{"id":87472,"date":"2025-10-06T09:13:43","date_gmt":"2025-10-06T12:13:43","guid":{"rendered":"https:\/\/www.ecommerceupdate.org\/?p=87472"},"modified":"2025-10-06T09:13:44","modified_gmt":"2025-10-06T12:13:44","slug":"o-auge-e-a-queda-do-prompt-engineer-na-era-da-ia","status":"publish","type":"post","link":"https:\/\/www.ecommerceupdate.com.br\/vi\/o-auge-e-a-queda-do-prompt-engineer-na-era-da-ia\/","title":{"rendered":"S\u1ef1 th\u0103ng tr\u1ea7m c\u1ee7a k\u1ef9 s\u01b0 nhanh ch\u00f3ng trong k\u1ef7 nguy\u00ean AI"},"content":{"rendered":"<p>Trong hai n\u0103m qua, thu\u1eadt ng\u1eef k\u1ef9 s\u01b0 nhanh ch\u00f3ng \u0111\u00e3 \u0111i t\u1eeb h\u1ee9a h\u1eb9n \u0111\u1ebfn t\u1ee5t h\u1eadu. Chuy\u00ean gia, ng\u01b0\u1eddi n\u1ed5i l\u00ean \u0111\u1ec3 l\u1ea5p \u0111\u1ea7y kho\u1ea3ng tr\u1ed1ng c\u1ee7a c\u00e1c t\u01b0\u01a1ng t\u00e1c hi\u1ec7u qu\u1ea3 v\u1edbi c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef, \u0111\u00e3 c\u1ee7ng c\u1ed1 trong b\u1ed1i c\u1ea3nh s\u1ef1 gia t\u0103ng c\u1ee7a LLM nh\u01b0 m\u1ed9t nh\u00e2n t\u1ed1 ch\u00ednh trong vi\u1ec7c tr\u00edch xu\u1ea5t c\u00e1c ph\u1ea3n h\u1ed3i c\u00f3 li\u00ean quan. M\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t to\u00e0n c\u1ea7u c\u1ee7a McKinsey ti\u1ebft l\u1ed9 r\u1eb1ng 7% c\u1ee7a c\u00e1c t\u1ed5 ch\u1ee9c \u00e1p d\u1ee5ng AI \u0111\u00e3 thu\u00ea c\u00e1c k\u1ef9 s\u01b0 nhanh ch\u00f3ng, cho th\u1ea5y vi\u1ec7c \u00e1p d\u1ee5ng s\u1edbm ch\u1ee9c n\u0103ng n\u00e0y trong c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau.<\/p>\n\n\n\n<p>C\u00f4ng vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c l\u1ec7nh ch\u00ednh x\u00e1c, tr\u01b0\u1edbc \u0111\u00e2y \u0111\u01b0\u1ee3c coi l\u00e0 kh\u00e1c bi\u1ec7t, \u0111\u00e3 \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a d\u1ea7n d\u1ea7n. c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 DSPy minh h\u1ecda cho phong tr\u00e0o n\u00e0y b\u1eb1ng c\u00e1ch chuy\u1ec3n \u0111\u1ed5i vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh l\u1eddi nh\u1eafc th\u00e0nh m\u1ed9t quy tr\u00ecnh c\u00f3 l\u1eadp tr\u00ecnh, c\u00f3 kh\u1ea3 n\u0103ng t\u1ea1o, ki\u1ec3m tra, ph\u00e2n t\u00edch v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c h\u01b0\u1edbng d\u1eabn trong th\u1eddi gian th\u1ef1c. \u0111\u1ed9ng n\u00e0y \u0111\u1eb7t ra c\u00e2u h\u1ecfi v\u1ec1 s\u1ef1 c\u1ea7n thi\u1ebft ph\u1ea3i gi\u1eef c\u00e1c chuy\u00ean gia d\u00e0nh ri\u00eang cho ch\u1ee9c n\u0103ng n\u00e0y.<\/p>\n\n\n\n<p>B\u1ea3n ch\u1ea5t c\u1ee7a k\u1ef9 thu\u1eadt nhanh ch\u00f3ng lu\u00f4n \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi c\u00e1c c\u00e2u th\u1eed v\u00e0 l\u1ed7i.Variable, ph\u00e2n t\u00edch k\u1ebft qu\u1ea3 v\u00e0 \u0111i\u1ec1u ch\u1ec9nh c\u00e1c tham s\u1ed1 c\u1ea5u th\u00e0nh m\u1ed9t quy tr\u00ecnh th\u1ee7 c\u00f4ng, m\u1eb7c d\u00f9 hi\u1ec7u qu\u1ea3 trong giai \u0111o\u1ea1n \u0111\u1ea7u, thi\u1ebfu kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 t\u00ednh nh\u1ea5t qu\u00e1n.T\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e1 v\u1ee1 nh\u1eefng h\u1ea1n ch\u1ebf n\u00e0y b\u1eb1ng c\u00e1ch cung c\u1ea5p c\u00e1c chu k\u1ef3 t\u1ed1i \u01b0u h\u00f3a li\u00ean t\u1ee5c, \u00edt b\u1ecb l\u1ed7i c\u1ee7a con ng\u01b0\u1eddi v\u00e0 ph\u00f9 h\u1ee3p h\u01a1n v\u1edbi s\u1ef1 ph\u1ee9c t\u1ea1p ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng AI.<\/p>\n\n\n\n<p>S\u1ef1 chuy\u1ec3n \u0111\u1ed5i n\u00e0y c\u0169ng ph\u1ea3n \u00e1nh m\u1ed9t s\u1ef1 thay \u0111\u1ed5i kh\u00e1i ni\u1ec7m, trong \u0111\u00f3 tr\u1ecdng t\u00e2m kh\u00f4ng c\u00f2n l\u00e0 th\u1ee7 c\u00f4ng\u201cnh\u1eafc nh\u1edf\u201d \u0111\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t process.As l\u1eadp tr\u00ecnh th\u1ee7 c\u00f4ng l\u1ef1a ch\u1ecdn tr\u1ecdng l\u01b0\u1ee3ng m\u1ea1ng th\u1ea7n kinh \u0111\u00e3 \u0111\u01b0\u1ee3c thay th\u1ebf b\u1eb1ng c\u00e1c thu\u1eadt to\u00e1n t\u1ed1i \u01b0u h\u00f3a, vi\u1ebft nh\u1eafc nh\u1edf b\u00e2y gi\u1edd \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 k\u1ef9 thu\u1eadt \u0111\u1ec3 \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft m\u1ed9t c\u00e1ch c\u00f3 h\u1ec7 th\u1ed1ng. k\u1ebft qu\u1ea3 l\u00e0 kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n v\u00e0 t\u1ed1c \u0111\u1ed9 \u1edf m\u1ee9c \u0111\u1ed9 kh\u00f4ng th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c b\u1eb1ng h\u00e0nh \u0111\u1ed9ng c\u00f4 l\u1eadp c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n\n\n\n<p>T\u00e1c \u0111\u1ed9ng v\u01b0\u1ee3t xa hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng. s\u1ef1 tuy\u1ec7t ch\u1ee7ng d\u1ea7n d\u1ea7n c\u1ee7a con s\u1ed1 k\u1ef9 s\u01b0 nhanh ch\u00f3ng cho th\u1ea5y c\u00e1c chuy\u00ean m\u00f4n c\u00f3 th\u1ec3 tr\u1edf n\u00ean nh\u1ea5t th\u1eddi khi \u0111\u1ed1i m\u1eb7t v\u1edbi t\u1ef1 \u0111\u1ed9ng h\u00f3a. c\u00e1c ng\u00e0nh ngh\u1ec1 ph\u00e1t sinh \u0111\u1ec3 l\u1ea5p \u0111\u1ea7y nh\u1eefng kho\u1ea3ng tr\u1ed1ng t\u1ea1m th\u1eddi cho \u0111\u1ebfn khi c\u00e1c c\u00f4ng c\u1ee5 ph\u1ee9c t\u1ea1p h\u01a1n k\u1ebft h\u1ee3p ch\u00fang m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean.<\/p>\n\n\n\n<p>S\u1ef1 thay \u0111\u1ed5i c\u0169ng cho th\u1ea5y m\u1ed9t m\u00f4 h\u00ecnh l\u1eb7p \u0111i l\u1eb7p l\u1ea1i c\u1ee7a s\u1ef1 ti\u1ebfn h\u00f3a c\u00f4ng ngh\u1ec7, n\u01a1i m\u1ecdi th\u1ee9 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c h\u1ec7 th\u1ed1ng h\u00f3a c\u00f3 xu h\u01b0\u1edbng \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a. k\u1ef7 lu\u1eadt c\u1ee7a k\u1ef9 thu\u1eadt nhanh ch\u00f3ng, b\u1edfi b\u1ea3n ch\u1ea5t c\u1ee7a n\u00f3, \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t m\u1ee5c ti\u00eau kh\u00f4ng th\u1ec3 tr\u00e1nh kh\u1ecfi. chuy\u00ean nghi\u1ec7p \u0111\u00e3 b\u1ecb gi\u1edbi h\u1ea1n trong t\u01b0\u01a1ng t\u00e1c v\u0103n b\u1ea3n v\u1edbi c\u00e1c m\u00f4 h\u00ecnh b\u00e2y gi\u1edd th\u1ea5y kh\u00f4ng gian c\u1ee7a m\u00ecnh b\u1ecb n\u00e9n b\u1edfi c\u00e1c \u0111\u01b0\u1eddng \u1ed1ng \u0111\u1ea3m nh\u1eadn ch\u1ee9c n\u0103ng n\u00e0y li\u00ean t\u1ee5c v\u00e0 t\u1ef1 ch.<\/p>\n\n\n\n<p>S\u1ef1 d\u1ecbch chuy\u1ec3n n\u00e0y kh\u00f4ng c\u00f3 ngh\u0129a l\u00e0 lo\u1ea1i b\u1ecf ki\u1ebfn th\u1ee9c t\u00edch l\u0169y, m\u00e0 l\u00e0 ph\u00e2n ph\u1ed1i l\u1ea1i n\u00f3.Hi\u1ec3u \u0111\u01b0\u1ee3c ch\u1ee9c n\u0103ng c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef v\u00e0 nh\u1eefng h\u1ea1n ch\u1ebf c\u1ee7a ch\u00fang v\u1eabn c\u00f3 li\u00ean quan, nh\u01b0ng \u1ee9ng d\u1ee5ng tr\u1edf n\u00ean tr\u1eebu t\u01b0\u1ee3ng h\u01a1n m\u1ee9c \u0111\u1ed9 c\u1ee7a chu\u1ed7i gi\u00e1 tr\u1ecb.S\u1ef1 kh\u00e1c bi\u1ec7t l\u00e0 \u1edf ng\u01b0\u1eddi thi\u1ebft k\u1ebf v\u00e0 t\u00edch h\u1ee3p c\u00e1c h\u1ec7 th\u1ed1ng, kh\u00f4ng ph\u1ea3i \u1edf ng\u01b0\u1eddi tr\u1ef1c ti\u1ebfp thao t\u00e1c v\u0103n b\u1ea3n c\u1ee7a l\u1ec7nh.<\/p>\n\n\n\n<p>S\u1ef1 bi\u1ebfn m\u1ea5t c\u1ee7a k\u1ef9 s\u01b0 nhanh ch\u00f3ng nh\u01b0 m\u1ed9t chuy\u00ean m\u00f4n b\u1ecb c\u00f4 l\u1eadp x\u00e1c nh\u1eadn t\u1ed1c \u0111\u1ed9 m\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o x\u00e1c \u0111\u1ecbnh l\u1ea1i c\u00e1c ch\u1ee9c n\u0103ng chuy\u00ean nghi\u1ec7p.T\u1eadp b\u00e1o hi\u1ec7u m\u1ed9t c\u1ea3nh b\u00e1o r\u1ed9ng h\u01a1n, trong \u0111\u00f3 c\u00e1c th\u00edch \u1ee9ng m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y ph\u1ea3i m\u1ea5t h\u00e0ng th\u1eadp k\u1ef7 nay x\u1ea3y ra trong m\u1ed9t v\u1ea5n \u0111\u1ec1 c\u1ee7a m\u1ed9t v\u00e0i years.In m\u1ed9t k\u1ecbch b\u1ea3n trong \u0111\u00f3 t\u1ef1 \u0111\u1ed9ng h\u00f3a h\u1ea5p th\u1ee5 ngay c\u1ea3 c\u00e1c ho\u1ea1t \u0111\u1ed9ng tr\u00ed tu\u1ec7 m\u1edbi n\u1ed5i, t\u00ednh linh ho\u1ea1t v\u00e0 d\u1ef1 \u0111o\u00e1n chi\u1ebfn l\u01b0\u1ee3c tr\u1edf n\u00ean kh\u00f4ng th\u1ec3 thi\u1ebfu \u0111\u1ed1i v\u1edbi c\u00e1c chuy\u00ean gia v\u00e0 t\u1ed5 ch\u1ee9c.<\/p>","protected":false},"excerpt":{"rendered":"<p>Nos \u00faltimos dois anos, o termo prompt engineer passou de promissor a defasado.&nbsp;O profissional, que surgiu para preencher a lacuna de intera\u00e7\u00f5es eficientes com modelos de linguagem, consolidou-se em meio \u00e0 ascens\u00e3o dos LLMs como pe\u00e7a-chave na extra\u00e7\u00e3o de respostas relevantes. Uma pesquisa global da McKinsey revelou que 7% das organiza\u00e7\u00f5es que adotam IA j\u00e1 [&hellip;]<\/p>\n","protected":false},"author":389,"featured_media":86181,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35,36],"tags":[47,68,43],"class_list":{"0":"post-87472","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artigos","8":"category-dicas-artigos","9":"tag-artigos","10":"tag-dicas","11":"tag-e-commerce"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.ecommerceupdate.com.br\/vi\/wp-json\/wp\/v2\/posts\/87472","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ecommerceupdate.com.br\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ecommerceupdate.com.br\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ecommerceupdate.com.br\/vi\/wp-json\/wp\/v2\/users\/389"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ecommerceupdate.com.br\/vi\/wp-json\/wp\/v2\/comments?post=87472"}],"version-history":[{"count":0,"href":"https:\/\/www.ecommerceupdate.com.br\/vi\/wp-json\/wp\/v2\/posts\/87472\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ecommerceupdate.com.br\/vi\/wp-json\/wp\/v2\/media\/86181"}],"wp:attachment":[{"href":"https:\/\/www.ecommerceupdate.com.br\/vi\/wp-json\/wp\/v2\/media?parent=87472"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ecommerceupdate.com.br\/vi\/wp-json\/wp\/v2\/categories?post=87472"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ecommerceupdate.com.br\/vi\/wp-json\/wp\/v2\/tags?post=87472"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}