{"id":14059,"date":"2023-08-08T14:31:11","date_gmt":"2023-08-08T12:31:11","guid":{"rendered":"https:\/\/dev.jems-group.com\/?p=14059"},"modified":"2026-04-23T16:30:44","modified_gmt":"2026-04-23T14:30:44","slug":"the-impact-of-generative-ai-in-it-infrastructure","status":"publish","type":"post","link":"https:\/\/www.jems-group.com\/en\/actualites\/impact-des-ia-generatives-dans-linfrastructure-it\/","title":{"rendered":"The impact of generative AI on IT infrastructure"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14059\" class=\"elementor elementor-14059\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-240e634 e-flex e-con-boxed e-con e-parent\" data-id=\"240e634\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f5e6c8 elementor-widget elementor-widget-global elementor-global-12335 elementor-widget-breadcrumbs\" data-id=\"5f5e6c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"breadcrumbs.default\">\n\t\t\t\t\t<p id=\"breadcrumbs\"><span><span><a href=\"https:\/\/www.jems-group.com\/fr\/\">Accueil<\/a><\/span><\/span><\/p>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-816de0c e-con-full e-flex e-con e-child\" data-id=\"816de0c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-798d721 e-con-full e-flex e-con e-child\" data-id=\"798d721\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e053f1d elementor-widget elementor-widget-heading\" data-id=\"e053f1d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">L\u2019impact des IA g\u00e9n\u00e9ratives dans l\u2019infrastructure IT<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b09188 elementor-widget elementor-widget-post-info\" data-id=\"9b09188\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-7c979de\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t<span class=\"elementor-post-info__item-prefix\">Publi\u00e9 le <\/span>\n\t\t\t\t\t\t\t\t\t\t<time>8 August 2023<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d01628e e-flex e-con-boxed e-con e-parent\" data-id=\"d01628e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ea1bcb3 elementor-widget elementor-widget-text-editor\" data-id=\"ea1bcb3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u00ab l\u2019IA g\u00e9n\u00e9rative et ses possibilit\u00e9s \u00bb<\/strong><strong>\u00a0(4\/5) . l\u2019Intelligence Artificielle a apport\u00e9 des changements consid\u00e9rable \u00e0 l\u2019infrastructure informatique, transformant la mani\u00e8re dont nous stockons, traitons et utilisons les donn\u00e9es et \u00e0 n\u00e9cessitant de manager de nouveaux artefacts\u00a0: les mod\u00e8les en eux m\u00eame et tout ce qui gravite autour. Dans cet article, nous allons explorer les principales \u00e9volutions que l\u2019IA a introduites dans le domaine de l\u2019infrastructure IT.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5a80c7 elementor-widget elementor-widget-heading\" data-id=\"c5a80c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">La r\u00e9volution du stockage de donn\u00e9es \u00e0 l\u2019\u00e8re post Big Data\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26451b2 elementor-widget elementor-widget-text-editor\" data-id=\"26451b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>L\u2019IA a engendr\u00e9\u00a0<strong>un besoin massif de stockage de donn\u00e9es<\/strong>. Les mod\u00e8les d\u2019IA pr\u00e9entra\u00een\u00e9s, comme les fameux GPT (Generative Pre-trained Transformers), n\u00e9cessitent des quantit\u00e9s colossales de donn\u00e9es pour leur formation. Ce qui a pouss\u00e9 \u00e0 l\u2019adoption de solutions de stockage en nuage, de bases de donn\u00e9es distribu\u00e9es et de syst\u00e8mes de stockage rapide pour r\u00e9pondre \u00e0 cette demande croissante.<\/p><p>Quel impact cela a eu sur les architectures Big Data ? La nature des donn\u00e9es \u00e0 stocker et leur indexation. En effet, comme nous vous l\u2019avons expliqu\u00e9 dans notre pr\u00e9c\u00e9dent article (<a href=\"https:\/\/www.jems-group.comfr\/le-blog-de-jems\/ia-generative-attention-a-ne-pas-lui-donner-nimporte-quoi\/\">IA G\u00e9n\u00e9rative : attention \u00e0 ne pas lui donner n\u2019importe quoi !<\/a>), on vise dans la plupart des cas \u00e0 produire \/ pr\u00e9dire\u00a0<strong>l\u2019\u00e9l\u00e9ment suivant dans une suite d\u2019\u00e9l\u00e9ments<\/strong>\u00a0: mot, pixel, son, etc.\u00a0 Pour pr\u00e9dire le suivant il est n\u00e9cessaire de pouvoir comparer math\u00e9matiquement un \u00e9l\u00e9ment vis-\u00e0-vis d\u2019un autre.<\/p><p>La synth\u00e8se math\u00e9matique de chaque \u00e9l\u00e9ment est un simple vecteur qui int\u00e8gre toutes les statistiques descriptives de l\u2019\u00e9l\u00e9ment. A titre d\u2019exemple le vecteur d\u2019un mot serait une liste de probabilit\u00e9 d\u2019occurrence de ce m\u00eame mot compar\u00e9 \u00e0 tous les autres. Ainsi chaque mot \u00e0 son vecteur de probabilit\u00e9 par rapport \u00e0 tous les autres. La nature m\u00eame d\u2019un vecteur qui n\u2019est ni un simple INT ni un CHAR\u00a0:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1777fd5 elementor-widget elementor-widget-image\" data-id=\"1777fd5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"573\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/08\/word-embedding-gautam.webp\" class=\"attachment-large size-large wp-image-14066\" alt=\"word embedding gautam\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/08\/word-embedding-gautam.webp 768w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/08\/word-embedding-gautam-300x224.webp 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/08\/word-embedding-gautam-16x12.webp 16w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47e4276 elementor-widget elementor-widget-text-editor\" data-id=\"47e4276\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<figure id=\"attachment_9465\" class=\"wp-caption aligncenter\" aria-describedby=\"caption-attachment-9465\"><figcaption id=\"caption-attachment-9465\" class=\"wp-caption-text\"><figure id=\"attachment_9491\" class=\"wp-caption aligncenter\" aria-describedby=\"caption-attachment-9491\"><figcaption id=\"caption-attachment-9491\" class=\"wp-caption-text\">Word Embedding, H.Gautam<\/figcaption><\/figure><\/figcaption><\/figure>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df267be elementor-widget elementor-widget-text-editor\" data-id=\"df267be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Et \u00e0 entrainer ainsi le besoin de stocker et d\u2019indexer sp\u00e9cifiquement ce nouveau type de donn\u00e9e. Ainsi ont \u00e9merg\u00e9\u00a0<strong>les bases de donn\u00e9es vectorielles<\/strong>. Elles ont les particularit\u00e9s d\u2019\u00eatre tr\u00e8s flexibles, d\u2019impl\u00e9menter des fonctions de calculs de distances sp\u00e9cifiques aux vecteurs (distances cosinus, euclidiennes etc.) et de n\u00e9cessiter un peu plus de CPU que les bases de donn\u00e9es classiques.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ebe5931 elementor-widget elementor-widget-heading\" data-id=\"ebe5931\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">La puissance de calcul et les unit\u00e9s de traitement sp\u00e9cialis\u00e9es\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d5cbd2 elementor-widget elementor-widget-text-editor\" data-id=\"5d5cbd2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>L\u2019une des \u00e9volutions les plus notables est\u00a0<strong>l\u2019augmentation exponentielle de la puissance de calcul requise<\/strong>. Les algorithmes d\u2019IA, tels que ceux utilis\u00e9s dans l\u2019apprentissage profond, exigent des capacit\u00e9s de traitement consid\u00e9rables pour entra\u00eener et d\u00e9ployer des mod\u00e8les performants. Pour r\u00e9pondre \u00e0 cette demande, les entreprises ont investi dans des processeurs graphiques (GPU) et des unit\u00e9s de traitement de tenseur (TPU) sp\u00e9cialement con\u00e7us pour acc\u00e9l\u00e9rer les calculs li\u00e9s \u00e0 l\u2019IA. Ainsi des soci\u00e9t\u00e9s productrices de cette puissance de calcul ont vu leur chiffre d\u2019affaires doubl\u00e9 de 2022 \u00e0 2023 (117% pour NVIDIA). L\u2019\u00e9mergence de nouvelles unit\u00e9s de calcul encore plus sp\u00e9cialis\u00e9, optimis\u00e9 selon les algorithmes d\u2019apprentissage est en cours de test. Nul doute qu\u2019au vu des montants et de la vitesse d\u2019obsolescence il est pr\u00e9f\u00e9rable de se tourner vers du cloud AI Computing plut\u00f4t que de porter toutes ces \u00e9volutions mat\u00e9riels.<\/p><p>Ainsi le cloud computing est devenu\u00a0<strong>un pilier de l\u2019infrastructure IT<\/strong>\u00a0dans le contexte de l\u2019IA. Les fournisseurs de cloud proposent d\u00e9sormais des services sp\u00e9cifiques \u00e0 l\u2019IA, offrant des ressources informatiques \u00e9volutives pour l\u2019entra\u00eenement et le d\u00e9ploiement de mod\u00e8les. Cette approche a permis aux entreprises de r\u00e9duire les co\u00fbts et de gagner en flexibilit\u00e9.<\/p><p>Au-del\u00e0 de la puissance de calcul, la gestion et l\u2019indexation des nouveaux artefacts li\u00e9s \u00e0 l\u2019IA a entrain\u00e9\u00a0<strong>l\u2019apparition de nouveaux services parmi les acteurs d\u00e9j\u00e0 dominants sur le march\u00e9<\/strong>. Le cas de Gitlab est tr\u00e8s int\u00e9ressant car il est un des leaders en termes d\u2019outils de versioning et de CI\/CD. Gitlab a du faire \u00e9voluer sa technologie d\u2019indexation et son principe de fonctionnement pour pouvoir associer \u00e0 chaque version la notion\u00a0<em>d\u2019experiment<\/em>\u00a0qui est inh\u00e9rent \u00e0 l\u2019\u00e9tape d\u2019exploration dans un projet de Data Science. Gitlab a \u00e9galement int\u00e9gr\u00e9 une logique de gestion des mod\u00e8les valid\u00e9s suite aux\u00a0<em>experiments<\/em>\u00a0dans un espace d\u00e9di\u00e9, le\u00a0<em>model registry<\/em>\u00a0qui facilite et s\u00e9curise toute la d\u00e9marche de mise en production de ces mod\u00e8les, la d\u00e9marche ML OPS.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9fd312a elementor-widget elementor-widget-image\" data-id=\"9fd312a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"685\" height=\"377\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/08\/gitlab-impact-infra.webp\" class=\"attachment-large size-large wp-image-14067\" alt=\"gitlab impact infra\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/08\/gitlab-impact-infra.webp 685w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/08\/gitlab-impact-infra-300x165.webp 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/08\/gitlab-impact-infra-18x10.jpg 18w\" sizes=\"(max-width: 685px) 100vw, 685px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d1c849 elementor-widget elementor-widget-text-editor\" data-id=\"9d1c849\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<figure id=\"attachment_9465\" class=\"wp-caption aligncenter\" aria-describedby=\"caption-attachment-9465\"><figcaption id=\"caption-attachment-9465\" class=\"wp-caption-text\"><figure id=\"attachment_9483\" class=\"wp-caption aligncenter\" aria-describedby=\"caption-attachment-9483\"><figcaption id=\"caption-attachment-9483\" class=\"wp-caption-text\">Gitlab 16.3.1 MLops New CI<\/figcaption><\/figure><\/figcaption><\/figure>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0d9f85 elementor-widget elementor-widget-text-editor\" data-id=\"a0d9f85\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>En somme,\u00a0<strong>l\u2019intelligence artificielle a apport\u00e9 des changements radicaux \u00e0 l\u2019infrastructure IT<\/strong>. Les besoins en puissance de calcul, en stockage de donn\u00e9es, l\u2019adoption du cloud computing et le changement des principes de fonctionnement d\u2019outils majeurs sont autant de r\u00e9volutions qui ont red\u00e9fini la mani\u00e8re dont les entreprises g\u00e8rent leurs ressources informatiques.<\/p><p>Pour rester comp\u00e9titives dans ce nouvel \u00e9cosyst\u00e8me technologique, les organisations doivent\u00a0<strong>continuer \u00e0 s\u2019adapter et \u00e0 investir dans des infrastructures IT \u00e9volutives et flexibles<\/strong>, tout en exploitant pleinement le potentiel de l\u2019IA pour stimuler l\u2019innovation et la croissance.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1742416 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"1742416\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.jems-group.com\/en\/contact\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Echangez avec un expert<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-50e6d0f e-flex e-con-boxed e-con e-parent\" data-id=\"50e6d0f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-36ed447 elementor-widget elementor-widget-heading\" data-id=\"36ed447\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">PLUS DE RESSOURCES<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-768cf3d elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-343 elementor-widget-divider\" data-id=\"768cf3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bdcd730 elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-loop-grid\" data-id=\"bdcd730\" data-element_type=\"widget\" data-e-type=\"widget\" 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type-post status-publish format-standard has-post-thumbnail hentry category-ia\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-64cf36a e-flex e-con-boxed e-con e-parent\" data-id=\"64cf36a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f4d684 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5f4d684\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"448\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2025\/10\/IA-Act-methode-1024x574.webp\" class=\"attachment-large size-large wp-image-13367\" alt=\"IA Act m\u00e9thode\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2025\/10\/IA-Act-methode-1024x574.webp 1024w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2025\/10\/IA-Act-methode-300x168.webp 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2025\/10\/IA-Act-methode-768x430.webp 768w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2025\/10\/IA-Act-methode-18x10.png 18w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2025\/10\/IA-Act-methode.webp 1456w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a27494 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"8a27494\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.jems-group.com\/en\/actualites\/ai-act-2026-securise-trajectoire-securite\/\">AI Act 2026 : Ce qui a chang\u00e9 depuis janvier et comment s\u00e9curiser sa trajectoire de conformit\u00e9 ?<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7444ac3 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"7444ac3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.jems-group.com\/en\/actualites\/ai-act-2026-securise-trajectoire-securite\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Lire l'article<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"12041\" class=\"elementor elementor-12041 e-loop-item e-loop-item-12775 post-12775 post type-post status-publish format-standard has-post-thumbnail hentry category-ia\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-64cf36a e-flex e-con-boxed e-con e-parent\" data-id=\"64cf36a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f4d684 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5f4d684\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"419\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/03\/PAC-RADAR-JEMS-2026-1024x536.webp\" class=\"attachment-large size-large wp-image-12778\" alt=\"PAC RADAR JEMS 2026\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/03\/PAC-RADAR-JEMS-2026-1024x536.webp 1024w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/03\/PAC-RADAR-JEMS-2026-300x157.webp 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/03\/PAC-RADAR-JEMS-2026-768x402.webp 768w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/03\/PAC-RADAR-JEMS-2026-18x9.png 18w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/03\/PAC-RADAR-JEMS-2026.webp 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a27494 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"8a27494\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.jems-group.com\/en\/actualites\/ia-souveraine-un-enjeu-business-reglementaire-et-strategique-pour-les-entreprises-francaises\/\">IA souveraine : un enjeu business, r\u00e9glementaire et strat\u00e9gique pour les entreprises fran\u00e7aises<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7444ac3 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"7444ac3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.jems-group.com\/en\/actualites\/ia-souveraine-un-enjeu-business-reglementaire-et-strategique-pour-les-entreprises-francaises\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span 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data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"263\" src=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/03\/photo-groupe-int\u00e9rieur-JEMS.webp\" class=\"attachment-large size-large wp-image-12900\" alt=\"photo groupe int\u00e9rieur JEMS\" srcset=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/03\/photo-groupe-int\u00e9rieur-JEMS.webp 400w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/03\/photo-groupe-int\u00e9rieur-JEMS-300x197.webp 300w, https:\/\/www.jems-group.com\/wp-content\/uploads\/2026\/03\/photo-groupe-int\u00e9rieur-JEMS-18x12.webp 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a27494 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"8a27494\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.jems-group.com\/en\/actualites\/index-egapro-jems-obtient-la-note-de-95-100-pour-2026\/\">Index Egapro : JEMS obtient la note de 95\/100 pour 2026<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7444ac3 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"7444ac3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.jems-group.com\/en\/actualites\/index-egapro-jems-obtient-la-note-de-95-100-pour-2026\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Lire l'article<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-febab78 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"febab78\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.jems-group.com\/en\/actualites\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Explorer nos actualit\u00e9s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u00abGenerative AI and its possibilities (4\/5). Artificial Intelligence has brought about considerable changes to IT infrastructure, transforming how we store, process, and use data. This has necessitated the management of new artefacts: the models themselves and everything surrounding them. In this article, we will explore the main evolutions that AI has introduced within the field of IT infrastructure.<\/p>","protected":false},"author":5,"featured_media":14062,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[15],"tags":[],"class_list":["post-14059","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>L\u2019impact des IA g\u00e9n\u00e9ratives dans l\u2019infrastructure IT - JEMS<\/title>\n<meta name=\"description\" content=\"L\u2019IA g\u00e9n\u00e9rative transforme l\u2019infrastructure IT : stockage, calcul, cloud, MLOps et nouvelles architectures de donn\u00e9es.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.jems-group.com\/en\/news\/the-impact-of-generative-ai-in-it-infrastructure\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"L\u2019impact des IA g\u00e9n\u00e9ratives dans l\u2019infrastructure IT - JEMS\" \/>\n<meta property=\"og:description\" content=\"L\u2019IA g\u00e9n\u00e9rative transforme l\u2019infrastructure IT : stockage, calcul, cloud, MLOps et nouvelles architectures de donn\u00e9es.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.jems-group.com\/en\/news\/the-impact-of-generative-ai-in-it-infrastructure\/\" \/>\n<meta property=\"og:site_name\" content=\"JEMS\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-08T12:31:11+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-23T14:30:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.jems-group.com\/wp-content\/uploads\/2023\/08\/ia-generative-infrastructure-it.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"400\" \/>\n\t<meta property=\"og:image:height\" content=\"263\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Agn\u00e8s Clairand\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Agn\u00e8s Clairand\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.jems-group.com\\\/actualites\\\/impact-des-ia-generatives-dans-linfrastructure-it\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.jems-group.com\\\/actualites\\\/impact-des-ia-generatives-dans-linfrastructure-it\\\/\"},\"author\":{\"name\":\"Agn\u00e8s Clairand\",\"@id\":\"https:\\\/\\\/www.jems-group.com\\\/fr\\\/#\\\/schema\\\/person\\\/6464570a558d6375e70f26d8def89bbe\"},\"headline\":\"L\u2019impact des IA g\u00e9n\u00e9ratives dans l\u2019infrastructure IT\",\"datePublished\":\"2023-08-08T12:31:11+00:00\",\"dateModified\":\"2026-04-23T14:30:44+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.jems-group.com\\\/actualites\\\/impact-des-ia-generatives-dans-linfrastructure-it\\\/\"},\"wordCount\":915,\"publisher\":{\"@id\":\"https:\\\/\\\/www.jems-group.com\\\/fr\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.jems-group.com\\\/actualites\\\/impact-des-ia-generatives-dans-linfrastructure-it\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.jems-group.com\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/ia-generative-infrastructure-it.webp\",\"articleSection\":[\"IA\"],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.jems-group.com\\\/actualites\\\/impact-des-ia-generatives-dans-linfrastructure-it\\\/\",\"url\":\"https:\\\/\\\/www.jems-group.com\\\/actualites\\\/impact-des-ia-generatives-dans-linfrastructure-it\\\/\",\"name\":\"L\u2019impact des IA g\u00e9n\u00e9ratives dans l\u2019infrastructure IT - 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