{"id":2886,"date":"2026-05-07T08:37:17","date_gmt":"2026-05-07T05:37:17","guid":{"rendered":"https:\/\/shareai.now\/?p=2886"},"modified":"2026-05-07T08:37:20","modified_gmt":"2026-05-07T05:37:20","slug":"toc-do-suy-luan-cho-cac-tac-nhan-ma-hoa","status":"publish","type":"post","link":"https:\/\/shareai.now\/vi\/blog\/thong-tin-chi-tiet\/toc-do-suy-luan-cho-cac-tac-nhan-ma-hoa\/","title":{"rendered":"T\u1ed1c \u0111\u1ed9 Suy lu\u1eadn cho C\u00e1c T\u00e1c nh\u00e2n L\u1eadp tr\u00ecnh: TTFT so v\u1edbi Th\u00f4ng l\u01b0\u1ee3ng"},"content":{"rendered":"<p>T\u1ed1c \u0111\u1ed9 trong m\u00e3 h\u00f3a AI r\u1ea5t d\u1ec5 b\u1ecb \u0111\u01a1n gi\u1ea3n h\u00f3a qu\u00e1 m\u1ee9c. C\u00e1c nh\u00f3m th\u01b0\u1eddng n\u00f3i v\u1ec1 m\u1ed9t m\u00f4 h\u00ecnh ho\u1eb7c backend nh\u01b0 th\u1ec3 n\u00f3 ch\u1ec9 \u0111\u01a1n gi\u1ea3n l\u00e0 nhanh ho\u1eb7c ch\u1eadm, nh\u01b0ng quy tr\u00ecnh l\u00e0m vi\u1ec7c m\u00e3 h\u00f3a th\u1ef1c t\u1ebf chia t\u1ed1c \u0111\u1ed9 th\u00e0nh \u00edt nh\u1ea5t hai c\u00e2u h\u1ecfi kh\u00e1c nhau: t\u1ed1c \u0111\u1ed9 m\u00e0 token h\u1eefu \u00edch \u0111\u1ea7u ti\u00ean xu\u1ea5t hi\u1ec7n nhanh nh\u01b0 th\u1ebf n\u00e0o, v\u00e0 h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 duy tr\u00ec bao nhi\u00eau c\u00f4ng vi\u1ec7c khi qu\u00e1 tr\u00ecnh t\u1ea1o b\u1eaft \u0111\u1ea7u.<\/p>\n\n\n\n<p>M\u1ed9t ti\u00eau chu\u1ea9n Cline g\u1ea7n \u0111\u00e2y \u0111\u00e3 l\u00e0m cho s\u1ef1 ph\u00e2n chia \u0111\u00f3 tr\u1edf n\u00ean r\u1ea5t r\u00f5 r\u00e0ng. Trong m\u1ed9t nhi\u1ec7m v\u1ee5 lo\u1ea1i b\u1ecf ng\u1eafn, m\u1ed9t thi\u1ebft l\u1eadp d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y \u0111\u00e3 th\u1eafng v\u00ec n\u00f3 b\u1eaft \u0111\u1ea7u nhanh nh\u1ea5t. Trong m\u1ed9t b\u00e0i ki\u1ec3m tra suy lu\u1eadn th\u00f4 d\u00e0i h\u01a1n, m\u1ed9t thi\u1ebft l\u1eadp DGX Spark c\u1ee5c b\u1ed9 \u0111\u00e3 cung c\u1ea5p th\u00f4ng l\u01b0\u1ee3ng duy tr\u00ec m\u1ea1nh m\u1ebd h\u01a1n nhi\u1ec1u so v\u1edbi m\u1ed9t GPU ti\u00eau d\u00f9ng ch\u1ea1y c\u00f9ng m\u00f4 h\u00ecnh v\u1edbi vi\u1ec7c t\u1ea3i b\u1ed9 nh\u1edb n\u1eb7ng. \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00f3m ch\u1ecdn n\u01a1i ch\u1ea1y c\u00e1c t\u00e1c nh\u00e2n m\u00e3 h\u00f3a, s\u1ef1 kh\u00e1c bi\u1ec7t \u0111\u00f3 r\u1ea5t quan tr\u1ecdng.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">So s\u00e1nh nhanh: nh\u1eefng g\u00ec b\u00e0i ki\u1ec3m tra \u0111\u00e3 ch\u1ec9 ra<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>M\u1ed9t thi\u1ebft l\u1eadp Mac d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y \u0111\u00e3 th\u1eafng nhi\u1ec7m v\u1ee5 \u201cThunderdome\u201d ng\u1eafn trong 1,04 gi\u00e2y.<\/li>\n\n\n\n<li>C\u00f9ng ti\u00eau chu\u1ea9n \u0111\u00f3 \u0111o \u0111\u01b0\u1ee3c DGX Spark \u1edf m\u1ee9c 42,9 token m\u1ed7i gi\u00e2y trong cu\u1ed9c \u0111ua suy lu\u1eadn tr\u1ef1c ti\u1ebfp.<\/li>\n\n\n\n<li>Thi\u1ebft l\u1eadp RTX 4090 \u0111\u1ea1t 8,7 token m\u1ed7i gi\u00e2y v\u1edbi vi\u1ec7c t\u1ea3i RAM n\u1eb7ng.<\/li>\n\n\n\n<li>Th\u1eddi gian th\u1ef1c trong cu\u1ed9c \u0111ua suy lu\u1eadn tr\u1ef1c ti\u1ebfp l\u00e0 5,11 gi\u00e2y cho Mac d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y, 21,83 gi\u00e2y cho DGX Spark, v\u00e0 93,89 gi\u00e2y cho m\u00e1y tr\u1ea1m 4090.<\/li>\n<\/ul>\n\n\n\n<p>C\u00e1c chi ti\u1ebft ph\u1ea7n c\u1ee9ng gi\u00fap gi\u1ea3i th\u00edch s\u1ef1 ch\u00eanh l\u1ec7ch. NVIDIA\u2019s <a href=\"https:\/\/docs.nvidia.com\/dgx\/dgx-spark\/system-overview.html\" rel=\"nofollow noopener\" target=\"_blank\">T\u1ed5ng quan h\u1ec7 th\u1ed1ng DGX Spark<\/a> l\u00e0m n\u1ed5i b\u1eadt thi\u1ebft k\u1ebf b\u1ed9 nh\u1edb h\u1ee3p nh\u1ea5t 128 GB c\u1ee7a n\u00f3, trong khi m\u00e1y 4090 trong b\u00e0i ki\u1ec3m tra c\u00f3 24 GB VRAM v\u00e0 ph\u1ea3i t\u1ea3i ph\u1ea7n l\u1edbn m\u00f4 h\u00ecnh 120B v\u00e0o RAM h\u1ec7 th\u1ed1ng. \u0110i\u1ec1u \u0111\u00f3 thay \u0111\u1ed5i to\u00e0n b\u1ed9 h\u00ecnh d\u1ea1ng c\u1ee7a kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">T\u1ea1i sao TTFT th\u1eafng cu\u1ed9c \u0111ua ng\u1eafn<\/h2>\n\n\n\n<p>Trong m\u1ed9t nhi\u1ec7m v\u1ee5 tu\u1ea7n t\u1ef1 nh\u1ecf, th\u1eddi gian \u0111\u1ebfn token \u0111\u1ea7u ti\u00ean quy\u1ebft \u0111\u1ecbnh ng\u01b0\u1eddi chi\u1ebfn th\u1eafng. H\u1ec7 th\u1ed1ng \u0111\u1ea7u ti\u00ean hi\u1ec3u \u0111\u01b0\u1ee3c l\u1eddi nh\u1eafc, t\u1ea1o ra m\u1ed9t l\u1ec7nh h\u1ee3p l\u1ec7 v\u00e0 th\u1ef1c thi n\u00f3 s\u1ebd c\u00f3 l\u1ee3i th\u1ebf m\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c c\u00f3 th\u1ec3 kh\u00f4ng bao gi\u1edd ph\u1ee5c h\u1ed3i \u0111\u01b0\u1ee3c. \u0110\u00f3 ch\u00ednh x\u00e1c l\u00e0 nh\u1eefng g\u00ec \u0111\u00e3 x\u1ea3y ra trong b\u00e0i ki\u1ec3m tra Cline ng\u1eafn.<\/p>\n\n\n\n<p>C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y c\u00f3 th\u1ec3 t\u1ecfa s\u00e1ng \u1edf \u0111\u00e2y v\u00ec backend \u0111\u00e3 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho c\u00e1c \u0111\u01b0\u1eddng d\u1eabn ph\u1ea3n h\u1ed3i nhanh. N\u1ebfu kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n ch\u1ee7 y\u1ebfu l\u00e0 ph\u00e2n lo\u1ea1i nhanh, l\u1eddi nh\u1eafc ng\u1eafn, ho\u1eb7c c\u00e1c v\u00f2ng l\u1eb7p t\u00e1c nh\u00e2n nh\u1ecf n\u01a1i c\u00e2u tr\u1ea3 l\u1eddi \u0111\u1ea7u ti\u00ean quan tr\u1ecdng h\u01a1n so v\u1edbi th\u1eddi gian d\u00e0i, TTFT th\u1ea5p c\u00f3 th\u1ec3 \u0111\u00e1nh b\u1ea1i m\u1ed9t m\u00e1y c\u1ee5c b\u1ed9 m\u1ea1nh h\u01a1n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">T\u1ea1i sao th\u00f4ng l\u01b0\u1ee3ng quan tr\u1ecdng h\u01a1n trong c\u00e1c phi\u00ean m\u00e3 h\u00f3a th\u1ef1c t\u1ebf<\/h2>\n\n\n\n<p>H\u1ea7u h\u1ebft c\u00e1c phi\u00ean m\u00e3 h\u00f3a kh\u00f4ng ph\u1ea3i l\u00e0 c\u00e1c cu\u1ed9c chi\u1ebfn k\u00e9o d\u00e0i m\u1ed9t gi\u00e2y. Ch\u00fang l\u00e0 c\u00e1c v\u00f2ng l\u1eb7p d\u00e0i, l\u1ed9n x\u1ed9n v\u1edbi c\u00e1c ch\u1ec9nh s\u1eeda t\u1ec7p, g\u1ecdi c\u00f4ng c\u1ee5, th\u1eed l\u1ea1i, ch\u1ea1y th\u1eed nghi\u1ec7m, v\u00e0 h\u00e0ng tr\u0103m ho\u1eb7c h\u00e0ng ngh\u00ecn token \u0111\u01b0\u1ee3c t\u1ea1o ra. \u0110\u00f3 l\u00e0 n\u01a1i th\u00f4ng l\u01b0\u1ee3ng duy tr\u00ec b\u1eaft \u0111\u1ea7u quan tr\u1ecdng h\u01a1n so v\u1edbi s\u1ef1 b\u00f9ng n\u1ed5 ban \u0111\u1ea7u.<\/p>\n\n\n\n<p>V\u1edbi t\u1ed1c \u0111\u1ed9 42,9 token m\u1ed7i gi\u00e2y, k\u1ebft qu\u1ea3 DGX Spark cho th\u1ea5y \u0111i\u1ec1u g\u00ec x\u1ea3y ra khi m\u1ed9t m\u00f4 h\u00ecnh l\u1edbn c\u00f3 th\u1ec3 duy tr\u00ec trong b\u1ed9 nh\u1edb nhanh. Ng\u01b0\u1ee3c l\u1ea1i, k\u1ebft qu\u1ea3 4090 cho th\u1ea5y vi\u1ec7c chuy\u1ec3n t\u1ea3i tr\u1edf n\u00ean \u0111\u1eaft \u0111\u1ecf nh\u01b0 th\u1ebf n\u00e0o khi m\u00f4 h\u00ecnh qu\u00e1 l\u1edbn so v\u1edbi VRAM c\u1ee5c b\u1ed9. C\u00f9ng m\u1ed9t h\u1ecd m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 mang l\u1ea1i c\u1ea3m gi\u00e1c ho\u00e0n to\u00e0n kh\u00e1c nhau t\u00f9y thu\u1ed9c v\u00e0o c\u00e1ch b\u1ed1 tr\u00ed b\u1ed9 nh\u1edb, kh\u00f4ng ch\u1ec9 d\u1ef1a v\u00e0o th\u01b0\u01a1ng hi\u1ec7u GPU ho\u1eb7c gi\u00e1 c\u1ea3.<\/p>\n\n\n\n<p>N\u1ebfu b\u1ea1n l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c ng\u0103n x\u1ebfp c\u1ee5c b\u1ed9, <a href=\"https:\/\/docs.ollama.com\/\" rel=\"nofollow noopener\" target=\"_blank\">t\u00e0i li\u1ec7u Ollama<\/a> l\u00e0 m\u1ed9t t\u00e0i li\u1ec7u tham kh\u1ea3o t\u1ed1t v\u1ec1 c\u00e1ch c\u00e1c nh\u00f3m tri\u1ec3n khai c\u00e1c \u0111i\u1ec3m cu\u1ed1i m\u00f4 h\u00ecnh c\u1ee5c b\u1ed9 v\u00e0 d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y m\u1ed9t c\u00e1ch t\u01b0\u01a1ng th\u00edch. B\u00e0i h\u1ecdc quan tr\u1ecdng kh\u00f4ng ph\u1ea3i l\u00e0 c\u00f4ng c\u1ee5 n\u00e0o b\u1ea1n ch\u1ecdn. \u0110\u00f3 l\u00e0 k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh, s\u1ef1 ph\u00f9 h\u1ee3p v\u1edbi b\u1ed9 nh\u1edb v\u00e0 c\u1ea5u tr\u00fac li\u00ean k\u1ebft m\u1ea1ng thay \u0111\u1ed5i tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng nhi\u1ec1u h\u01a1n so v\u1edbi nh\u1eefng g\u00ec m\u1ed9t ti\u00eau \u0111\u1ec1 \u0111i\u1ec3m chu\u1ea9n \u0111\u01a1n l\u1ebb g\u1ee3i \u00fd.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">K\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh thay \u0111\u1ed5i kinh t\u1ebf h\u1ecdc<\/h2>\n\n\n\n<p>So s\u00e1nh c\u1ee7a Cline t\u1eadp trung v\u00e0o m\u1ed9t m\u00f4 h\u00ecnh 120B, \u0111i\u1ec1u n\u00e0y \u0111\u1ea9y ph\u1ea7n c\u1ee9ng ti\u00eau d\u00f9ng v\u00e0o m\u1ed9t ch\u1ebf \u0111\u1ed9 ho\u00e0n to\u00e0n kh\u00e1c. M\u1ed9t khi m\u00f4 h\u00ecnh tr\u00e0n ra kh\u1ecfi b\u1ed9 nh\u1edb nhanh, chi ph\u00ed c\u1ee7a b\u1ea1n kh\u00f4ng ch\u1ec9 c\u00f2n l\u00e0 token. B\u1ea1n c\u0169ng ph\u1ea3i tr\u1ea3 gi\u00e1 b\u1eb1ng \u0111\u1ed9 tr\u1ec5, x\u1ebfp h\u00e0ng v\u00e0 s\u1ef1 ki\u00ean nh\u1eabn c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n.<\/p>\n\n\n\n<p>\u0110\u00f3 l\u00e0 l\u00fd do t\u1ea1i sao vi\u1ec7c ch\u1ecdn c\u1ee5c b\u1ed9 hay \u0111\u00e1m m\u00e2y hi\u1ebfm khi l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn ho\u00e0n to\u00e0n mang t\u00ednh \u00fd th\u1ee9c h\u1ec7. \u0110\u00e1m m\u00e2y c\u00f3 th\u1ec3 th\u1eafng v\u1ec1 s\u1ef1 ti\u1ec7n l\u1ee3i v\u00e0 kh\u1edfi \u0111\u1ed9ng nhanh. C\u00e1c h\u1ec7 th\u1ed1ng c\u1ee5c b\u1ed9 l\u1edbn c\u00f3 th\u1ec3 th\u1eafng v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0, chi ph\u00ed bi\u00ean d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c v\u00e0 th\u00f4ng l\u01b0\u1ee3ng duy tr\u00ec. Ph\u1ea7n c\u1ee9ng ti\u00eau d\u00f9ng v\u1eabn c\u00f3 th\u1ec3 l\u00e0 l\u1ef1a ch\u1ecdn \u0111\u00fang, nh\u01b0ng th\u01b0\u1eddng d\u00e0nh cho c\u00e1c m\u00f4 h\u00ecnh nh\u1ecf h\u01a1n ph\u00f9 h\u1ee3p m\u1ed9t c\u00e1ch g\u1ecdn g\u00e0ng.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">V\u1ecb tr\u00ed c\u1ee7a ShareAI<\/h2>\n\n\n\n<p>ShareAI gi\u00fap \u00edch khi c\u00e2u tr\u1ea3 l\u1eddi t\u1ed1t nh\u1ea5t kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t backend m\u00e3i m\u00e3i. V\u1edbi <a href=\"https:\/\/shareai.now\/models\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=inference-speed-for-coding-agents\">h\u01a1n 150 m\u00f4 h\u00ecnh th\u00f4ng qua m\u1ed9t API<\/a>, b\u1ea1n c\u00f3 th\u1ec3 gi\u1eef quy tr\u00ecnh l\u00e0m vi\u1ec7c m\u00e3 h\u00f3a \u1ed5n \u0111\u1ecbnh trong khi thay \u0111\u1ed5i m\u00f4 h\u00ecnh ho\u1eb7c nh\u00e0 cung c\u1ea5p d\u1ef1a tr\u00ean c\u00f4ng vi\u1ec7c. \u0110i\u1ec1u n\u00e0y h\u1eefu \u00edch khi m\u1ed9t nhi\u1ec7m v\u1ee5 \u01b0u ti\u00ean TTFT th\u1ea5p v\u00e0 nhi\u1ec7m v\u1ee5 kh\u00e1c \u01b0u ti\u00ean \u0111\u1ea7u ra duy tr\u00ec m\u1ea1nh m\u1ebd h\u01a1n ho\u1eb7c gi\u00e1 c\u1ea3 kh\u00e1c nhau.<\/p>\n\n\n\n<p>B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng <a href=\"https:\/\/shareai.now\/documentation\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=inference-speed-for-coding-agents\">t\u00e0i li\u1ec7u ShareAI<\/a> v\u00e0 <a href=\"https:\/\/shareai.now\/docs\/api\/using-the-api\/getting-started-with-shareai-api\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=inference-speed-for-coding-agents\">B\u1eaft \u0111\u1ea7u nhanh API<\/a> \u0111\u1ec3 gi\u1eef l\u1edbp \u0111\u1ecbnh tuy\u1ebfn \u0111\u00f3 \u0111\u01a1n gi\u1ea3n. Thay v\u00ec vi\u1ebft l\u1ea1i t\u00edch h\u1ee3p c\u1ee7a b\u1ea1n m\u1ed7i khi b\u1ea1n mu\u1ed1n so s\u00e1nh c\u00e1c nh\u00e0 cung c\u1ea5p ho\u1eb7c m\u00f4 h\u00ecnh, b\u1ea1n c\u00f3 th\u1ec3 gi\u1eef t\u00e1c nh\u00e2n h\u01b0\u1edbng \u0111\u1ebfn m\u1ed9t API v\u00e0 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh backend th\u00f4ng minh h\u01a1n b\u00ean d\u01b0\u1edbi n\u00f3.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">C\u00e1ch ch\u1ecdn ng\u0103n x\u1ebfp ph\u00f9 h\u1ee3p<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ch\u1ecdn \u01b0u ti\u00ean \u0111\u00e1m m\u00e2y khi c\u00e2u tr\u1ea3 l\u1eddi \u0111\u1ea7u ti\u00ean quan tr\u1ecdng nh\u1ea5t v\u00e0 t\u1ed1c \u0111\u1ed9 thi\u1ebft l\u1eadp quan tr\u1ecdng h\u01a1n so v\u1edbi ki\u1ec3m so\u00e1t c\u1ee5c b\u1ed9.<\/li>\n\n\n\n<li>Ch\u1ecdn ph\u1ea7n c\u1ee9ng \u0111\u1ecba ph\u01b0\u01a1ng c\u00f3 b\u1ed9 nh\u1edb cao khi b\u1ea1n c\u1ea7n s\u1ef1 ri\u00eang t\u01b0, chi ph\u00ed d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c v\u00e0 th\u00f4ng l\u01b0\u1ee3ng duy tr\u00ec m\u1ea1nh m\u1ebd tr\u00ean c\u00e1c m\u00f4 h\u00ecnh l\u1edbn.<\/li>\n\n\n\n<li>Ch\u1ecdn GPU ti\u00eau d\u00f9ng m\u1ed9t c\u00e1ch c\u1ea9n th\u1eadn v\u00e0 gh\u00e9p ch\u00fang v\u1edbi k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p.<\/li>\n\n\n\n<li>Ch\u1ecdn m\u1ed9t l\u1edbp tr\u1eebu t\u01b0\u1ee3ng nh\u01b0 ShareAI khi b\u1ea1n mu\u1ed1n so s\u00e1nh, \u0111\u1ecbnh tuy\u1ebfn v\u00e0 thay \u0111\u1ed5i nh\u00e0 cung c\u1ea5p m\u00e0 kh\u00f4ng c\u1ea7n x\u00e2y d\u1ef1ng l\u1ea1i quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a m\u00ecnh.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">B\u01b0\u1edbc ti\u1ebfp theo<\/h2>\n\n\n\n<p>N\u1ebfu b\u1ea1n \u0111ang \u0111\u00e1nh gi\u00e1 t\u1ed1c \u0111\u1ed9 suy lu\u1eadn cho c\u00e1c t\u00e1c nh\u00e2n m\u00e3 h\u00f3a, \u0111\u1eebng d\u1eebng l\u1ea1i \u1edf m\u1ed9t con s\u1ed1 ti\u00eau \u0111\u1ec1. \u0110o l\u01b0\u1eddng ph\u1ea3n h\u1ed3i m\u1edf \u0111\u1ea7u, t\u1ed1c \u0111\u1ed9 t\u1ea1o duy tr\u00ec v\u00e0 c\u00e1c \u0111\u00e1nh \u0111\u1ed5i v\u1eadn h\u00e0nh quan tr\u1ecdng \u0111\u1ed1i v\u1edbi nh\u00f3m c\u1ee7a b\u1ea1n. Sau \u0111\u00f3 ch\u1ecdn m\u1ed9t l\u1edbp \u0111\u1ecbnh tuy\u1ebfn cho ph\u00e9p b\u1ea1n th\u00edch nghi khi c\u00e1c \u01b0u ti\u00ean \u0111\u00f3 thay \u0111\u1ed5i.<\/p>","protected":false},"excerpt":{"rendered":"<p>M\u1ed9t c\u00e1i nh\u00ecn th\u1ef1c t\u1ebf v\u1ec1 l\u00fd do t\u1ea1i sao th\u1eddi gian \u0111\u1ebfn token \u0111\u1ea7u ti\u00ean v\u00e0 th\u00f4ng l\u01b0\u1ee3ng duy tr\u00ec c\u00f3 th\u1ec3 t\u1ea1o ra nh\u1eefng ng\u01b0\u1eddi chi\u1ebfn th\u1eafng kh\u00e1c nhau trong quy tr\u00ecnh l\u00e0m vi\u1ec7c m\u00e3 h\u00f3a AI.<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"cta-title":"Explore AI Models","cta-description":"Compare price, latency, and availability across providers.","cta-button-text":"Browse Models","cta-button-link":"https:\/\/shareai.now\/models\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=inference-speed-for-coding-agents","rank_math_title":"Inference Speed for Coding Agents: TTFT vs Throughput","rank_math_description":"Compare inference speed for coding agents by TTFT, throughput, hardware fit, and routing strategy.","rank_math_focus_keyword":"inference speed for coding agents","footnotes":""},"categories":[6,4],"tags":[66,45,71,70,73,72],"class_list":["post-2886","post","type-post","status-publish","format-standard","hentry","category-insights","category-developers","tag-ai-coding-agents","tag-cline","tag-dgx-spark","tag-inference-speed","tag-local-vs-cloud-inference","tag-ollama"],"_links":{"self":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/2886","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=2886"}],"version-history":[{"count":2,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/2886\/revisions"}],"predecessor-version":[{"id":2888,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/2886\/revisions\/2888"}],"wp:attachment":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/media?parent=2886"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/categories?post=2886"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/tags?post=2886"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}