Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) hi\u1ec7n l\u00e0 m\u1ed9t trong nh\u1eefng tr\u1ee5 c\u1ed9t quan tr\u1ecdng nh\u1ea5t c\u1ee7a ph\u00e1t tri\u1ec3n game k\u1ef9 thu\u1eadt s\u1ed1. T\u1eeb nh\u1eefng th\u1eed nghi\u1ec7m ban \u0111\u1ea7u v\u1edbi c\u00e1c h\u00e0nh vi \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn c\u00e1c h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y ti\u00ean ti\u1ebfn \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng hi\u1ec7n nay, AI \u0111\u00e3 gi\u00fap \u0111\u1ecbnh h\u00ecnh c\u00e1ch ng\u01b0\u1eddi ch\u01a1i t\u01b0\u01a1ng t\u00e1c v\u1edbi th\u1ebf gi\u1edbi \u1ea3o. Nh\u1eefng ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7 \u0111\u00e3 cho ph\u00e9p c\u00e1c NPC tr\u1edf n\u00ean th\u00f4ng minh h\u01a1n, th\u1ebf gi\u1edbi tr\u1edf n\u00ean n\u0103ng \u0111\u1ed9ng h\u01a1n v\u00e0 tr\u1ea3i nghi\u1ec7m ch\u01a1i game ng\u00e0y c\u00e0ng g\u1ea7n g\u0169i h\u01a1n v\u1edbi nh\u1eefng g\u00ec ch\u00fang ta coi l\u00e0 th\u1ef1c t\u1ebf. H\u01a1n n\u1eefa, vi\u1ec7c ti\u1ebfp c\u1eadn c\u00e1c c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd\u2014nhi\u1ec1u c\u00f4ng c\u1ee5 c\u00f3 s\u1eb5n d\u01b0\u1edbi d\u1ea1ng \u1ee9ng d\u1ee5ng v\u00e0 c\u00f3 th\u1ec3 t\u1ea3i xu\u1ed1ng tr\u00ean to\u00e0n c\u1ea7u\u2014\u0111\u00e3 gi\u00fap c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n \u1edf m\u1ecdi c\u1ea5p \u0111\u1ed9 d\u1ec5 d\u00e0ng t\u00edch h\u1ee3p AI v\u00e0o c\u00e1c d\u1ef1 \u00e1n c\u1ee7a h\u1ecd. Trong b\u00e0i vi\u1ebft n\u00e0y, ch\u00fang ta s\u1ebd kh\u00e1m ph\u00e1 qu\u00e1 tr\u00ecnh ti\u1ebfn h\u00f3a n\u00e0y \u0111\u00e3 di\u1ec5n ra nh\u01b0 th\u1ebf n\u00e0o v\u00e0 nh\u1eefng con \u0111\u01b0\u1eddng n\u00e0o n\u00f3 m\u1edf ra cho t\u01b0\u01a1ng lai.<\/p>\n\n\n\n
C\u00e1c tr\u00f2 ch\u01a1i k\u1ef9 thu\u1eadt s\u1ed1 th\u1eddi k\u1ef3 \u0111\u1ea7u c\u00f3 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) r\u1ea5t c\u01a1 b\u1ea3n. Trong c\u00e1c t\u1ef1a game nh\u01b0 "Pong" v\u00e0 "Space Invaders", h\u00e0nh vi c\u1ee7a k\u1ebb th\u00f9 ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c v\u00e0 d\u1ef1a tr\u00ean c\u00e1c k\u1ecbch b\u1ea3n \u0111\u01a1n gi\u1ea3n. M\u1ee5c ti\u00eau kh\u00f4ng ph\u1ea3i l\u00e0 t\u1ea1o ra s\u1ef1 ch\u00e2n th\u1ef1c, m\u00e0 l\u00e0 mang \u0111\u1ebfn th\u1eed th\u00e1ch li\u00ean t\u1ee5c cho ng\u01b0\u1eddi ch\u01a1i.<\/p>\n\n\n\n
V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a m\u00e1y t\u00ednh c\u00e1 nh\u00e2n, vi\u1ec7c t\u00edch h\u1ee3p th\u00eam m\u1ed9t ch\u00fat ph\u1ee9c t\u1ea1p \u0111\u00e3 tr\u1edf n\u00ean kh\u1ea3 thi. C\u00e1c tr\u00f2 ch\u01a1i chi\u1ebfn l\u01b0\u1ee3c nh\u01b0 "Warcraft" v\u00e0 "Command & Conquer" \u0111\u00e3 gi\u1edbi thi\u1ec7u c\u00e1c thu\u1eadt to\u00e1n ra quy\u1ebft \u0111\u1ecbnh c\u00f3 kh\u1ea3 n\u0103ng ph\u1ea3n h\u1ed3i h\u00e0nh \u0111\u1ed9ng c\u1ee7a ng\u01b0\u1eddi ch\u01a1i, m\u1eb7c d\u00f9 \u1edf m\u1ee9c \u0111\u1ed9 h\u1ea1n ch\u1ebf. Tuy nhi\u00ean, c\u00e1c AI n\u00e0y v\u1eabn tu\u00e2n theo c\u00e1c m\u00f4 h\u00ecnh t\u0129nh: ch\u00fang kh\u00f4ng h\u1ecdc h\u1ecfi, kh\u00f4ng ti\u1ebfn h\u00f3a v\u00e0 d\u1ef1a tr\u00ean c\u00e1c quy t\u1eafc \u0111\u01b0\u1ee3c nh\u00e0 ph\u00e1t tri\u1ec3n \u0111\u1ecbnh s\u1eb5n.<\/p>\n\n\n\n
Trong nh\u1eefng n\u0103m 2000, c\u00e1c k\u1ef9 thu\u1eadt m\u1edbi xu\u1ea5t hi\u1ec7n cho ph\u00e9p t\u1ea1o ra nh\u1eefng h\u00e0nh vi t\u1ef1 nhi\u00ean h\u01a1n. C\u00e2y h\u00e0nh vi\u2014m\u1ed9t c\u1ea5u tr\u00fac \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh h\u00e0nh \u0111\u1ed9ng c\u1ee7a NPC m\u1ed9t c\u00e1ch c\u00f3 t\u1ed5 ch\u1ee9c v\u00e0 ph\u00e2n c\u1ea5p\u2014\u0111\u00e3 gi\u00fap t\u1ea1o ra c\u00e1c nh\u00e2n v\u1eadt c\u00f3 ph\u1ea3n \u1ee9ng gi\u1ed1ng con ng\u01b0\u1eddi h\u01a1n v\u00e0 kh\u00f3 \u0111o\u00e1n h\u01a1n.<\/p>\n\n\n\n
S\u1ef1 ph\u00e1t tri\u1ec3n n\u00e0y \u0111\u1eb7c bi\u1ec7t d\u1ec5 nh\u1eadn th\u1ea5y trong c\u00e1c tr\u00f2 ch\u01a1i h\u00e0nh \u0111\u1ed9ng l\u00e9n l\u00fat, ch\u1eb3ng h\u1ea1n nh\u01b0 "Metal Gear Solid" v\u00e0 "Splinter Cell". Nh\u1eefng ng\u01b0\u1eddi l\u00ednh canh c\u00f3 kh\u1ea3 n\u0103ng \u0111i\u1ec1u tra \u00e2m thanh, l\u1ea7n theo d\u1ea5u v\u1ebft ho\u1eb7c giao ti\u1ebfp v\u1edbi nhau \u0111\u00e3 l\u00e0m t\u0103ng c\u1ea3m gi\u00e1c ch\u00e2n th\u1ef1c. Giai \u0111o\u1ea1n n\u00e0y l\u00e0 m\u1ed9t b\u01b0\u1edbc ngo\u1eb7t quan tr\u1ecdng, v\u00ec n\u00f3 cho th\u1ea5y tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t tr\u1edf ng\u1ea1i, m\u00e0 c\u00f2n l\u00e0 m\u1ed9t ph\u1ea7n c\u01a1 b\u1ea3n c\u1ee7a c\u1ed1t truy\u1ec7n v\u00e0 tr\u1ea3i nghi\u1ec7m nh\u1eadp vai.<\/p>\n\n\n\n
Tuy nhi\u00ean, cu\u1ed9c c\u00e1ch m\u1ea1ng th\u1ef1c s\u1ef1 \u0111\u1ebfn v\u1edbi s\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a m\u00e1y h\u1ecdc. Kh\u00e1c v\u1edbi c\u00e1c k\u1ef9 thu\u1eadt truy\u1ec1n th\u1ed1ng, m\u00e1y h\u1ecdc cho ph\u00e9p tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u, x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu v\u00e0 \u0111i\u1ec1u ch\u1ec9nh h\u00e0nh vi c\u1ee7a n\u00f3.<\/p>\n\n\n\n
M\u1ed9t v\u00ed d\u1ee5 n\u1ed5i b\u1eadt v\u1ec1 s\u1ef1 ti\u1ebfn h\u00f3a n\u00e0y l\u00e0 th\u00ed nghi\u1ec7m c\u1ee7a c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u, trong \u0111\u00f3 h\u1ecd d\u1ea1y tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) ch\u01a1i tr\u00f2 "Super Mario Bros." b\u1eb1ng thu\u1eadt to\u00e1n h\u1ecdc t\u0103ng c\u01b0\u1eddng. AI \u0111\u00e3 h\u1ecdc \u0111\u01b0\u1ee3c, th\u00f4ng qua th\u1eed v\u00e0 sai, c\u00e1ch v\u01b0\u1ee3t qua ch\u01b0\u1edbng ng\u1ea1i v\u1eadt, nh\u1eadn di\u1ec7n nguy hi\u1ec3m v\u00e0 th\u1eadm ch\u00ed ph\u00e1t tri\u1ec3n chi\u1ebfn l\u01b0\u1ee3c. Lo\u1ea1i c\u00f4ng ngh\u1ec7 n\u00e0y b\u1eaft \u0111\u1ea7u \u0111\u01b0\u1ee3c c\u1ea3 c\u00e1c studio l\u1edbn v\u00e0 c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n \u0111\u1ed9c l\u1eadp \u00e1p d\u1ee5ng.<\/p>\n\n\n\n
Hi\u1ec7n nay, c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Unity ML-Agents<\/strong> e TensorFlow<\/strong>, C\u00f3 s\u1eb5n d\u01b0\u1edbi d\u1ea1ng \u1ee9ng d\u1ee5ng v\u00e0 c\u00f3 th\u1ec3 t\u1ea3i xu\u1ed1ng tr\u00ean to\u00e0n th\u1ebf gi\u1edbi, nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0y cho ph\u00e9p b\u1ea5t k\u1ef3 nh\u00e0 ph\u00e1t tri\u1ec3n n\u00e0o c\u0169ng c\u00f3 th\u1ec3 hu\u1ea5n luy\u1ec7n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ph\u1ee9c t\u1ea1p cho tr\u00f2 ch\u01a1i. S\u1ef1 d\u00e2n ch\u1ee7 h\u00f3a n\u00e0y \u0111\u00e3 th\u00fac \u0111\u1ea9y qu\u00e1 tr\u00ecnh s\u00e1ng t\u1ea1o v\u00e0 m\u1edf r\u1ed9ng ph\u1ea1m vi ti\u1ebfp c\u1eadn c\u1ee7a c\u00f4ng ngh\u1ec7.<\/p>\n\n\n\n S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o sinh \u0111\u00e3 l\u00e0m thay \u0111\u1ed5i kh\u00f4ng ch\u1ec9 l\u1ed1i ch\u01a1i m\u00e0 c\u00f2n c\u1ea3 qu\u00e1 tr\u00ecnh t\u1ea1o n\u1ed9i dung. C\u00e1c m\u00f4 h\u00ecnh hi\u1ec7n \u0111\u1ea1i c\u00f3 kh\u1ea3 n\u0103ng t\u1ea1o ra l\u1eddi tho\u1ea1i, ho\u1ea1t h\u00ecnh, k\u1ecbch b\u1ea3n v\u00e0 th\u1eadm ch\u00ed c\u1ea3 nh\u1ea1c n\u1ec1n. \u0110i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 th\u1eddi gian s\u1ea3n xu\u1ea5t game, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ed1i v\u1edbi c\u00e1c studio nh\u1ecf.<\/p>\n\n\n\n C\u00e1c tr\u00f2 ch\u01a1i hi\u1ec7n \u0111\u1ea1i s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o sinh (generative AI) \u0111\u1ec3 t\u1ea1o ra c\u00e1c \u0111o\u1ea1n h\u1ed9i tho\u1ea1i n\u0103ng \u0111\u1ed9ng v\u1edbi c\u00e1c NPC. Thay v\u00ec c\u00e1c ph\u1ea3n h\u1ed3i \u0111\u01b0\u1ee3c \u0111\u1ecbnh s\u1eb5n, c\u00e1c nh\u00e2n v\u1eadt c\u00f3 th\u1ec3 tr\u00f2 chuy\u1ec7n v\u1edbi ng\u01b0\u1eddi ch\u01a1i m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi ng\u1eef c\u1ea3nh, cho ph\u00e9p t\u1ef1 do h\u01a1n trong vi\u1ec7c k\u1ec3 chuy\u1ec7n. C\u00f4ng ngh\u1ec7 n\u00e0y c\u0169ng cho ph\u00e9p t\u1ea1o ra c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee5, b\u1ea3n \u0111\u1ed3 v\u00e0 v\u1eadt ph\u1ea9m m\u1ed9t c\u00e1ch ng\u1eabu nhi\u00ean, \u0111\u1ea3m b\u1ea3o m\u1ed7i ng\u01b0\u1eddi ch\u01a1i c\u00f3 m\u1ed9t tr\u1ea3i nghi\u1ec7m \u0111\u1ed9c \u0111\u00e1o.<\/p>\n\n\n\n Ngo\u00e0i ra, nhi\u1ec1u nh\u00e0 s\u00e1ng t\u1ea1o n\u1ed9i dung s\u1eed d\u1ee5ng c\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0... ChatGPT<\/strong> ho\u1eb7c Khu\u1ebfch t\u00e1n \u1ed5n \u0111\u1ecbnh<\/strong>, Nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0y, c\u00f3 s\u1eb5n tr\u00ean to\u00e0n c\u1ea7u, t\u1ea1o ra c\u00e1c \u00fd t\u01b0\u1edfng, k\u1ebft c\u1ea5u v\u00e0 y\u1ebfu t\u1ed1 h\u00ecnh \u1ea3nh gi\u00fap \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh thi\u1ebft k\u1ebf. Vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y ch\u1ec9 c\u1ea7n t\u1ea3i xu\u1ed1ng \u0111\u01a1n gi\u1ea3n v\u00e0 mang l\u1ea1i k\u1ebft qu\u1ea3 chuy\u00ean nghi\u1ec7p.<\/p>\n\n\n\n M\u1ed9t ti\u1ebfn b\u1ed9 \u0111\u00e1ng ch\u00fa \u00fd kh\u00e1c li\u00ean quan \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong vi\u1ec7c t\u1ea1o h\u00ecnh nh\u00e2n v\u1eadt v\u00e0 ho\u1ea1t h\u00ecnh. Ph\u1ea7n m\u1ec1m s\u1eed d\u1ee5ng m\u00e1y h\u1ecdc c\u00f3 th\u1ec3 ph\u00e2n t\u00edch chuy\u1ec3n \u0111\u1ed9ng th\u1ef1c t\u1ebf v\u00e0 chuy\u1ec3n \u0111\u1ed5i ch\u00fang th\u00e0nh ho\u1ea1t h\u00ecnh m\u01b0\u1ee3t m\u00e0 m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ebfn c\u00e1c b\u1ea3n ghi chuy\u1ec3n \u0111\u1ed9ng t\u1ed1n k\u00e9m.<\/p>\n\n\n\n C\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Adobe Character Animator<\/strong> C\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean h\u1ecdc s\u00e2u cho ph\u00e9p c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n t\u1ea1o ra bi\u1ec3u c\u1ea3m khu\u00f4n m\u1eb7t, c\u1eed ch\u1ec9 v\u00e0 chuy\u1ec3n \u0111\u1ed9ng d\u1ec5 d\u00e0ng h\u01a1n nhi\u1ec1u. Ch\u1ec9 v\u1edbi m\u1ed9t \u1ee9ng d\u1ee5ng duy nh\u1ea5t, \u0111\u01b0\u1ee3c t\u1ea3i xu\u1ed1ng tr\u1ef1c ti\u1ebfp, c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e1c ho\u1ea1t \u1ea3nh ch\u1ea5t l\u01b0\u1ee3ng cao v\u00e0 \u00e1p d\u1ee5ng ch\u00fang ngay l\u1eadp t\u1ee9c v\u00e0o tr\u00f2 ch\u01a1i.<\/p>\n\n\n\n S\u1ef1 ti\u1ebfn b\u1ed9 n\u00e0y gi\u00fap gi\u1ea3m chi ph\u00ed, t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i h\u01a1n cho c\u00e1c studio nh\u1ecf v\u00e0 m\u1edf ra kh\u00f4ng gian cho s\u1ef1 \u0111a d\u1ea1ng v\u00e0 s\u00e1ng t\u1ea1o h\u01a1n trong thi\u1ebft k\u1ebf nh\u00e2n v\u1eadt.<\/p>\n\n\n\n Ng\u00e0y nay, NPC kh\u00f4ng c\u00f2n l\u00e0 nh\u1eefng kh\u1ed1i l\u1eadp tr\u00ecnh \u0111\u01a1n gi\u1ea3n tu\u00e2n theo c\u00e1c khu\u00f4n m\u1eabu n\u1eefa. Nh\u1edd tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o hi\u1ec7n \u0111\u1ea1i, ch\u00fang c\u00f3 th\u1ec3 ph\u00e2n t\u00edch m\u00f4i tr\u01b0\u1eddng, h\u1ecdc h\u1ecfi t\u1eeb h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi ch\u01a1i v\u00e0 ph\u1ea3n \u1ee9ng m\u1ed9t c\u00e1ch n\u0103ng \u0111\u1ed9ng.<\/p>\n\n\n\n V\u00ed d\u1ee5, m\u1ed9t s\u1ed1 tr\u00f2 ch\u01a1i sinh t\u1ed3n s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 \u0111i\u1ec1u khi\u1ec3n c\u00e1c sinh v\u1eadt, gi\u00fap ch\u00fang h\u1ecdc h\u1ecfi c\u00e1c chi\u1ebfn l\u01b0\u1ee3c t\u1ea5n c\u00f4ng hi\u1ec7u qu\u1ea3 h\u01a1n khi ng\u01b0\u1eddi ch\u01a1i ti\u1ebfn b\u1ed9. Trong c\u00e1c tr\u00f2 ch\u01a1i nh\u1eadp vai (RPG), \u0111\u1ed3ng minh c\u00f3 th\u1ec3 th\u00edch nghi v\u1edbi phong c\u00e1ch chi\u1ebfn \u0111\u1ea5u c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, l\u00e0m cho tr\u00f2 ch\u01a1i tr\u1edf n\u00ean m\u01b0\u1ee3t m\u00e0 v\u00e0 ch\u00e2n th\u1ef1c h\u01a1n.<\/p>\n\n\n\n Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o th\u00edch \u1ee9ng (Adaptive AI) l\u00e0 m\u1ed9t xu h\u01b0\u1edbng \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n s\u1ebd ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd h\u01a1n n\u1eefa nh\u1edd nh\u1eefng ti\u1ebfn b\u1ed9 trong ph\u1ea7n c\u1ee9ng, cho ph\u00e9p th\u1ef1c hi\u1ec7n c\u00e1c m\u00f4 ph\u1ecfng th\u1eddi gian th\u1ef1c ph\u1ee9c t\u1ea1p. Thi\u1ebft b\u1ecb c\u00e0ng c\u00f3 nhi\u1ec1u s\u1ee9c m\u1ea1nh x\u1eed l\u00fd, h\u00e0nh vi trong game c\u00e0ng tr\u1edf n\u00ean tinh vi h\u01a1n.<\/p>\n\n\n\n Trong c\u00e1c tr\u00f2 ch\u01a1i th\u1ebf gi\u1edbi m\u1edf, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u00f3ng vai tr\u00f2 thi\u1ebft y\u1ebfu trong vi\u1ec7c t\u1ea1o ra m\u00f4i tr\u01b0\u1eddng s\u1ed1ng \u0111\u1ed9ng. Trong c\u00e1c t\u1ef1a game nh\u01b0 "Red Dead Redemption 2" v\u00e0 "The Witcher 3", m\u1ed7i nh\u00e2n v\u1eadt \u0111\u1ec1u c\u00f3 th\u00f3i quen ri\u00eang, ph\u1ea3n \u1ee9ng v\u1edbi th\u1eddi ti\u1ebft, t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00e1c NPC kh\u00e1c v\u00e0 t\u1ea1o n\u00ean c\u1ea3m gi\u00e1c v\u1ec1 m\u1ed9t h\u1ec7 sinh th\u00e1i th\u1ef1c s\u1ef1.<\/p>\n\n\n\n M\u1ee9c \u0111\u1ed9 nh\u1eadp vai n\u00e0y ch\u1ec9 c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1edd c\u00e1c h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ph\u1ee9c t\u1ea1p ho\u1ea1t \u0111\u1ed9ng song song. Ch\u00fang \u0111i\u1ec1u ph\u1ed1i m\u1ecdi th\u1ee9, t\u1eeb chuy\u1ec3n \u0111\u1ed9ng c\u1ee7a gi\u00f3 \u0111\u1ebfn \u0111\u1ed9ng l\u1ef1c x\u00e3 h\u1ed9i c\u1ee7a c\u00e1c th\u00e0nh ph\u1ed1 \u1ea3o. Vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0... Unreal Engine<\/strong>, Ph\u1ea7n m\u1ec1m n\u00e0y, v\u1edbi m\u1ed9t s\u1ed1 t\u00ednh n\u0103ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u00edch h\u1ee3p c\u00f3 s\u1eb5n d\u01b0\u1edbi d\u1ea1ng \u1ee9ng d\u1ee5ng c\u00f3 th\u1ec3 t\u1ea3i xu\u1ed1ng tr\u00ean to\u00e0n c\u1ea7u, gi\u00fap m\u00f4 ph\u1ecfng c\u00e1c h\u00e0nh vi th\u1ef1c t\u1ebf tr\u00ean quy m\u00f4 l\u1edbn.<\/p>\n\n\n\n T\u01b0\u01a1ng lai c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong game h\u1ee9a h\u1eb9n mang \u0111\u1ebfn nh\u1eefng tr\u1ea3i nghi\u1ec7m nh\u1eadp vai h\u01a1n n\u1eefa. B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p c\u00e1c m\u00f4 h\u00ecnh t\u1ea1o sinh, m\u00e1y h\u1ecdc v\u00e0 m\u00f4i tr\u01b0\u1eddng t\u01b0\u01a1ng t\u00e1c, game s\u1ebd c\u00f3 th\u1ec3 ho\u00e0n to\u00e0n th\u00edch \u1ee9ng v\u1edbi t\u1eebng ng\u01b0\u1eddi ch\u01a1i. H\u00e3y t\u01b0\u1edfng t\u01b0\u1ee3ng nh\u1eefng NPC ghi nh\u1edb l\u1ef1a ch\u1ecdn c\u1ee7a b\u1ea1n, th\u1ebf gi\u1edbi ph\u00e1t tri\u1ec3n theo h\u00e0nh \u0111\u1ed9ng c\u1ee7a b\u1ea1n v\u00e0 c\u1ed1t truy\u1ec7n t\u1ef1 vi\u1ebft l\u1ea1i sau m\u1ed7i l\u1ea7n ch\u01a1i.<\/p>\n\n\n\n H\u01a1n n\u1eefa, s\u1ef1 t\u00edch h\u1ee3p gi\u1eefa tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 th\u1ef1c t\u1ebf \u1ea3o s\u1ebd m\u1edf ra c\u00e1nh c\u1eeda cho nh\u1eefng tr\u00f2 ch\u01a1i m\u00e0 c\u00e1c nh\u00e2n v\u1eadt t\u01b0\u01a1ng t\u00e1c v\u1edbi b\u1ea1n m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean, hi\u1ec3u \u0111\u01b0\u1ee3c c\u1ea3m x\u00fac, c\u1eed ch\u1ec9 v\u00e0 ng\u1eef \u0111i\u1ec7u l\u1eddi n\u00f3i.<\/p>\n\n\n\n M\u1ed9t h\u01b0\u1edbng \u0111i \u0111\u1ea7y h\u1ee9a h\u1eb9n kh\u00e1c l\u00e0 s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 h\u1ed7 tr\u1ee3 c\u00e2n b\u1eb1ng c\u00e1c tr\u00f2 ch\u01a1i c\u1ea1nh tranh. C\u00e1c thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 ph\u00e2n t\u00edch h\u00e0ng tri\u1ec7u tr\u1eadn \u0111\u1ea5u v\u00e0 t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh k\u1ef9 n\u0103ng, v\u0169 kh\u00ed v\u00e0 h\u00e0nh vi, t\u1ea1o ra m\u1ed9t m\u00f4i tr\u01b0\u1eddng c\u00f4ng b\u1eb1ng h\u01a1n cho t\u1ea5t c\u1ea3 ng\u01b0\u1eddi ch\u01a1i.<\/p>\n\n\n\n S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong game l\u00e0 m\u1ed9t h\u00e0nh tr\u00ecnh ph\u1ea3n \u00e1nh kh\u00f4ng ch\u1ec9 nh\u1eefng ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7, m\u00e0 c\u00f2n c\u1ea3 s\u1ef1 theo \u0111u\u1ed5i nh\u1eefng tr\u1ea3i nghi\u1ec7m ng\u00e0y c\u00e0ng s\u00e2u s\u1eafc, n\u0103ng \u0111\u1ed9ng v\u00e0 c\u00e1 nh\u00e2n h\u00f3a h\u01a1n. T\u1eeb nh\u1eefng \u0111o\u1ea1n m\u00e3 \u0111\u01a1n gi\u1ea3n ban \u0111\u1ea7u \u0111\u1ebfn c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y ph\u1ee9c t\u1ea1p \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ng\u00e0y nay, AI \u0111\u00e3 thay \u0111\u1ed5i v\u0129nh vi\u1ec5n c\u00e1ch ch\u00fang ta t\u01b0\u01a1ng t\u00e1c v\u1edbi th\u1ebf gi\u1edbi \u1ea3o.<\/p>\n\n\n\n V\u1edbi s\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 AI c\u00f3 th\u1ec3 t\u1ea3i xu\u1ed1ng tr\u00ean to\u00e0n th\u1ebf gi\u1edbi, ng\u00e0y c\u00e0ng nhi\u1ec1u nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o c\u00f4ng ngh\u1ec7 c\u1ea7n thi\u1ebft \u0111\u1ec3 t\u1ea1o ra nh\u1eefng tr\u1ea3i nghi\u1ec7m \u0111\u1ed9t ph\u00e1. K\u1ebft qu\u1ea3 l\u00e0 m\u1ed9t th\u1ecb tr\u01b0\u1eddng s\u00e1ng t\u1ea1o h\u01a1n, \u0111a d\u1ea1ng h\u01a1n, ph\u00f9 h\u1ee3p v\u1edbi k\u1ef3 v\u1ecdng c\u1ee7a game th\u1ee7 hi\u1ec7n \u0111\u1ea1i.<\/p>","protected":false},"excerpt":{"rendered":" A intelig\u00eancia artificial (IA) \u00e9 hoje um dos pilares mais importantes do desenvolvimento de jogos digitais. Desde os primeiros experimentos com comportamentos simples at\u00e9 os avan\u00e7ados sistemas de machine learning utilizados atualmente, a IA tem ajudado a moldar a forma como jogadores interagem com mundos virtuais. O avan\u00e7o tecnol\u00f3gico permitiu que NPCs se tornassem mais […]<\/p>\n","protected":false},"author":2,"featured_media":25772,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[140],"tags":[],"class_list":{"0":"post-25771","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-games"},"_links":{"self":[{"href":"https:\/\/ccvgaming.com\/vi\/wp-json\/wp\/v2\/posts\/25771","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ccvgaming.com\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ccvgaming.com\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ccvgaming.com\/vi\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/ccvgaming.com\/vi\/wp-json\/wp\/v2\/comments?post=25771"}],"version-history":[{"count":1,"href":"https:\/\/ccvgaming.com\/vi\/wp-json\/wp\/v2\/posts\/25771\/revisions"}],"predecessor-version":[{"id":25773,"href":"https:\/\/ccvgaming.com\/vi\/wp-json\/wp\/v2\/posts\/25771\/revisions\/25773"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ccvgaming.com\/vi\/wp-json\/wp\/v2\/media\/25772"}],"wp:attachment":[{"href":"https:\/\/ccvgaming.com\/vi\/wp-json\/wp\/v2\/media?parent=25771"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ccvgaming.com\/vi\/wp-json\/wp\/v2\/categories?post=25771"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ccvgaming.com\/vi\/wp-json\/wp\/v2\/tags?post=25771"}],"curies":[{"name":"trang web","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o sinh v\u00e0 t\u1ea1o n\u1ed9i dung t\u1ef1 \u0111\u1ed9ng<\/strong><\/h2>\n\n\n\n
\u1ee8ng d\u1ee5ng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o trong T\u1ea1o Nh\u00e2n v\u1eadt v\u00e0 Ho\u1ea1t h\u00ecnh<\/strong><\/h2>\n\n\n\n
C\u00e1c NPC ng\u00e0y c\u00e0ng tr\u1edf n\u00ean th\u00f4ng minh v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng th\u00edch nghi cao h\u01a1n.<\/strong><\/h2>\n\n\n\n
Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong ph\u00e1t tri\u1ec3n th\u1ebf gi\u1edbi m\u1edf<\/strong><\/h2>\n\n\n\n
T\u01b0\u01a1ng lai c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong game<\/strong><\/h2>\n\n\n\n
Ph\u1ea7n k\u1ebft lu\u1eadn<\/strong><\/h2>\n\n\n\n