{"id":3114,"date":"2026-08-10T12:21:42","date_gmt":"2026-08-10T09:21:42","guid":{"rendered":"https:\/\/shareai.now\/?p=3114"},"modified":"2026-08-11T03:20:29","modified_gmt":"2026-08-11T00:20:29","slug":"nen-token-cho-llms","status":"publish","type":"post","link":"https:\/\/shareai.now\/vi\/blog\/thong-tin-chi-tiet\/nen-token-cho-llms\/","title":{"rendered":"N\u00e9n Token cho LLMs: Gi\u1ea3m Chi Ph\u00ed Ng\u1eef C\u1ea3nh Tr\u01b0\u1edbc Khi \u0110\u1ecbnh Tuy\u1ebfn"},"content":{"rendered":"

N\u00e9n token cho LLMs<\/strong> l\u00e0 th\u1ef1c h\u00e0nh thu nh\u1ecf c\u00e1c l\u1eddi nh\u1eafc, ng\u1eef c\u1ea3nh \u0111\u01b0\u1ee3c truy xu\u1ea5t, \u0111\u1ea7u ra c\u00f4ng c\u1ee5, l\u1ecbch s\u1eed tr\u00f2 chuy\u1ec7n v\u00e0 nh\u1eadt k\u00fd tr\u01b0\u1edbc khi ch\u00fang \u0111\u1ebfn m\u00f4 h\u00ecnh. N\u00f3 kh\u00f4ng thay th\u1ebf \u0111\u1ecbnh tuy\u1ebfn, \u0111\u00e1nh gi\u00e1 ho\u1eb7c chuy\u1ec3n \u0111\u1ed5i d\u1ef1 ph\u00f2ng. N\u00f3 l\u00e0m cho c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u00f3 ho\u1ea1t \u0111\u1ed9ng v\u1edbi \u0111\u1ea7u v\u00e0o s\u1ea1ch h\u01a1n.<\/p>\n\n\n\n

\u0110i\u1ec1u \u0111\u00f3 quan tr\u1ecdng v\u00ec h\u1ea7u h\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 chi ph\u00ed v\u00e0 \u0111\u1ed9 tr\u1ec5 c\u1ee7a AI b\u1eaft \u0111\u1ea7u tr\u01b0\u1edbc khi y\u00eau c\u1ea7u r\u1eddi kh\u1ecfi \u1ee9ng d\u1ee5ng c\u1ee7a b\u1ea1n. M\u1ed9t bot h\u1ed7 tr\u1ee3 c\u00f3 th\u1ec3 g\u1eedi to\u00e0n b\u1ed9 chu\u1ed7i v\u00e9 khi ch\u1ec9 c\u00f3 ba th\u00f4ng tin quan tr\u1ecdng. M\u1ed9t t\u00e1c nh\u00e2n c\u00f3 th\u1ec3 d\u00e1n to\u00e0n b\u1ed9 ph\u1ea3n h\u1ed3i c\u00f4ng c\u1ee5 khi ch\u1ec9 c\u1ea7n tr\u1ea1ng th\u00e1i, s\u1ed1 l\u01b0\u1ee3ng v\u00e0 h\u00e0nh \u0111\u1ed9ng ti\u1ebfp theo. M\u1ed9t quy tr\u00ecnh l\u00e0m vi\u1ec7c RAG c\u00f3 th\u1ec3 truy xu\u1ea5t n\u0103m \u0111o\u1ea1n khi m\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi ng\u1eafn g\u1ecdn l\u00e0 \u0111\u1ee7.<\/p>\n\n\n\n

OpenAI gi\u1ea3i th\u00edch<\/a> r\u1eb1ng vi\u1ec7c s\u1eed d\u1ee5ng API \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng b\u1eb1ng token, v\u00e0 c\u00e1c token \u0111\u00f3 \u0111\u1ebfn t\u1eeb c\u1ea3 v\u0103n b\u1ea3n \u0111\u1ea7u v\u00e0o v\u00e0 \u0111\u1ea7u ra. Ng\u1eef c\u1ea3nh d\u00e0i kh\u00f4ng ph\u1ea3i l\u00e0 ng\u1eef c\u1ea3nh mi\u1ec5n ph\u00ed. M\u1ee5c ti\u00eau kh\u00f4ng ph\u1ea3i l\u00e0 l\u00e0m m\u00f4 h\u00ecnh thi\u1ebfu d\u1eef li\u1ec7u. M\u1ee5c ti\u00eau l\u00e0 g\u1eedi ng\u1eef c\u1ea3nh nh\u1ecf nh\u1ea5t m\u00e0 v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c quy\u1ebft \u0111\u1ecbnh, b\u1eb1ng ch\u1ee9ng v\u00e0 r\u00e0ng bu\u1ed9c m\u00e0 m\u00f4 h\u00ecnh c\u1ea7n.<\/p>\n\n\n\n

T\u1ea1i sao n\u00e9n token quan tr\u1ecdng tr\u01b0\u1edbc khi \u0111\u1ecbnh tuy\u1ebfn<\/h2>\n\n\n\n

Nhi\u1ec1u nh\u00f3m ngh\u0129 r\u1eb1ng t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh: g\u1eedi c\u00f4ng vi\u1ec7c d\u1ec5 d\u00e0ng \u0111\u1ebfn m\u1ed9t m\u00f4 h\u00ecnh r\u1ebb h\u01a1n, d\u00e0nh c\u00e1c m\u00f4 h\u00ecnh cao c\u1ea5p cho c\u00f4ng vi\u1ec7c kh\u00f3 h\u01a1n v\u00e0 s\u1eed d\u1ee5ng chuy\u1ec3n \u0111\u1ed5i d\u1ef1 ph\u00f2ng khi m\u1ed9t tuy\u1ebfn nh\u00e0 cung c\u1ea5p b\u1ecb suy gi\u1ea3m. \u0110i\u1ec1u \u0111\u00f3 h\u1eefu \u00edch, nh\u01b0ng n\u00f3 b\u1ecf qua m\u1ed9t \u0111i\u1ec3m c\u01a1 b\u1ea3n: b\u1ed9 \u0111\u1ecbnh tuy\u1ebfn ch\u1ec9 nh\u00ecn th\u1ea5y y\u00eau c\u1ea7u b\u1ea1n \u0111\u01b0a cho n\u00f3.<\/p>\n\n\n\n

N\u1ebfu y\u00eau c\u1ea7u b\u1ecb ph\u00ecnh to, m\u1ecdi quy\u1ebft \u0111\u1ecbnh h\u1ea1 ngu\u1ed3n s\u1ebd tr\u1edf n\u00ean kh\u00f3 kh\u0103n h\u01a1n. M\u1ed9t m\u00f4 h\u00ecnh r\u1ebb c\u00f3 th\u1ec3 th\u1ea5t b\u1ea1i v\u00ec nh\u1eadn qu\u00e1 nhi\u1ec1u nhi\u1ec5u. M\u1ed9t m\u00f4 h\u00ecnh ti\u00ean ti\u1ebfn c\u00f3 th\u1ec3 tr\u00f4ng c\u1ea7n thi\u1ebft v\u00ec l\u1eddi nh\u1eafc b\u1ecb l\u1ed9n x\u1ed9n. Kh\u1ea3 n\u0103ng quan s\u00e1t c\u00f3 th\u1ec3 cho th\u1ea5y chi ph\u00ed cao, nh\u01b0ng kh\u00f4ng ph\u1ea3i l\u00e0 ng\u1eef c\u1ea3nh c\u00f3 th\u1ec3 tr\u00e1nh \u0111\u01b0\u1ee3c \u0111\u00e3 g\u00e2y ra \u0111i\u1ec1u \u0111\u00f3.<\/p>\n\n\n\n

N\u00e9n th\u00eam m\u1ed9t b\u01b0\u1edbc tr\u01b0\u1edbc khi truy c\u1eadp m\u00f4 h\u00ecnh: gi\u1ea3m t\u1ea3i, gi\u1eef nguy\u00ean \u00fd \u0111\u1ecbnh, sau \u0111\u00f3 \u0111\u1ecbnh tuy\u1ebfn. V\u1edbi th\u1ecb tr\u01b0\u1eddng m\u00f4 h\u00ecnh c\u1ee7a ShareAI<\/a>, y\u00eau c\u1ea7u s\u1ea1ch h\u01a1n \u0111\u00f3 sau \u0111\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 d\u1ef1a tr\u00ean l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh, gi\u00e1 c\u1ea3, \u0111\u1ed9 tr\u1ec5, t\u00ednh kh\u1ea3 d\u1ee5ng v\u00e0 nhu c\u1ea7u \u0111\u1ecbnh tuy\u1ebfn tr\u00ean m\u1ed9t API.<\/p>\n\n\n\n

Nh\u1eefng g\u00ec n\u00ean \u0111\u01b0\u1ee3c n\u00e9n?<\/h2>\n\n\n\n

Kh\u00f4ng ph\u1ea3i m\u1ecdi token \u0111\u1ec1u x\u1ee9ng \u0111\u00e1ng \u0111\u01b0\u1ee3c x\u1eed l\u00fd nh\u01b0 nhau. M\u1ed9t s\u1ed1 v\u0103n b\u1ea3n l\u00e0 quan tr\u1ecdng cho h\u01b0\u1edbng d\u1eabn. M\u1ed9t s\u1ed1 v\u0103n b\u1ea3n l\u00e0 b\u1eb1ng ch\u1ee9ng. M\u1ed9t s\u1ed1 v\u0103n b\u1ea3n ch\u1ec9 l\u00e0 d\u01b0 th\u1eeba t\u1eeb c\u00e1c b\u01b0\u1edbc tr\u01b0\u1edbc \u0111\u00f3.<\/p>\n\n\n\n

Khu v\u1ef1c \u0111\u1ea7u v\u00e0o<\/th>Ph\u01b0\u01a1ng ph\u00e1p n\u00e9n<\/th>Nh\u1eefng g\u00ec c\u1ea7n gi\u1eef l\u1ea1i<\/th><\/tr><\/thead>
L\u1ecbch s\u1eed tr\u00f2 chuy\u1ec7n<\/td>T\u00f3m t\u1eaft c\u00e1c l\u01b0\u1ee3t c\u0169 th\u00e0nh tr\u1ea1ng th\u00e1i, quy\u1ebft \u0111\u1ecbnh, r\u00e0ng bu\u1ed9c v\u00e0 c\u00e2u h\u1ecfi m\u1edf.<\/td>\u00dd \u0111\u1ecbnh c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, cam k\u1ebft, t\u00ean, s\u1edf th\u00edch v\u00e0 nhi\u1ec7m v\u1ee5 ch\u01b0a \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft.<\/td><\/tr>
C\u00e1c \u0111o\u1ea1n RAG<\/td>Truy xu\u1ea5t h\u1eb9p, lo\u1ea1i b\u1ecf tr\u00f9ng l\u1eb7p v\u00e0 tr\u00edch xu\u1ea5t c\u00e1c \u0111o\u1ea1n v\u0103n tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi hi\u1ec7n t\u1ea1i.<\/td>Tr\u00edch d\u1eabn, s\u1ef1 th\u1eadt ch\u00ednh x\u00e1c, b\u1eb1ng ch\u1ee9ng m\u00e2u thu\u1eabn v\u00e0 t\u00edn hi\u1ec7u m\u1edbi m\u1ebb.<\/td><\/tr>
K\u1ebft qu\u1ea3 c\u00f4ng c\u1ee5<\/td>Chuy\u1ec3n \u0111\u1ed5i c\u00e1c ph\u1ea3n h\u1ed3i d\u00e0i d\u00f2ng th\u00e0nh c\u00e1c tr\u01b0\u1eddng c\u1ea5u tr\u00fac g\u1ecdn g\u00e0ng.<\/td>Tr\u1ea1ng th\u00e1i, ID, s\u1ed1 l\u01b0\u1ee3ng, l\u1ed7i, d\u1ea5u th\u1eddi gian v\u00e0 h\u00e0nh \u0111\u1ed9ng ti\u1ebfp theo.<\/td><\/tr>
Nh\u1eadt k\u00fd v\u00e0 d\u1ea5u v\u1ebft<\/td>Gom nh\u00f3m c\u00e1c s\u1ef1 ki\u1ec7n l\u1eb7p l\u1ea1i v\u00e0 ch\u1ec9 gi\u1eef l\u1ea1i s\u1ef1 b\u1ea5t th\u01b0\u1eddng, s\u1ed1 l\u01b0\u1ee3ng v\u00e0 m\u1eabu li\u00ean quan.<\/td>M\u1eabu l\u1ed7i, t\u1ea7n su\u1ea5t, d\u1ecbch v\u1ee5 b\u1ecb \u1ea3nh h\u01b0\u1edfng v\u00e0 d\u00f2ng th\u1eddi gian.<\/td><\/tr>
H\u01b0\u1edbng d\u1eabn h\u1ec7 th\u1ed1ng<\/td>Lo\u1ea1i b\u1ecf v\u0103n b\u1ea3n ch\u00ednh s\u00e1ch tr\u00f9ng l\u1eb7p v\u00e0 t\u00e1ch h\u01b0\u1edbng d\u1eabn \u1ed5n \u0111\u1ecbnh kh\u1ecfi ng\u1eef c\u1ea3nh c\u1ee5 th\u1ec3 c\u1ee7a nhi\u1ec7m v\u1ee5.<\/td>Quy t\u1eafc an to\u00e0n, h\u1ee3p \u0111\u1ed3ng \u0111\u1ea7u ra, r\u00e0ng bu\u1ed9c vai tr\u00f2 v\u00e0 quy\u1ec1n c\u00f4ng c\u1ee5.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

N\u0103m ph\u01b0\u01a1ng ph\u00e1p n\u00e9n th\u1ef1c ti\u1ec5n<\/h2>\n\n\n\n

1. T\u00f3m t\u1eaft tr\u1ea1ng th\u00e1i, kh\u00f4ng ph\u1ea3i v\u0103n xu\u00f4i<\/h3>\n\n\n\n

M\u1ed9t b\u1ea3n t\u00f3m t\u1eaft y\u1ebfu k\u00e9m vi\u1ebft l\u1ea1i m\u1ed9t cu\u1ed9c tr\u00f2 chuy\u1ec7n d\u00e0i th\u00e0nh m\u1ed9t \u0111o\u1ea1n ng\u1eafn h\u01a1n. M\u1ed9t b\u1ea3n t\u00f3m t\u1eaft h\u1eefu \u00edch gi\u1eef l\u1ea1i tr\u1ea1ng th\u00e1i ho\u1ea1t \u0111\u1ed9ng: ng\u01b0\u1eddi d\u00f9ng mu\u1ed1n g\u00ec, \u0111\u00e3 th\u1eed nh\u1eefng g\u00ec, \u0111i\u1ec1u g\u00ec \u0111\u00e3 th\u1ea5t b\u1ea1i, nh\u1eefng r\u00e0ng bu\u1ed9c n\u00e0o c\u00f2n l\u1ea1i, v\u00e0 quy\u1ebft \u0111\u1ecbnh ti\u1ebfp theo l\u00e0 g\u00ec.<\/p>\n\n\n\n

\u0110\u1ed1i v\u1edbi c\u00e1c t\u00e1c nh\u00e2n, c\u00e1c b\u1ea3n t\u00f3m t\u1eaft tr\u1ea1ng th\u00e1i n\u00ean \u0111\u01b0\u1ee3c l\u00e0m m\u1edbi t\u1ea1i c\u00e1c ranh gi\u1edbi \u0111\u00e3 bi\u1ebft: sau m\u1ed9t l\u1ea7n g\u1ecdi c\u00f4ng c\u1ee5, sau m\u1ed9t quy\u1ebft \u0111\u1ecbnh c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, sau m\u1ed9t b\u01b0\u1edbc quy tr\u00ecnh l\u00e0m vi\u1ec7c, ho\u1eb7c tr\u01b0\u1edbc khi chuy\u1ec3n \u0111\u1ed5i m\u00f4 h\u00ecnh. Kh\u00f4ng n\u00e9n b\u1ecf ID, y\u00eau c\u1ea7u, ho\u1eb7c c\u00e1c r\u00e0ng bu\u1ed9c ti\u00eau c\u1ef1c.<\/p>\n\n\n\n

2. Tr\u00edch xu\u1ea5t c\u00e1c tr\u01b0\u1eddng t\u1eeb \u0111\u1ea7u ra c\u1ee7a c\u00f4ng c\u1ee5<\/h3>\n\n\n\n

Nhi\u1ec1u l\u1ea7n g\u1ecdi c\u00f4ng c\u1ee5 tr\u1ea3 v\u1ec1 nhi\u1ec1u v\u0103n b\u1ea3n h\u01a1n m\u1ee9c c\u1ea7n thi\u1ebft cho b\u01b0\u1edbc m\u00f4 h\u00ecnh ti\u1ebfp theo. Thay v\u00ec chuy\u1ec3n to\u00e0n b\u1ed9 ph\u1ea3n h\u1ed3i, h\u00e3y tr\u00edch xu\u1ea5t c\u00e1c tr\u01b0\u1eddng quan tr\u1ecdng. M\u1ed9t tra c\u1ee9u thanh to\u00e1n c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh ID kh\u00e1ch h\u00e0ng, tr\u1ea1ng th\u00e1i h\u00f3a \u0111\u01a1n, s\u1ed1 d\u01b0, ng\u00e0y \u0111\u1ebfn h\u1ea1n, v\u00e0 c\u00e1c c\u1edd r\u1ee7i ro. M\u1ed9t k\u1ebft qu\u1ea3 t\u00ecm ki\u1ebfm c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh ti\u00eau \u0111\u1ec1, URL chu\u1ea9n, ng\u00e0y, v\u00e0 m\u1ed9t c\u00e2u h\u1ed7 tr\u1ee3 tuy\u00ean b\u1ed1.<\/p>\n\n\n\n

3. L\u1ecdc truy xu\u1ea5t tr\u01b0\u1edbc khi t\u1ea1o<\/h3>\n\n\n\n

C\u00e1c h\u1ec7 th\u1ed1ng RAG th\u01b0\u1eddng l\u00e3ng ph\u00ed token b\u1eb1ng c\u00e1ch g\u1eedi c\u00e1c \u0111o\u1ea1n t\u01b0\u01a1ng t\u1ef1, c\u00e1c \u0111o\u1ea1n c\u0169, ho\u1eb7c c\u00e1c \u0111o\u1ea1n kh\u1edbp t\u1eeb kh\u00f3a nh\u01b0ng kh\u00f4ng kh\u1edbp \u00fd \u0111\u1ecbnh. M\u1ed9t l\u1edbp n\u00e9n c\u00f3 th\u1ec3 lo\u1ea1i b\u1ecf c\u00e1c \u0111o\u1ea1n tr\u00f9ng l\u1eb7p, x\u00f3a ng\u1eef c\u1ea3nh c\u0169, v\u00e0 ch\u1ec9 gi\u1eef l\u1ea1i b\u1eb1ng ch\u1ee9ng tr\u1ea3 l\u1eddi truy v\u1ea5n hi\u1ec7n t\u1ea1i.<\/p>\n\n\n\n

\u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng khi c\u00e2u tr\u1ea3 l\u1eddi cu\u1ed1i c\u00f9ng c\u1ea7n tr\u00edch d\u1eabn. N\u00e9n ng\u1eef c\u1ea3nh, nh\u01b0ng gi\u1eef l\u1ea1i \u0111\u1ee7 chi ti\u1ebft ngu\u1ed3n \u0111\u1ec3 x\u00e1c minh c\u00e2u tr\u1ea3 l\u1eddi sau n\u00e0y.<\/p>\n\n\n\n

4. S\u1eed d\u1ee5ng \u0111\u1ea7u ra trung gian c\u00f3 c\u1ea5u tr\u00fac<\/h3>\n\n\n\n

V\u0103n b\u1ea3n trung gian t\u1ef1 do ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng. \u0110\u1ea7u ra c\u00f3 c\u1ea5u tr\u00fac gi\u1eef k\u00edch th\u01b0\u1edbc nh\u1ecf h\u01a1n v\u00e0 d\u1ec5 ki\u1ec3m tra h\u01a1n. Thay v\u00ec y\u00eau c\u1ea7u m\u1ed9t m\u00f4 h\u00ecnh gi\u1ea3i th\u00edch m\u1ecdi h\u00e0nh \u0111\u1ed9ng \u1ee9ng vi\u00ean, h\u00e3y y\u00eau c\u1ea7u n\u00f3 tr\u1ea3 v\u1ec1 m\u1ed9t danh s\u00e1ch t\u00f9y ch\u1ecdn g\u1ecdn g\u00e0ng v\u1edbi c\u00e1c tr\u01b0\u1eddng nh\u01b0 h\u00e0nh \u0111\u1ed9ng, \u0111\u1ed9 tin c\u1eady, l\u00fd do, v\u1ea5n \u0111\u1ec1 c\u1ea3n tr\u1edf, v\u00e0 \u0111\u1ea7u v\u00e0o c\u1ea7n thi\u1ebft.<\/p>\n\n\n\n

5. Xem b\u1ed9 nh\u1edb \u0111\u1ec7m g\u1ee3i \u00fd nh\u01b0 m\u1ed9t \u0111\u00f2n b\u1ea9y ri\u00eang bi\u1ec7t<\/h3>\n\n\n\n

B\u1ed9 nh\u1edb \u0111\u1ec7m g\u1ee3i \u00fd c\u00f3 th\u1ec3 gi\u1ea3m chi ph\u00ed ho\u1eb7c \u0111\u1ed9 tr\u1ec5 c\u1ee7a c\u00e1c ti\u1ec1n t\u1ed1 l\u1eb7p l\u1ea1i trong c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3, nh\u01b0ng n\u00f3 kh\u00f4ng gi\u1ed1ng nh\u01b0 n\u00e9n token. V\u0103n b\u1ea3n \u0111\u01b0\u1ee3c l\u01b0u trong b\u1ed9 nh\u1edb \u0111\u1ec7m v\u1eabn c\u00f3 th\u1ec3 ti\u00eau t\u1ed1n kh\u00f4ng gian c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh, v\u00e0 n\u00f3 v\u1eabn c\u00f3 th\u1ec3 l\u00e0m cho c\u00e1c y\u00eau c\u1ea7u kh\u00f3 ki\u1ec3m tra h\u01a1n. Anthropic\u2019s c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh<\/a> v\u00e0 l\u01b0u tr\u1eef nh\u1eafc nh\u1edf<\/a> t\u00e0i li\u1ec7u l\u00e0 nh\u1eefng l\u1eddi nh\u1eafc h\u1eefu \u00edch r\u1eb1ng b\u1ed9 nh\u1edb \u0111\u1ec7m v\u00e0 thi\u1ebft k\u1ebf ng\u1eef c\u1ea3nh gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean quan nh\u01b0ng kh\u00e1c nhau.<\/p>\n\n\n\n

N\u00e9n d\u1eef li\u1ec7u n\u1eb1m \u1edf \u0111\u00e2u trong quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a ShareAI<\/h2>\n\n\n\n

ShareAI l\u00e0 m\u1ed9t th\u1ecb tr\u01b0\u1eddng v\u00e0 API AI, kh\u00f4ng ph\u1ea3i l\u00e0 n\u01a1i b\u1ea1n x\u00e2y d\u1ef1ng ch\u00ednh \u1ee9ng d\u1ee5ng. \u1ee8ng d\u1ee5ng c\u1ee7a b\u1ea1n s\u1edf h\u1eefu tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng, logic quy tr\u00ecnh l\u00e0m vi\u1ec7c, l\u1ef1a ch\u1ecdn ng\u1eef c\u1ea3nh v\u00e0 b\u01b0\u1edbc n\u00e9n d\u1eef li\u1ec7u. ShareAI h\u1ed7 tr\u1ee3 ph\u1ea7n truy c\u1eadp m\u00f4 h\u00ecnh: m\u1ed9t API cho h\u01a1n 150 m\u00f4 h\u00ecnh, kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb tr\u00ean th\u1ecb tr\u01b0\u1eddng, \u0111\u1ecbnh tuy\u1ebfn, chuy\u1ec3n \u0111\u1ed5i d\u1ef1 ph\u00f2ng v\u00e0 theo d\u00f5i s\u1eed d\u1ee5ng.<\/p>\n\n\n\n

  1. Thu th\u1eadp y\u00eau c\u1ea7u th\u00f4 c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 ng\u1eef c\u1ea3nh \u1ee9ng d\u1ee5ng.<\/li>
  2. Lo\u1ea1i b\u1ecf c\u00e1c b\u1ea3n sao, ng\u1eef c\u1ea3nh c\u0169 v\u00e0 k\u1ebft qu\u1ea3 truy xu\u1ea5t kh\u00f4ng li\u00ean quan.<\/li>
  3. N\u00e9n tr\u1ea1ng th\u00e1i h\u1ed9i tho\u1ea1i c\u0169 v\u00e0 c\u00e1c \u0111\u1ea7u ra c\u00f4ng c\u1ee5 chi ti\u1ebft.<\/li>
  4. G\u1eedi y\u00eau c\u1ea7u \u0111\u00e3 \u0111\u01b0\u1ee3c l\u00e0m s\u1ea1ch qua API ShareAI<\/a>.<\/li>
  5. \u0110\u1ecbnh tuy\u1ebfn theo s\u1ef1 ph\u00f9 h\u1ee3p c\u1ee7a m\u00f4 h\u00ecnh, gi\u00e1 c\u1ea3, \u0111\u1ed9 tr\u1ec5, t\u00ednh kh\u1ea3 d\u1ee5ng v\u00e0 nhu c\u1ea7u d\u1ef1 ph\u00f2ng.<\/li>
  6. \u0110o l\u01b0\u1eddng ch\u1ea5t l\u01b0\u1ee3ng, chi ph\u00ed v\u00e0 c\u00e1c m\u1eabu l\u1ed7i sau khi nh\u1eadn ph\u1ea3n h\u1ed3i.<\/li><\/ol>\n\n\n\n

    \u0110\u1ed1i v\u1edbi Ng\u01b0\u1eddi x\u00e2y d\u1ef1ng, n\u00e9n d\u1eef li\u1ec7u c\u0169ng c\u00f3 th\u1ec3 l\u00e0m cho vi\u1ec7c ki\u1ebfm ti\u1ec1n tr\u1edf n\u00ean r\u00f5 r\u00e0ng h\u01a1n. N\u1ebfu m\u1ed9t \u1ee9ng d\u1ee5ng hi\u1ec7n c\u00f3 \u0111\u1ecbnh tuy\u1ebfn l\u01b0u l\u01b0\u1ee3ng suy lu\u1eadn AI qua ShareAI, Ng\u01b0\u1eddi x\u00e2y d\u1ef1ng c\u00f3 th\u1ec3 c\u1ea5u h\u00ecnh ph\u1ee5 ph\u00ed ho\u1eb7c bi\u00ean l\u1ee3i nhu\u1eadn v\u00e0 nh\u1eadn thanh to\u00e1n h\u00e0ng th\u00e1ng d\u1ef1a tr\u00ean m\u1ee9c s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c t\u1ea1o ra. Ng\u1eef c\u1ea3nh r\u00f5 r\u00e0ng h\u01a1n gi\u00fap vi\u1ec7c gi\u1ea3i th\u00edch l\u01b0u l\u01b0\u1ee3ng s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn \u0111\u00f3 d\u1ec5 d\u00e0ng h\u01a1n v\u1edbi kh\u00e1ch h\u00e0ng v\u00ec ng\u01b0\u1eddi d\u00f9ng n\u1eb7ng tr\u1ea3 ti\u1ec1n cho l\u01b0u l\u01b0\u1ee3ng AI m\u00e0 h\u1ecd th\u1ef1c s\u1ef1 t\u1ea1o ra.<\/p>\n\n\n\n

    C\u00e1ch \u0111o l\u01b0\u1eddng li\u1ec7u n\u00e9n d\u1eef li\u1ec7u c\u00f3 ho\u1ea1t \u0111\u1ed9ng hay kh\u00f4ng<\/h2>\n\n\n\n

    N\u00e9n d\u1eef li\u1ec7u ch\u1ec9 h\u1eefu \u00edch n\u1ebfu ch\u1ea5t l\u01b0\u1ee3ng \u0111\u01b0\u1ee3c gi\u1eef v\u1eefng. Theo d\u00f5i n\u00f3 nh\u01b0 m\u1ed9t thay \u0111\u1ed5i s\u1ea3n xu\u1ea5t, kh\u00f4ng ph\u1ea3i m\u1ed9t m\u1eb9o nh\u1eafc th\u00f4ng minh.<\/p>\n\n\n\n

    • S\u1ed1 l\u01b0\u1ee3ng token \u0111\u1ea7u v\u00e0o tr\u00ean m\u1ed7i y\u00eau c\u1ea7u:<\/strong> n\u00ean gi\u1ea3m \u0111\u1ed1i v\u1edbi c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c m\u1ee5c ti\u00eau.<\/li>
    • Ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra:<\/strong> n\u00ean duy tr\u00ec \u1ed5n \u0111\u1ecbnh tr\u00ean c\u00e1c nhi\u1ec7m v\u1ee5 \u0111\u1ea1i di\u1ec7n.<\/li>
    • T\u1ef7 l\u1ec7 d\u1ef1 ph\u00f2ng:<\/strong> kh\u00f4ng n\u00ean t\u0103ng v\u00ec c\u00e1c tuy\u1ebfn \u0111\u01b0\u1eddng r\u1ebb h\u01a1n \u0111ang nh\u1eadn \u0111\u01b0\u1ee3c ng\u1eef c\u1ea3nh y\u1ebfu h\u01a1n.<\/li>
    • \u0110\u1ed9 tr\u1ec5:<\/strong> n\u00ean c\u1ea3i thi\u1ec7n, ho\u1eb7c \u00edt nh\u1ea5t bi\u1ec7n minh cho b\u1ea5t k\u1ef3 b\u01b0\u1edbc ti\u1ec1n x\u1eed l\u00fd n\u00e0o.<\/li>
    • T\u1ef7 l\u1ec7 leo thang:<\/strong> n\u00ean ti\u1ebft l\u1ed9 khi ng\u1eef c\u1ea3nh n\u00e9n bu\u1ed9c ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c t\u00e1c nh\u00e2n ph\u1ea3i h\u1ecfi l\u1ea1i.<\/li>
    • Chi ph\u00ed cho m\u1ed7i nhi\u1ec7m v\u1ee5 th\u00e0nh c\u00f4ng:<\/strong> n\u00ean gi\u1ea3m, kh\u00f4ng ch\u1ec9 chi ph\u00ed cho m\u1ed7i y\u00eau c\u1ea7u.<\/li><\/ul>\n\n\n\n

      M\u1ed9t b\u1ed9 ki\u1ec3m tra t\u1ed1t bao g\u1ed3m c\u00e1c l\u1eddi nh\u1eafc ng\u1eafn, l\u1eddi nh\u1eafc d\u00e0i, nhi\u1ec7m v\u1ee5 t\u00e1c nh\u00e2n n\u1eb7ng c\u00f4ng c\u1ee5, c\u00e2u h\u1ecfi RAG, v\u00e0 c\u00e1c tr\u01b0\u1eddng h\u1ee3p ngo\u1ea1i l\u1ec7 n\u01a1i thi\u1ebfu ng\u1eef c\u1ea3nh s\u1ebd g\u00e2y ra c\u00e2u tr\u1ea3 l\u1eddi sai. So s\u00e1nh c\u00e1c l\u1ea7n ch\u1ea1y n\u00e9n v\u00e0 kh\u00f4ng n\u00e9n tr\u01b0\u1edbc khi \u0111\u1eb7t n\u00e9n l\u00e0m m\u1eb7c \u0111\u1ecbnh.<\/p>\n\n\n\n

      Khi kh\u00f4ng n\u00ean n\u00e9n m\u1ea1nh<\/h2>\n\n\n\n

      N\u00e9n c\u00f3 nh\u1eefng \u0111\u00e1nh \u0111\u1ed5i. N\u00f3 c\u00f3 th\u1ec3 lo\u1ea1i b\u1ecf s\u1eafc th\u00e1i, che gi\u1ea5u s\u1ef1 kh\u00f4ng ch\u1eafc ch\u1eafn, ho\u1eb7c l\u00e0m ph\u1eb3ng b\u1eb1ng ch\u1ee9ng m\u00e0 m\u00f4 h\u00ecnh c\u1ea7n. S\u1eed d\u1ee5ng n\u00e9n nh\u1eb9 h\u01a1n khi t\u1eeb ng\u1eef ch\u00ednh x\u00e1c quan tr\u1ecdng, khi m\u00f4 h\u00ecnh ph\u1ea3i suy lu\u1eadn v\u1ec1 h\u1ee3p \u0111\u1ed3ng ho\u1eb7c ch\u00ednh s\u00e1ch, khi tr\u00edch d\u1eabn ph\u1ea3i \u0111\u01b0\u1ee3c b\u1ea3o t\u1ed3n, ho\u1eb7c khi ng\u01b0\u1eddi d\u00f9ng y\u00eau c\u1ea7u r\u00f5 r\u00e0ng t\u00e0i li\u1ec7u ngu\u1ed3n \u0111\u1ea7y \u0111\u1ee7.<\/p>\n\n\n\n

      M\u1eabu an to\u00e0n nh\u1ea5t l\u00e0 n\u00e9n ti\u1ebfn b\u1ed9. Gi\u1eef t\u00e0i li\u1ec7u ngu\u1ed3n c\u00f3 \u0111\u1ed9 trung th\u1ef1c cao s\u1eb5n c\u00f3 trong \u1ee9ng d\u1ee5ng c\u1ee7a b\u1ea1n, truy\u1ec1n ng\u1eef c\u1ea3nh g\u1ecdn nh\u1eb9 \u0111\u1ebfn m\u00f4 h\u00ecnh, v\u00e0 truy xu\u1ea5t l\u1ea1i b\u1eb1ng ch\u1ee9ng g\u1ed1c khi nhi\u1ec7m v\u1ee5 y\u00eau c\u1ea7u x\u00e1c minh.<\/p>\n\n\n\n

      C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p: N\u00e9n token cho LLMs<\/h2>\n\n\n\n

      N\u00e9n token cho LLMs l\u00e0 g\u00ec?<\/h3>\n\n\n\n

      N\u00e9n token cho LLMs ngh\u0129a l\u00e0 gi\u1ea3m v\u0103n b\u1ea3n \u0111\u1ea7u v\u00e0o kh\u00f4ng c\u1ea7n thi\u1ebft tr\u01b0\u1edbc khi g\u1ecdi m\u00f4 h\u00ecnh trong khi v\u1eabn gi\u1eef nguy\u00ean c\u00e1c s\u1ef1 ki\u1ec7n, h\u01b0\u1edbng d\u1eabn, v\u00e0 r\u00e0ng bu\u1ed9c c\u1ea7n thi\u1ebft cho m\u1ed9t ph\u1ea3n h\u1ed3i t\u1ed1t.<\/p>\n\n\n\n

      N\u00e9n token c\u00f3 gi\u1ed1ng nh\u01b0 s\u1eed d\u1ee5ng m\u1ed9t m\u00f4 h\u00ecnh nh\u1ecf h\u01a1n kh\u00f4ng?<\/h3>\n\n\n\n

      Kh\u00f4ng. N\u00e9n gi\u1ea3m y\u00eau c\u1ea7u. L\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh quy\u1ebft \u0111\u1ecbnh n\u01a1i y\u00eau c\u1ea7u \u0111\u00f3 \u0111\u01b0\u1ee3c g\u1eedi \u0111\u1ebfn. C\u00e1ch thi\u1ebft l\u1eadp m\u1ea1nh nh\u1ea5t th\u01b0\u1eddng l\u00e0m c\u1ea3 hai: n\u00e9n ng\u1eef c\u1ea3nh tr\u01b0\u1edbc, sau \u0111\u00f3 \u0111\u1ecbnh tuy\u1ebfn \u0111\u1ebfn m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p.<\/p>\n\n\n\n

      ShareAI c\u00f3 t\u1ef1 \u0111\u1ed9ng n\u00e9n c\u00e1c l\u1eddi nh\u1eafc kh\u00f4ng?<\/h3>\n\n\n\n

      N\u00e9n th\u01b0\u1eddng l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn thi\u1ebft k\u1ebf ph\u00eda \u1ee9ng d\u1ee5ng. ShareAI cung c\u1ea5p 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 v\u00e0 hi\u1ec3n th\u1ecb s\u1eed d\u1ee5ng sau khi \u1ee9ng d\u1ee5ng c\u1ee7a b\u1ea1n chu\u1ea9n b\u1ecb y\u00eau c\u1ea7u.<\/p>\n\n\n\n

      N\u00e9n gi\u00fap gi\u1ea3m chi ph\u00ed LLM nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n\n\n\n

      H\u1ea7u h\u1ebft c\u00e1c API AI \u0111\u1ecbnh gi\u00e1 s\u1eed d\u1ee5ng d\u1ef1a tr\u00ean c\u00e1c token \u0111\u1ea7u v\u00e0o v\u00e0 \u0111\u1ea7u ra. N\u1ebfu b\u1ea1n gi\u1ea3m an to\u00e0n c\u00e1c token \u0111\u1ea7u v\u00e0o trong khi gi\u1eef ch\u1ea5t l\u01b0\u1ee3ng \u1ed5n \u0111\u1ecbnh, chi ph\u00ed cho m\u1ed7i nhi\u1ec7m v\u1ee5 th\u00e0nh c\u00f4ng c\u00f3 th\u1ec3 gi\u1ea3m.<\/p>\n\n\n\n

      N\u00e9n token c\u00f3 th\u1ec3 l\u00e0m gi\u1ea3m ch\u1ea5t l\u01b0\u1ee3ng ph\u1ea3n h\u1ed3i kh\u00f4ng?<\/h3>\n\n\n\n

      C\u00f3. N\u00e9n qu\u00e1 m\u1ee9c c\u00f3 th\u1ec3 lo\u1ea1i b\u1ecf b\u1eb1ng ch\u1ee9ng, s\u1eafc th\u00e1i ho\u1eb7c r\u00e0ng bu\u1ed9c. Ki\u1ec3m tra c\u00e1c l\u1eddi nh\u1eafc \u0111\u00e3 n\u00e9n v\u1edbi c\u00e1c nhi\u1ec7m v\u1ee5 th\u1ef1c t\u1ebf v\u00e0 theo d\u00f5i ch\u1ea5t l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi, t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i d\u1ef1 ph\u00f2ng v\u00e0 c\u00e1c ch\u1ec9nh s\u1eeda c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n

      C\u00e1c nh\u00e0 x\u00e2y d\u1ef1ng n\u00ean bi\u1ebft g\u00ec v\u1ec1 n\u00e9n?<\/h3>\n\n\n\n

      C\u00e1c nh\u00e0 x\u00e2y d\u1ef1ng \u0111\u1ecbnh tuy\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng AI t\u1eeb m\u1ed9t \u1ee9ng d\u1ee5ng hi\u1ec7n c\u00f3 th\u00f4ng qua ShareAI c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng n\u00e9n \u0111\u1ec3 gi\u1eef l\u01b0u l\u01b0\u1ee3ng \u0111\u1ecbnh tuy\u1ebfn s\u1ea1ch h\u01a1n. H\u1ecd v\u1eabn c\u00f3 th\u1ec3 \u0111\u1eb7t ph\u1ee5 ph\u00ed ho\u1eb7c bi\u00ean l\u1ee3i nhu\u1eadn v\u00e0 nh\u1eadn thanh to\u00e1n h\u00e0ng th\u00e1ng t\u1eeb vi\u1ec7c s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c t\u1ea1o ra.<\/p>\n\n\n\n

      N\u00e9n token c\u00f3 h\u1eefu \u00edch cho RAG kh\u00f4ng?<\/h3>\n\n\n\n

      C\u00f3. C\u00e1c h\u1ec7 th\u1ed1ng RAG th\u01b0\u1eddng g\u1eedi c\u00e1c \u0111o\u1ea1n d\u01b0 th\u1eeba ho\u1eb7c kh\u00f4ng li\u00ean quan m\u1ea1nh. N\u00e9n c\u00f3 th\u1ec3 lo\u1ea1i b\u1ecf tr\u00f9ng l\u1eb7p, l\u1ecdc v\u00e0 tr\u00edch xu\u1ea5t c\u00e1c \u0111o\u1ea1n v\u0103n tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi hi\u1ec7n t\u1ea1i.<\/p>\n\n\n\n

      B\u1ed9 nh\u1edb \u0111\u1ec7m l\u1eddi nh\u1eafc c\u00f3 ph\u1ea3i l\u00e0 s\u1ef1 thay th\u1ebf cho n\u00e9n kh\u00f4ng?<\/h3>\n\n\n\n

      Kh\u00f4ng. B\u1ed9 nh\u1edb \u0111\u1ec7m l\u1eddi nh\u1eafc c\u00f3 th\u1ec3 gi\u00fap v\u1edbi c\u00e1c ti\u1ec1n t\u1ed1 l\u1eb7p l\u1ea1i trong c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3, nh\u01b0ng n\u00e9n v\u1eabn quan tr\u1ecdng khi ng\u1eef c\u1ea3nh b\u1ecb nhi\u1ec5u, l\u1ed7i th\u1eddi, tr\u00f9ng l\u1eb7p ho\u1eb7c qu\u00e1 l\u1edbn cho nhi\u1ec7m v\u1ee5.<\/p>\n\n\n\n

      Nh\u1eefng nh\u00f3m n\u00e0o h\u01b0\u1edfng l\u1ee3i nhi\u1ec1u nh\u1ea5t t\u1eeb vi\u1ec7c n\u00e9n token?<\/h3>\n\n\n\n

      C\u00e1c nh\u00f3m c\u00f3 l\u1ecbch s\u1eed tr\u00f2 chuy\u1ec7n d\u00e0i, t\u00e1c nh\u00e2n s\u1eed d\u1ee5ng nhi\u1ec1u c\u00f4ng c\u1ee5, quy tr\u00ecnh l\u00e0m vi\u1ec7c t\u00e0i li\u1ec7u, t\u1ef1 \u0111\u1ed9ng h\u00f3a h\u1ed7 tr\u1ee3, tr\u1ee3 l\u00fd nghi\u00ean c\u1ee9u v\u00e0 h\u1ec7 th\u1ed1ng RAG th\u01b0\u1eddng th\u1ea5y nhu c\u1ea7u r\u00f5 r\u00e0ng nh\u1ea5t v\u1ec1 n\u00e9n.<\/p>\n\n\n\n

      L\u00e0m th\u1ebf n\u00e0o t\u00f4i n\u00ean b\u1eaft \u0111\u1ea7u ki\u1ec3m tra n\u00e9n?<\/h3>\n\n\n\n

      Ch\u1ecdn m\u1ed9t quy tr\u00ecnh l\u00e0m vi\u1ec7c t\u1ed1n k\u00e9m, thu th\u1eadp c\u00e1c y\u00eau c\u1ea7u \u0111\u1ea1i di\u1ec7n, t\u1ea1o c\u00e1c phi\u00ean b\u1ea3n n\u00e9n, v\u00e0 so s\u00e1nh vi\u1ec7c s\u1eed d\u1ee5ng token, ch\u1ea5t l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi, \u0111\u1ed9 tr\u1ec5, v\u00e0 chi ph\u00ed cho m\u1ed7i nhi\u1ec7m v\u1ee5 th\u00e0nh c\u00f4ng.<\/p>\n\n\n\n

      N\u00e9n ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o v\u1edbi \u0111\u1ecbnh tuy\u1ebfn AI?<\/h3>\n\n\n\n

      N\u00e9n chu\u1ea9n b\u1ecb m\u1ed9t y\u00eau c\u1ea7u s\u1ea1ch h\u01a1n. \u0110\u1ecbnh tuy\u1ebfn quy\u1ebft \u0111\u1ecbnh m\u00f4 h\u00ecnh ho\u1eb7c tuy\u1ebfn nh\u00e0 cung c\u1ea5p t\u1ed1t nh\u1ea5t cho y\u00eau c\u1ea7u \u0111\u00f3 d\u1ef1a tr\u00ean gi\u00e1 c\u1ea3, \u0111\u1ed9 tr\u1ec5, kh\u1ea3 n\u0103ng s\u1eb5n c\u00f3, \u0111\u1ed9 tin c\u1eady, v\u00e0 nhu c\u1ea7u ch\u1ea5t l\u01b0\u1ee3ng.<\/p>\n\n\n\n

      B\u01b0\u1edbc ti\u1ebfp theo<\/h2>\n\n\n\n

      B\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t quy tr\u00ecnh l\u00e0m vi\u1ec7c n\u01a1i s\u1ef1 ph\u00ecnh to ng\u1eef c\u1ea3nh c\u00f3 th\u1ec3 th\u1ea5y r\u00f5. N\u00e9n c\u00e1c ph\u1ea7n nhi\u1ec5u, gi\u1eef l\u1ea1i b\u1eb1ng ch\u1ee9ng quan tr\u1ecdng, sau \u0111\u00f3 s\u1eed d\u1ee5ng ShareAI \u0111\u1ec3 so s\u00e1nh c\u00e1c tuy\u1ebfn m\u00f4 h\u00ecnh th\u00f4ng qua m\u1ed9t API. M\u1ee5c ti\u00eau th\u1ef1c t\u1ebf r\u1ea5t \u0111\u01a1n gi\u1ea3n: \u00edt token b\u1ecb l\u00e3ng ph\u00ed h\u01a1n, \u00edt leo thang kh\u00f4ng c\u1ea7n thi\u1ebft h\u01a1n, v\u00e0 d\u1eef li\u1ec7u s\u1eed d\u1ee5ng r\u00f5 r\u00e0ng h\u01a1n.<\/p>","protected":false},"excerpt":{"rendered":"

      N\u00e9n token gi\u00fap c\u00e1c nh\u00f3m lo\u1ea1i b\u1ecf ng\u1eef c\u1ea3nh nhi\u1ec5u tr\u01b0\u1edbc khi g\u1ecdi m\u00f4 h\u00ecnh, gi\u1ea3m chi ph\u00ed v\u00e0 c\u1ea3i thi\u1ec7n quy\u1ebft \u0111\u1ecbnh \u0111\u1ecbnh tuy\u1ebfn m\u00e0 kh\u00f4ng che gi\u1ea5u c\u00e1c \u0111\u00e1nh \u0111\u1ed5i v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng.<\/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&utm_medium=content&utm_campaign=token-compression-for-llms","rank_math_title":"Token Compression for LLMs: Cut Context Cost Before Routing","rank_math_description":"Token compression for LLMs reduces context bloat before routing. Learn where to compress prompts, tool outputs, RAG chunks, and logs.","rank_math_focus_keyword":"token compression for LLMs, LLM token compression, reduce LLM token costs, AI API cost optimization","footnotes":""},"categories":[6,4],"tags":[42,46,224,225,223],"class_list":["post-3114","post","type-post","status-publish","format-standard","hentry","category-insights","category-developers","tag-ai-api-routing","tag-ai-gateway","tag-llm-cost-optimization","tag-rag","tag-token-compression"],"_links":{"self":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/3114","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=3114"}],"version-history":[{"count":2,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/3114\/revisions"}],"predecessor-version":[{"id":3123,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/3114\/revisions\/3123"}],"wp:attachment":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/media?parent=3114"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/categories?post=3114"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/tags?post=3114"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}