eefu \u00edch cho c\u00e1c agent AI kh\u00f4ng?<\/h3>\n\n\n<p>C\u00f3. C\u00e1c b\u01b0\u1edbc kh\u00e1c nhau c\u1ee7a agent c\u00f3 th\u1ec3 c\u1ea7n c\u00e1c m\u00f4 h\u00ecnh kh\u00e1c nhau. \u0110\u1ecbnh tuy\u1ebfn c\u00f3 th\u1ec3 gi\u00fap c\u00e1c nh\u00f3m c\u00e2n b\u1eb1ng chi ph\u00ed, \u0111\u1ed9 tr\u1ec5, kh\u1ea3 d\u1ee5ng v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng thay v\u00ec g\u1eedi m\u1ecdi b\u01b0\u1edbc \u0111\u1ebfn m\u1ed9t m\u00f4 h\u00ecnh m\u1eb7c \u0111\u1ecbnh.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">C\u00e1c nh\u00e0 x\u00e2y d\u1ef1ng c\u00f3 th\u1ec3 ki\u1ebfm ti\u1ec1n t\u1eeb vi\u1ec7c s\u1eed d\u1ee5ng agent v\u1edbi ShareAI kh\u00f4ng?<\/h3>\n\n\n<p>C\u00f3, khi Nh\u00e0 x\u00e2y d\u1ef1ng s\u1edf h\u1eefu m\u1ed9t \u1ee9ng d\u1ee5ng b\u00ean ngo\u00e0i ShareAI v\u00e0 \u0111\u1ecbnh tuy\u1ebfn l\u01b0u l\u01b0\u1ee3ng suy lu\u1eadn AI c\u1ee7a n\u00f3 qua ShareAI. Nh\u00e0 x\u00e2y d\u1ef1ng c\u00f3 th\u1ec3 \u0111\u1eb7t m\u1ed9t m\u1ee9c l\u1ee3i nhu\u1eadn ho\u1eb7c ph\u1ee5 ph\u00ed v\u00e0 nh\u1eadn c\u00e1c kho\u1ea3n thanh to\u00e1n h\u00e0ng th\u00e1ng d\u1ef1a tr\u00ean m\u1ee9c s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c t\u1ea1o ra.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">B\u01b0\u1edbc \u0111\u1ea7u ti\u00ean \u0111\u1ec3 ki\u1ec3m tra quy\u1ec1n truy c\u1eadp m\u00f4 h\u00ecnh l\u00e0 g\u00ec?<\/h3>\n\n\n<p>S\u1eed d\u1ee5ng ShareAI Playground \u0111\u1ec3 ki\u1ec3m tra c\u00e1c m\u00f4 h\u00ecnh, sau \u0111\u00f3 t\u1ea1o kh\u00f3a API khi b\u1ea1n s\u1eb5n s\u00e0ng k\u1ebft n\u1ed1i c\u00e1c cu\u1ed9c g\u1ecdi m\u00f4 h\u00ecnh t\u1eeb \u1ee9ng d\u1ee5ng ho\u1eb7c m\u00f4i tr\u01b0\u1eddng ch\u1ea1y c\u1ee7a t\u00e1c nh\u00e2n.<\/p>","protected":false},"excerpt":{"rendered":"<p>H\u01b0\u1edbng d\u1eabn th\u1ef1c t\u1ebf v\u1ec1 l\u1edbp khai th\u00e1c t\u00e1c nh\u00e2n AI: ki\u1ec3m so\u00e1t th\u1eddi gian ch\u1ea1y, qu\u1ea3n tr\u1ecb c\u00f4ng c\u1ee5, \u0111\u1ecbnh tuy\u1ebfn, kh\u1ea3 n\u0103ng quan s\u00e1t v\u00e0 c\u00e1ch ShareAI ph\u00f9 h\u1ee3p.<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"cta-title":"Integrate one API","cta-description":"Access 150+ models with smart routing and failover.","cta-button-text":"View Docs","cta-button-link":"https:\/\/shareai.now\/documentation\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=ai-agent-harness-production-runtime","rank_math_title":"AI Agent Harness: The Runtime Layer Production Agents Need","rank_math_description":"AI agent harness guide for production teams: runtime duties, tool governance, routing, observability, and where ShareAI fits.","rank_math_focus_keyword":"AI agent harness","footnotes":""},"categories":[4,6],"tags":[89,99],"class_list":["post-2932","post","type-post","status-publish","format-standard","hentry","category-developers","category-insights","tag-agentic-workflows","tag-ai-agents"],"_links":{"self":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/2932","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/comments?post=2932"}],"version-history":[{"count":1,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/2932\/revisions"}],"predecessor-version":[{"id":2933,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/2932\/revisions\/2933"}],"wp:attachment":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/media?parent=2932"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/categories?post=2932"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/tags?post=2932"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}