{"id":6637,"date":"2026-04-20T13:00:17","date_gmt":"2026-04-20T17:00:17","guid":{"rendered":"https:\/\/www.kuriosit.ca\/?p=6637"},"modified":"2026-05-01T09:21:49","modified_gmt":"2026-05-01T13:21:49","slug":"what-is-artificial-intelligence-generative-ai","status":"publish","type":"post","link":"https:\/\/www.kuriosit.ca\/en\/quest-ce-que-intelligence-artificielle-ia-generative\/","title":{"rendered":"What Is Artificial Intelligence and Generative AI?"},"content":{"rendered":"<style>.wp-block-kadence-column.kb-section-dir-horizontal > .kt-inside-inner-col > .kt-info-box6637_8a74e9-30 .kt-blocks-info-box-link-wrap{max-width:unset;}.kt-info-box6637_8a74e9-30 .kt-blocks-info-box-link-wrap{border-top:0px solid var(u002du002dglobal-palette7, #eeeeee);border-right:0px solid var(u002du002dglobal-palette7, #eeeeee);border-bottom:0px solid var(u002du002dglobal-palette7, #eeeeee);border-left:0px solid var(u002du002dglobal-palette7, #eeeeee);border-top-left-radius:0px;background:#ffffff;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kt-info-box6637_8a74e9-30.wp-block-kadence-infobox{max-width:100%;}.kt-info-box6637_8a74e9-30 .kadence-info-box-image-inner-intrisic-container{max-width:100px;}.kt-info-box6637_8a74e9-30 .kadence-info-box-image-inner-intrisic-container .kadence-info-box-image-intrisic{padding-bottom:100%;width:297px;height:0px;max-width:100%;}.kt-info-box6637_8a74e9-30 .kadence-info-box-icon-container .kt-info-svg-icon, .kt-info-box6637_8a74e9-30 .kt-info-svg-icon-flip, .kt-info-box6637_8a74e9-30 .kt-blocks-info-box-number{font-size:50px;}.kt-info-box6637_8a74e9-30 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.kt-blocks-info-box-learnmore{background:transparent;border-width:0px 0px 0px 0px;padding-top:4px;padding-right:8px;padding-bottom:4px;padding-left:8px;margin-top:10px;margin-right:0px;margin-bottom:10px;margin-left:0px;}@media all and (max-width: 1024px){.kt-info-box6637_8a74e9-30 .kt-blocks-info-box-link-wrap{border-top:0px solid var(u002du002dglobal-palette7, #eeeeee);border-right:0px solid var(u002du002dglobal-palette7, #eeeeee);border-bottom:0px solid var(u002du002dglobal-palette7, #eeeeee);border-left:0px solid var(u002du002dglobal-palette7, #eeeeee);}}@media all and (max-width: 767px){.kt-info-box6637_8a74e9-30 .kt-blocks-info-box-link-wrap{border-top:0px solid var(u002du002dglobal-palette7, #eeeeee);border-right:0px solid var(u002du002dglobal-palette7, #eeeeee);border-bottom:0px solid var(u002du002dglobal-palette7, #eeeeee);border-left:0px solid var(u002du002dglobal-palette7, #eeeeee);}}<\/style>\n<div class=\"wp-block-kadence-infobox kt-info-box6637_8a74e9-30\"><a class=\"kt-blocks-info-box-link-wrap info-box-link kt-blocks-info-box-media-align-left kt-info-halign-left\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.linkedin.com\/in\/simon-pierre-morin-43849bb2\/\"><div class=\"kt-blocks-info-box-media-container\"><div class=\"kt-blocks-info-box-media kt-info-media-animate-none\"><div class=\"kadence-info-box-image-inner-intrisic-container\"><div class=\"kadence-info-box-image-intrisic kt-info-animate-none\"><div class=\"kadence-info-box-image-inner-intrisic\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.kuriosit.ca\/wp-content\/uploads\/2024\/04\/Simon-Pierre-Morin.jpg\" alt=\"\" width=\"297\" height=\"297\" class=\"kt-info-box-image wp-image-4589\" title=\"\"><\/div><\/div><\/div><\/div><\/div><div class=\"kt-infobox-textcontent\"><p class=\"kt-blocks-info-box-text\">Par Simon-Pierre Morin<\/p><\/div><\/a><\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_f25ba0-b6, .wp-block-kadence-advancedheading.kt-adv-heading6637_f25ba0-b6[data-kb-block=\"kb-adv-heading6637_f25ba0-b6\"]{font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;text-transform:none;}.wp-block-kadence-advancedheading.kt-adv-heading6637_f25ba0-b6 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_f25ba0-b6[data-kb-block=\"kb-adv-heading6637_f25ba0-b6\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_f25ba0-b6 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_f25ba0-b6[data-kb-block=\"kb-adv-heading6637_f25ba0-b6\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading6637_f25ba0-b6 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_f25ba0-b6\"><em>Ce texte a \u00e9t\u00e9 \u00e9crit par un humain assist\u00e9 par une IAgen pour uniformiser le ton et la graphie du contenu. Les informations ont toutes \u00e9t\u00e9 valid\u00e9es par des humains experts dans le domaine. L\u2019image d\u2019ent\u00eate a \u00e9t\u00e9 g\u00e9n\u00e9r\u00e9e par une IAgen \u00e0 partir d\u2019un prompt de l\u2019auteur.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dans le monde d\u2019aujourd\u2019hui, les agents conversationnels g\u00e9n\u00e9ratifs sont de plus en plus pr\u00e9sents. Microsoft Copilot, Google Gemini (anciennement Bard), Claude Sonnet, Grok, ChatGPT, Llama, KimiK2\u2026 Il y en a de toutes les sortes pour tous les go\u00fbts. Bien utilis\u00e9s, ces outils peuvent acc\u00e9l\u00e9rer plusieurs t\u00e2ches, mais leur utilisation comporte certains risques. Pour bien les comprendre, il faut savoir ce qu\u2019ils sont et comment ils fonctionnent.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Je vous propose donc de partir \u00e0 la d\u00e9couverte de ce que sont les agents en IA g\u00e9n\u00e9rative dans une s\u00e9rie de quatre articles.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_6ba09a-ff, .wp-block-kadence-advancedheading.kt-adv-heading6637_6ba09a-ff[data-kb-block=\"kb-adv-heading6637_6ba09a-ff\"]{padding-bottom:0px;margin-top:var(--global-kb-spacing-lg, 3rem);font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_6ba09a-ff mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_6ba09a-ff[data-kb-block=\"kb-adv-heading6637_6ba09a-ff\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_6ba09a-ff img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_6ba09a-ff[data-kb-block=\"kb-adv-heading6637_6ba09a-ff\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading6637_6ba09a-ff wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_6ba09a-ff\"><strong>Un peu de vocabulaire<\/strong><\/h2>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_bf4245-c9, .wp-block-kadence-advancedheading.kt-adv-heading6637_bf4245-c9[data-kb-block=\"kb-adv-heading6637_bf4245-c9\"]{margin-top:var(--global-kb-spacing-xs, 1rem);font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_bf4245-c9 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_bf4245-c9[data-kb-block=\"kb-adv-heading6637_bf4245-c9\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_bf4245-c9 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_bf4245-c9[data-kb-block=\"kb-adv-heading6637_bf4245-c9\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_bf4245-c9 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_bf4245-c9\"><strong>Intelligence artificielle<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">L\u2019intelligence artificielle est devenue un terme g\u00e9n\u00e9rique avec le dos tr\u00e8s large, mais il est important de noter qu\u2019il en existe diff\u00e9rentes cat\u00e9gories.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_202c7b-2d, .wp-block-kadence-advancedheading.kt-adv-heading6637_202c7b-2d[data-kb-block=\"kb-adv-heading6637_202c7b-2d\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_202c7b-2d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_202c7b-2d[data-kb-block=\"kb-adv-heading6637_202c7b-2d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_202c7b-2d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_202c7b-2d[data-kb-block=\"kb-adv-heading6637_202c7b-2d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_202c7b-2d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_202c7b-2d\"><strong>Intelligence Artificielle Analytique (IA \/ AI)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Parfois \u00e9galement r\u00e9f\u00e9r\u00e9e comme Intelligence Artificielle classique. On y inclut les techniques de logique floue, de r\u00e9seau de neurones, d\u2019algorithme g\u00e9n\u00e9tique, de math\u00e9matiques discr\u00e8tes, et de mod\u00e8les statistiques pour analyser une entr\u00e9e et pour donner un r\u00e9sultat statistique pr\u00e9cis en sortie. Ce qui distingue l\u2019IA de la programmation traditionnelle, c\u2019est que la pond\u00e9ration a \u00e9t\u00e9 calcul\u00e9e par entra\u00eenement automatis\u00e9 plut\u00f4t que manuellement par un humain.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nous retrouvons ces IA tous les jours sans nous en rendre compte. Un thermostat, un num\u00e9riseur avec d\u00e9tection de texte (OCR), un GPS, un g\u00e9n\u00e9rateur vocal, certains interrupteurs, certains automates, certains aspirateurs, des stabilisateurs de drone, un syst\u00e8me de guidage autonome, et bien d\u2019autres encore. Contrairement \u00e0 la croyance populaire, nous c\u00f4toyons des IA depuis la fin des ann\u00e9es 1950. Ce qui a chang\u00e9, c\u2019est surtout la puissance de calcul et la disponibilit\u00e9 de ces technologies.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_011d30-e4, .wp-block-kadence-advancedheading.kt-adv-heading6637_011d30-e4[data-kb-block=\"kb-adv-heading6637_011d30-e4\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_011d30-e4 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_011d30-e4[data-kb-block=\"kb-adv-heading6637_011d30-e4\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_011d30-e4 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_011d30-e4[data-kb-block=\"kb-adv-heading6637_011d30-e4\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_011d30-e4 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_011d30-e4\"><strong>Intelligence Artificielle G\u00e9n\u00e9rative (IAgen \/ genAI)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Il s\u2019agit de la vague d\u2019outils qui sont apparus dans les ann\u00e9es 2020 et qui sont en plein essor au moment d\u2019\u00e9crire cet article. Les IAgen sont des mod\u00e8les pr\u00e9dictifs de production de m\u00e9dias divers (texte, image, musique, son, vid\u00e9o, fichier, etc.). Il s\u2019agit d\u2019une suite de traitements math\u00e9matiques matriciels et vectoriels complexes, qu\u2019on appelle des transformateurs, afin de calculer le jeton qui sera le plus probable pour poursuivre la g\u00e9n\u00e9ration en cours. La sortie obtenue retourne ensuite dans la \u00ab&nbsp;machine&nbsp;\u00bb un certain nombre de fois jusqu\u2019\u00e0 ce que le traitement soit termin\u00e9 et qu\u2019on ait obtenu le r\u00e9sultat \u00ab&nbsp;souhait\u00e9&nbsp;\u00bb.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_0325c0-2c, .wp-block-kadence-advancedheading.kt-adv-heading6637_0325c0-2c[data-kb-block=\"kb-adv-heading6637_0325c0-2c\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_0325c0-2c mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_0325c0-2c[data-kb-block=\"kb-adv-heading6637_0325c0-2c\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_0325c0-2c img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_0325c0-2c[data-kb-block=\"kb-adv-heading6637_0325c0-2c\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_0325c0-2c wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_0325c0-2c\"><strong>Intelligence Artificielle G\u00e9n\u00e9ralis\u00e9e (IAG \/ AGI)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Un r\u00eave pour certains et la crainte pour d\u2019autres. L\u2019IAG est pour le moment purement th\u00e9orique. Il s\u2019agit d\u2019un mod\u00e8le poss\u00e9dant toutes les connaissances et pouvant r\u00e9aliser n\u2019importe quelle t\u00e2che de fa\u00e7on 100% autonome sans aucune intervention humaine. Il s\u2019agirait d\u2019un point de singularit\u00e9 o\u00f9 la machine atteindrait une r\u00e9elle \u00ab&nbsp;conscience&nbsp;\u00bb et o\u00f9 elle s\u2019am\u00e9liorerait d\u2019elle-m\u00eame. Des limites technologiques emp\u00eachent l\u2019atteinte de ce palier aujourd\u2019hui, mais plusieurs chercheurs du domaine restent convaincus que cela se produira dans un futur ind\u00e9termin\u00e9 (disons que certains sont plus optimistes que d\u2019autres).<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_ed0dca-1b, .wp-block-kadence-advancedheading.kt-adv-heading6637_ed0dca-1b[data-kb-block=\"kb-adv-heading6637_ed0dca-1b\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_ed0dca-1b mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_ed0dca-1b[data-kb-block=\"kb-adv-heading6637_ed0dca-1b\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_ed0dca-1b img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_ed0dca-1b[data-kb-block=\"kb-adv-heading6637_ed0dca-1b\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_ed0dca-1b wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_ed0dca-1b\"><strong>Hallucination artificielle<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Il s\u2019agit d\u2019erreurs commises par une IA ou une IAgen. Il faut se rappeler que les IAgen sont des mod\u00e8les statistiques et qu\u2019ils n\u2019ont pas de connaissances r\u00e9elles du sujet abord\u00e9. Il arrive donc r\u00e9guli\u00e8rement, en fonction des donn\u00e9es d\u2019entra\u00eenement et\/ou de caract\u00e8re al\u00e9atoire de la g\u00e9n\u00e9ration, que des art\u00e9facts incongrus soient inclus dans la sortie. Ces \u00ab&nbsp;erreurs&nbsp;\u00bb viennent principalement des biais dus \u00e0 l\u2019entra\u00eenement, du biais de confirmation (la tendance \u00e0 vouloir confirmer l\u2019utilisateur), mais \u00e9galement du c\u00f4t\u00e9 al\u00e9atoire dans son mod\u00e8le statistique pour rendre chaque r\u00e9ponse \u00ab&nbsp;unique&nbsp;\u00bb.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_7be0fa-ee, .wp-block-kadence-advancedheading.kt-adv-heading6637_7be0fa-ee[data-kb-block=\"kb-adv-heading6637_7be0fa-ee\"]{padding-bottom:0px;margin-top:var(--global-kb-spacing-lg, 3rem);font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_7be0fa-ee mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_7be0fa-ee[data-kb-block=\"kb-adv-heading6637_7be0fa-ee\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_7be0fa-ee img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_7be0fa-ee[data-kb-block=\"kb-adv-heading6637_7be0fa-ee\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading6637_7be0fa-ee wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_7be0fa-ee\"><strong>Fonctionnement interne<\/strong><\/h2>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_6959f5-5c, .wp-block-kadence-advancedheading.kt-adv-heading6637_6959f5-5c[data-kb-block=\"kb-adv-heading6637_6959f5-5c\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_6959f5-5c mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_6959f5-5c[data-kb-block=\"kb-adv-heading6637_6959f5-5c\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_6959f5-5c img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_6959f5-5c[data-kb-block=\"kb-adv-heading6637_6959f5-5c\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_6959f5-5c wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_6959f5-5c\"><strong>Jeton (Token)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Il s\u2019agit de l\u2019unit\u00e9 du langage des IA g\u00e9n\u00e9ratives. Un jeton correspond \u00e0 un nombre repr\u00e9sentant une partie d\u2019un mot (suffixe, pr\u00e9fix, racine, etc.) ou un symbole (comme les ponctuations ou caract\u00e8res sp\u00e9ciaux comme les croisillons, fl\u00e8ches ou \u00e9mojis) servant \u00e0 la reconstruction des mots et des phrases.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_3f3b0a-95, .wp-block-kadence-advancedheading.kt-adv-heading6637_3f3b0a-95[data-kb-block=\"kb-adv-heading6637_3f3b0a-95\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_3f3b0a-95 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_3f3b0a-95[data-kb-block=\"kb-adv-heading6637_3f3b0a-95\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_3f3b0a-95 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_3f3b0a-95[data-kb-block=\"kb-adv-heading6637_3f3b0a-95\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_3f3b0a-95 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_3f3b0a-95\"><strong>Param\u00e8tres<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">C\u2019est la structure interne qui d\u00e9finit comment un mod\u00e8le \u00ab&nbsp;r\u00e9fl\u00e9chit&nbsp;\u00bb. Plus ce nombre est \u00e9lev\u00e9, plus les capacit\u00e9s sont \u00e9lev\u00e9es, mais plus les co\u00fbts sont \u00e9galement \u00e9lev\u00e9s, car ils n\u00e9cessitent g\u00e9n\u00e9ralement beaucoup plus de ressources. Il existe des strat\u00e9gies pour r\u00e9duire le co\u00fbt des tr\u00e8s gros mod\u00e8les, mais l\u2019essentiel est que ces param\u00e8tres sont au c\u0153ur du cerveau artificiel pour son raisonnement.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_91568b-e0, .wp-block-kadence-advancedheading.kt-adv-heading6637_91568b-e0[data-kb-block=\"kb-adv-heading6637_91568b-e0\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_91568b-e0 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_91568b-e0[data-kb-block=\"kb-adv-heading6637_91568b-e0\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_91568b-e0 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_91568b-e0[data-kb-block=\"kb-adv-heading6637_91568b-e0\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_91568b-e0 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_91568b-e0\"><strong>Temp\u00e9rature<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">La temp\u00e9rature est un param\u00e8tre qui contr\u00f4le le niveau de cr\u00e9ativit\u00e9 (ou de prudence) de l\u2019IA. Plus la temp\u00e9rature est basse, plus l\u2019IA donne des r\u00e9ponses pr\u00e9visibles et factuelles. Plus elle est \u00e9lev\u00e9e, plus l\u2019IA prend de libert\u00e9 dans ses choix de mots et d\u2019id\u00e9es. Pour les IAgen \u00ab&nbsp;grand public&nbsp;\u00bb, ce param\u00e8tre est g\u00e9n\u00e9ralement cach\u00e9 \u00e0 l\u2019utilisateur, mais il fait partie du c\u00f4t\u00e9 al\u00e9atoire en jouant sur la distributivit\u00e9 des jetons, ce qui rend chaque r\u00e9ponse \u00ab&nbsp;unique&nbsp;\u00bb en sortie.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_86012c-79, .wp-block-kadence-advancedheading.kt-adv-heading6637_86012c-79[data-kb-block=\"kb-adv-heading6637_86012c-79\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_86012c-79 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_86012c-79[data-kb-block=\"kb-adv-heading6637_86012c-79\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_86012c-79 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_86012c-79[data-kb-block=\"kb-adv-heading6637_86012c-79\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_86012c-79 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_86012c-79\"><strong>Seed<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Le \u00ab&nbsp;seed&nbsp;\u00bb est l\u2019autre param\u00e8tre de facteur al\u00e9atoire de la g\u00e9n\u00e9ration. Bien qu\u2019il soit plus visible dans la g\u00e9n\u00e9ration d\u2019image, il est impliqu\u00e9 dans tous les g\u00e9n\u00e9rateurs. Pour les g\u00e9n\u00e9rateurs de texte, il va interagir avec le contexte, la longueur, l\u2019historique de la conversation, etc. Cependant il est \u00e0 noter qu\u2019il y a une accumulation de ce facteur al\u00e9atoire \u00e9tant donn\u00e9 que la sortie fait plusieurs boucles de passage dans les transformateurs. Donc m\u00eame si un m\u00eame \u00ab&nbsp;seed&nbsp;\u00bb avec le m\u00eame prompt et la m\u00eame valeur de temp\u00e9rature devrait, en th\u00e9orie, donner la m\u00eame sortie, ce n\u2019est pas tout \u00e0 fait le cas. En pratique, de nombreux facteurs rendent la reproduction fid\u00e8le de deux sorties tr\u00e8s difficile. Les sorties seront tr\u00e8s similaires, mais un \u0153il attentif pourra identifier les diff\u00e9rences.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_52b83a-fb, .wp-block-kadence-advancedheading.kt-adv-heading6637_52b83a-fb[data-kb-block=\"kb-adv-heading6637_52b83a-fb\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_52b83a-fb mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_52b83a-fb[data-kb-block=\"kb-adv-heading6637_52b83a-fb\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_52b83a-fb img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_52b83a-fb[data-kb-block=\"kb-adv-heading6637_52b83a-fb\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_52b83a-fb wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_52b83a-fb\"><strong>Requ\u00eate (Prompt)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">C\u2019est l\u2019instruction qu\u2019on donne \u00e0 l\u2019IA avec laquelle elle devra travailler. La qualit\u00e9 de la sortie provient en tr\u00e8s grande partie de la qualit\u00e9 de la structure de la requ\u00eate \u00e0 l\u2019entr\u00e9e.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_11ede9-ac, .wp-block-kadence-advancedheading.kt-adv-heading6637_11ede9-ac[data-kb-block=\"kb-adv-heading6637_11ede9-ac\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_11ede9-ac mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_11ede9-ac[data-kb-block=\"kb-adv-heading6637_11ede9-ac\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_11ede9-ac img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_11ede9-ac[data-kb-block=\"kb-adv-heading6637_11ede9-ac\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_11ede9-ac wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_11ede9-ac\"><strong>Fen\u00eatre de contexte<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Il faut le voir comme la m\u00e9moire \u00e0 court terme de l\u2019agent. Il s\u2019agit essentiellement de ce que l\u2019IA est en mesure de percevoir dans une \u00ab conversation \u00bb. Elle a une limite bien pr\u00e9cise. Une fois cette limite atteinte, les informations les plus anciennes sont perdues de vue par l\u2019IA. C\u2019est \u00e0 ce moment-l\u00e0 qu\u2019on per\u00e7oit le manque de coh\u00e9rence avec le contexte initial que nous avions fix\u00e9. Il existe des m\u00e9canismes pour tenter de r\u00e9duire cette \u00ab perte de m\u00e9moire \u00bb, comme la compression, les r\u00e9sum\u00e9s, ou les r\u00e9injections, mais il faut comprendre que l\u2019IA aura quand m\u00eame toujours ses limites.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_0d7c3a-67, .wp-block-kadence-advancedheading.kt-adv-heading6637_0d7c3a-67[data-kb-block=\"kb-adv-heading6637_0d7c3a-67\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_0d7c3a-67 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_0d7c3a-67[data-kb-block=\"kb-adv-heading6637_0d7c3a-67\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_0d7c3a-67 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_0d7c3a-67[data-kb-block=\"kb-adv-heading6637_0d7c3a-67\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_0d7c3a-67 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_0d7c3a-67\"><strong>R\u00e9seaux de neurones artificiels (RNA)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Il s\u2019agit d\u2019une technique en intelligence artificielle permettant \u00e0 une machine de prendre une d\u00e9cision statistique d\u2019apr\u00e8s ses donn\u00e9es d\u2019entra\u00eenement. Pour entra\u00eener un RNA, il faut traditionnellement fournir des donn\u00e9es de sorties d\u00e9sir\u00e9es pour des entr\u00e9es connues. Le syst\u00e8me pond\u00e8re chacun des neurones pour arriver \u00e0 ce r\u00e9sultat. En refaisant cette op\u00e9ration sur des millions, voire des milliards de donn\u00e9es, on peaufine le mod\u00e8le qui devient semi-autonome par la suite. Cette technique est utilis\u00e9e depuis quelques d\u00e9cennies (\u00e0 plus petite \u00e9chelle) notamment dans la reconnaissance de texte (OCR) et la reconnaissance d\u2019image.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_6213e5-5e, .wp-block-kadence-advancedheading.kt-adv-heading6637_6213e5-5e[data-kb-block=\"kb-adv-heading6637_6213e5-5e\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_6213e5-5e mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_6213e5-5e[data-kb-block=\"kb-adv-heading6637_6213e5-5e\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_6213e5-5e img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_6213e5-5e[data-kb-block=\"kb-adv-heading6637_6213e5-5e\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_6213e5-5e wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_6213e5-5e\"><strong>Transformateur<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Les transformateurs sont le c\u0153ur de la pr\u00e9diction de la sortie. Ils passent les connaissances courantes du prompt, des images ou autre, ainsi que la sortie partielle en cours dans un ensemble de transformation math\u00e9matique automatis\u00e9e et des r\u00e9seaux de neurones sp\u00e9cialis\u00e9s dans la compr\u00e9hension de son \u00ab espace vectoriel latent \u00bb.<\/p>\n\n\n<style>.kb-image6637_70c46d-c4 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image6637_70c46d-c4\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"343\" src=\"https:\/\/www.kuriosit.ca\/wp-content\/uploads\/2026\/04\/transformateur-ia.png\" alt=\"Transformateur IA\" class=\"kb-img wp-image-6728\" title=\"\" srcset=\"https:\/\/www.kuriosit.ca\/wp-content\/uploads\/2026\/04\/transformateur-ia.png 720w, https:\/\/www.kuriosit.ca\/wp-content\/uploads\/2026\/04\/transformateur-ia-18x9.png 18w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" \/><\/figure><\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_80586a-1d, .wp-block-kadence-advancedheading.kt-adv-heading6637_80586a-1d[data-kb-block=\"kb-adv-heading6637_80586a-1d\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);text-align:center;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_80586a-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_80586a-1d[data-kb-block=\"kb-adv-heading6637_80586a-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_80586a-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_80586a-1d[data-kb-block=\"kb-adv-heading6637_80586a-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<div class=\"kt-adv-heading6637_80586a-1d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_80586a-1d\">Source | <a href=\"https:\/\/scillidan.github.io\/transformer-explainer\/\" target=\"_blank\" rel=\"noopener\">Transformer Explainer: LLM Transformer Model Visually Explained<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Ces modules de traitement ne sont pas autonomes \u00e0 proprement parler, mais repr\u00e9sentent plut\u00f4t une s\u00e9quence permettant d\u2019arriver au r\u00e9sultat voulu. Cette technique d\u2019IA acc\u00e9l\u00e8re le traitement et permettre de s\u2019am\u00e9liorer dynamiquement, mais il s\u2019agit avant tout d\u2019un gigantesque calcul statistique.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_e8df4b-ae, .wp-block-kadence-advancedheading.kt-adv-heading6637_e8df4b-ae[data-kb-block=\"kb-adv-heading6637_e8df4b-ae\"]{padding-bottom:0px;margin-top:var(--global-kb-spacing-lg, 3rem);font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_e8df4b-ae mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_e8df4b-ae[data-kb-block=\"kb-adv-heading6637_e8df4b-ae\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_e8df4b-ae img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_e8df4b-ae[data-kb-block=\"kb-adv-heading6637_e8df4b-ae\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading6637_e8df4b-ae wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_e8df4b-ae\"><strong>Mod\u00e8les de langage<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Pour les agents conversationnels g\u00e9n\u00e9riques, il s\u2019agit de leur centre n\u00e9vralgique. Il existe diff\u00e9rents types de mod\u00e8les. Chacun est un immense mod\u00e8le statistique indiquant quels jetons sont les plus probables pour suivre chacun des jetons pr\u00e9c\u00e9dents. Les diff\u00e9rences majeures sont le nombre de jetons en entr\u00e9e et en sortie, ainsi que les donn\u00e9es d\u2019entra\u00eenements utilis\u00e9es. En voici quelques-uns parmi les plus r\u00e9pandus.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_58f54f-c5, .wp-block-kadence-advancedheading.kt-adv-heading6637_58f54f-c5[data-kb-block=\"kb-adv-heading6637_58f54f-c5\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_58f54f-c5 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_58f54f-c5[data-kb-block=\"kb-adv-heading6637_58f54f-c5\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_58f54f-c5 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_58f54f-c5[data-kb-block=\"kb-adv-heading6637_58f54f-c5\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_58f54f-c5 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_58f54f-c5\"><strong>Large Language Model (LLM)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ces mod\u00e8les ont \u00e9t\u00e9 entra\u00een\u00e9s sur d\u2019immenses banques de textes al\u00e9atoires. Leur force r\u00e9side principalement dans la g\u00e9n\u00e9ration de texte fluide, mais ils ne sont pas sp\u00e9cialis\u00e9s dans les concepts qu\u2019ils mentionnent. Ils sont les mod\u00e8les qui incorporent le plus grand nombre de param\u00e8tres, mais dont les informations ne sont pas sp\u00e9cialis\u00e9es afin d\u2019\u00e9largir le champ lexical.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_150d9e-d3, .wp-block-kadence-advancedheading.kt-adv-heading6637_150d9e-d3[data-kb-block=\"kb-adv-heading6637_150d9e-d3\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_150d9e-d3 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_150d9e-d3[data-kb-block=\"kb-adv-heading6637_150d9e-d3\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_150d9e-d3 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_150d9e-d3[data-kb-block=\"kb-adv-heading6637_150d9e-d3\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_150d9e-d3 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_150d9e-d3\"><strong>Small Language Models (SLM)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Il est maintenant possible de faire tourner des IA g\u00e9n\u00e9ratives nativement sur un t\u00e9l\u00e9phone, mais pour ce faire, le mod\u00e8le a d\u00fb \u00eatre r\u00e9duit. Le mod\u00e8le a \u00e9t\u00e9 \u00e9tudi\u00e9 de mani\u00e8re \u00e0 r\u00e9duire la masse critique du LLM sans perdre la facult\u00e9 de base requise. Selon le domaine requ\u00e9rant la r\u00e9duction, il peut s\u2019agir de retirer certains concepts moins communs, ou de r\u00e9duire le vocabulaire accessible. Dans le second cas, la \u00ab&nbsp;diversit\u00e9&nbsp;\u00bb des r\u00e9ponses sera r\u00e9duite, et pourrait faire penser \u00e0 son anc\u00eatre de r\u00e9ponses pr\u00e9construites par sa limitation de vocabulaire, mais reste tr\u00e8s performant pour des instructions courantes.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_f799a6-d5, .wp-block-kadence-advancedheading.kt-adv-heading6637_f799a6-d5[data-kb-block=\"kb-adv-heading6637_f799a6-d5\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_f799a6-d5 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_f799a6-d5[data-kb-block=\"kb-adv-heading6637_f799a6-d5\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_f799a6-d5 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_f799a6-d5[data-kb-block=\"kb-adv-heading6637_f799a6-d5\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_f799a6-d5 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_f799a6-d5\"><strong>Mod\u00e8les sp\u00e9cialistes (ou sp\u00e9cialis\u00e9s)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Certains agents ont \u00e9t\u00e9 sp\u00e9cialis\u00e9s pour un domaine particulier. C\u2019est le cas de la gamme m\u00e9tier de Gemini (exemples&nbsp;: MedLM en m\u00e9decine, SecLM en cybers\u00e9curit\u00e9, Code Assist, Imagen, Veo, Lyria, et bien d\u2019autres). Leur mod\u00e8le de langage a donc \u00e9t\u00e9 sp\u00e9cialis\u00e9 en r\u00e9duisant ce mod\u00e8le et en peaufinant et r\u00e9duisant consid\u00e9rablement le mod\u00e8le. Les textes pour l\u2019entra\u00eenement se basent sur des ouvrages traitant de sujets bien sp\u00e9cifiques \u00e0 caract\u00e8re plus pr\u00e9cis du domaine vis\u00e9. Ceci permet une plus grande pr\u00e9cision sur des sujets sp\u00e9cifiques tout en maintenant la performance. M\u00eame s\u2019il est possible d\u2019obtenir des hallucinations artificielles, ce type de mod\u00e8le y est g\u00e9n\u00e9ralement moins sujet (pr\u00e9cision de 91,1 % aux examens de licence m\u00e9dicale am\u00e9ricaine dans le cas de MedLM).<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_222eb9-eb, .wp-block-kadence-advancedheading.kt-adv-heading6637_222eb9-eb[data-kb-block=\"kb-adv-heading6637_222eb9-eb\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_222eb9-eb mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_222eb9-eb[data-kb-block=\"kb-adv-heading6637_222eb9-eb\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_222eb9-eb img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_222eb9-eb[data-kb-block=\"kb-adv-heading6637_222eb9-eb\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_222eb9-eb wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_222eb9-eb\"><strong>Mixture of Experts (MoE)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">D\u2019autres agents ont \u00e9t\u00e9 sp\u00e9cialis\u00e9s dans plusieurs domaines simultan\u00e9s. Leur mod\u00e8le de langage est donc tr\u00e8s lourd, mais offre la possibilit\u00e9 d\u2019effectuer des recherches crois\u00e9es entre les domaines. C\u2019est entre autres le cas pour DeepSeek. Afin de r\u00e9duire la consommation d\u2019\u00e9nergie, les diff\u00e9rents experts se font activer selon le domaine d\u00e9tect\u00e9. Le mod\u00e8le n\u2019est donc pas enti\u00e8rement actif en tout temps. Cependant, il n\u00e9cessite \u00e9norm\u00e9ment d\u2019espace pour stocker les param\u00e8tres m\u00eame s&rsquo;ils sont inactifs. Il est \u00e9galement possible qu\u2019une mauvaise interpr\u00e9tation de l\u2019intention de l\u2019utilisateur cause une r\u00e9ponse incoh\u00e9rente.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_7a45ca-f7, .wp-block-kadence-advancedheading.kt-adv-heading6637_7a45ca-f7[data-kb-block=\"kb-adv-heading6637_7a45ca-f7\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_7a45ca-f7 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_7a45ca-f7[data-kb-block=\"kb-adv-heading6637_7a45ca-f7\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_7a45ca-f7 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_7a45ca-f7[data-kb-block=\"kb-adv-heading6637_7a45ca-f7\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_7a45ca-f7 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_7a45ca-f7\"><strong>Multimodal Large Language Models (MLLM)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Certaines architectures parleront plut\u00f4t de Vision Language Models (VLM). De mani\u00e8re g\u00e9n\u00e9rale, les MLLM permettent d\u2019interpr\u00e9ter non seulement des mots, mais \u00e9galement des pixels et de l\u2019audio dans un m\u00eame espace conceptuel. Un des pionniers fut DeepMind. Bien que certains pr\u00e9f\u00e8rent garder une certaine l\u00e9g\u00e8ret\u00e9 en conservant un mod\u00e8le de type LLM ou SLM, la pr\u00e9sence des MLLM dans les outils grand public est devenue presqu\u2019une norme.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_7001d2-b4, .wp-block-kadence-advancedheading.kt-adv-heading6637_7001d2-b4[data-kb-block=\"kb-adv-heading6637_7001d2-b4\"]{margin-top:0px;font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_7001d2-b4 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_7001d2-b4[data-kb-block=\"kb-adv-heading6637_7001d2-b4\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_7001d2-b4 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_7001d2-b4[data-kb-block=\"kb-adv-heading6637_7001d2-b4\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading6637_7001d2-b4 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_7001d2-b4\"><strong>Autres types de mod\u00e8les en rafale<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Latent Concept Models (LCM) pour la d\u00e9couverte de sens cach\u00e9s dans du texte ou de mod\u00e8les cach\u00e9s dans des donn\u00e9es.<br><br>Language Action Models (LAM), utilis\u00e9, entre autres, pour des automates ayant des r\u00e9percussions dans le monde physique (conversion de mot en action)<br><br>Masked Language Models (MLM), utilis\u00e9 dans certains syst\u00e8mes de Google pour pr\u00e9dire les non-dits par l\u2019utilisateur lors de l\u2019invite afin de comprendre l\u2019intention r\u00e9elle de l\u2019utilisateur dans sa requ\u00eate.<br><br>Segment Anything Models (SAM), utilis\u00e9, entre autres, par Meta pour r\u00e9agir notamment \u00e0 des interactions avec l\u2019utilisateur.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_a4201d-68, .wp-block-kadence-advancedheading.kt-adv-heading6637_a4201d-68[data-kb-block=\"kb-adv-heading6637_a4201d-68\"]{padding-bottom:0px;margin-top:var(--global-kb-spacing-lg, 3rem);font-size:var(--global-kb-font-size-md, 1.25rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_a4201d-68 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_a4201d-68[data-kb-block=\"kb-adv-heading6637_a4201d-68\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_a4201d-68 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_a4201d-68[data-kb-block=\"kb-adv-heading6637_a4201d-68\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading6637_a4201d-68 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_a4201d-68\"><strong>Et les agents dans tout \u00e7a?<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Les agents sont essentiellement un emballage pratique offrant \u00e0 l\u2019utilisateur une configuration initiale incluant les mod\u00e8les, des entra\u00eenements et les param\u00e8tres permettant de faire les diff\u00e9rentes g\u00e9n\u00e9rations. Ils peuvent \u00e9galement int\u00e9grer des orchestrateurs lorsque l\u2019outil offre de pouvoir effectuer plusieurs t\u00e2ches distinctes. Par exemple, Gemini permet, entre autres, de faire des calculs, des images, des vid\u00e9os, du texte, de la r\u00e9vision, de la programmation ou de l\u2019apprentissage.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_357cd2-a0, .wp-block-kadence-advancedheading.kt-adv-heading6637_357cd2-a0[data-kb-block=\"kb-adv-heading6637_357cd2-a0\"]{padding-top:var(--global-kb-spacing-xs, 1rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);margin-bottom:var(--global-kb-spacing-lg, 3rem);text-align:center;font-style:normal;text-shadow:1px 1px 1px rgba(0, 0, 0, 0.2);border-top-left-radius:35px;border-top-right-radius:35px;border-bottom-right-radius:35px;border-bottom-left-radius:35px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_357cd2-a0 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_357cd2-a0[data-kb-block=\"kb-adv-heading6637_357cd2-a0\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_357cd2-a0 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_357cd2-a0[data-kb-block=\"kb-adv-heading6637_357cd2-a0\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading6637_357cd2-a0, .wp-block-kadence-advancedheading.kt-adv-heading6637_357cd2-a0[data-kb-block=\"kb-adv-heading6637_357cd2-a0\"]{text-shadow:1px 1px 1px rgba(0, 0, 0, 0.2);}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading6637_357cd2-a0, .wp-block-kadence-advancedheading.kt-adv-heading6637_357cd2-a0[data-kb-block=\"kb-adv-heading6637_357cd2-a0\"]{text-shadow:1px 1px 1px rgba(0, 0, 0, 0.2);}}<\/style>\n<div class=\"kt-adv-heading6637_357cd2-a0 wp-block-kadence-advancedheading has-theme-palette-7-background-color has-background\" data-kb-block=\"kb-adv-heading6637_357cd2-a0\">Certains agents, comme Microsoft Copilot ou Google Gemini, existent \u00e0 la fois en version grand public et en version int\u00e9gr\u00e9e \u00e0 un environnement de travail (Microsoft 365, SharePoint, Google Workspace, NotebookLM). <\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04, .wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04[data-kb-block=\"kb-adv-heading6637_f2d47a-04\"]{padding-top:var(--global-kb-spacing-xs, 1rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);margin-bottom:var(--global-kb-spacing-lg, 3rem);text-align:left;font-style:normal;text-shadow:1px 1px 1px rgba(0, 0, 0, 0.2);border-top-left-radius:35px;border-top-right-radius:35px;border-bottom-right-radius:35px;border-bottom-left-radius:35px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04[data-kb-block=\"kb-adv-heading6637_f2d47a-04\"]{display:flex;gap:0.25em;justify-content:left;align-items:center;}.wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04[data-kb-block=\"kb-adv-heading6637_f2d47a-04\"] .kb-adv-heading-icon svg{width:1em;height:1em;}.wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04[data-kb-block=\"kb-adv-heading6637_f2d47a-04\"] .kb-adv-heading-icon{color:var(--global-palette1, #3182CE);font-size:57px;padding-right:var(--global-kb-spacing-xs, 1rem);}.wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04[data-kb-block=\"kb-adv-heading6637_f2d47a-04\"]:hover .kb-adv-heading-icon{color:var(--global-palette1, #3182CE);}.wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04[data-kb-block=\"kb-adv-heading6637_f2d47a-04\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04[data-kb-block=\"kb-adv-heading6637_f2d47a-04\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04, .wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04[data-kb-block=\"kb-adv-heading6637_f2d47a-04\"]{text-shadow:1px 1px 1px rgba(0, 0, 0, 0.2);}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04, .wp-block-kadence-advancedheading.kt-adv-heading6637_f2d47a-04[data-kb-block=\"kb-adv-heading6637_f2d47a-04\"]{text-shadow:1px 1px 1px rgba(0, 0, 0, 0.2);}}<\/style><a class=\"kb-advanced-heading-link kt-adv-heading-link6637_f2d47a-04\" href=\"https:\/\/www.kuriosit.ca\/wp-content\/uploads\/2026\/05\/agents-ai-intelligence-artificielle-applications.pdf\"><div class=\"kt-adv-heading6637_f2d47a-04 wp-block-kadence-advancedheading kt-adv-heading-has-icon has-theme-palette9-color has-text-color has-theme-palette3-background-color has-background\" data-kb-block=\"kb-adv-heading6637_f2d47a-04\"><span class=\"kb-svg-icon-wrap kb-adv-heading-icon kb-svg-icon-fe_arrowDownCircle kb-adv-heading-icon-side-left\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><circle cx=\"12\" cy=\"12\" r=\"10\"\/><polyline points=\"8 12 12 16 16 12\"\/><line x1=\"12\" y1=\"8\" x2=\"12\" y2=\"16\"\/><\/svg><\/span><span class=\"kb-adv-text-inner\"><strong>Consultez notre guide pour mieux comprendre les agents AI et leurs usages<\/strong>.<br>T\u00e9l\u00e9chargez notre guide.<\/span><\/div><\/a>\n\n<style>.wp-block-kadence-spacer.kt-block-spacer-6637_a6d006-fe .kt-block-spacer{height:60px;}.wp-block-kadence-spacer.kt-block-spacer-6637_a6d006-fe .kt-divider{border-top-width:1px;height:1px;border-top-color:#eee;width:100%;border-top-style:solid;}<\/style>\n<div class=\"wp-block-kadence-spacer aligncenter kt-block-spacer-6637_a6d006-fe\"><div class=\"kt-block-spacer kt-block-spacer-halign-center\"><hr class=\"kt-divider\"\/><\/div><\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading6637_b0d04f-a9, .wp-block-kadence-advancedheading.kt-adv-heading6637_b0d04f-a9[data-kb-block=\"kb-adv-heading6637_b0d04f-a9\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading6637_b0d04f-a9 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading6637_b0d04f-a9[data-kb-block=\"kb-adv-heading6637_b0d04f-a9\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading6637_b0d04f-a9 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading6637_b0d04f-a9[data-kb-block=\"kb-adv-heading6637_b0d04f-a9\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<div class=\"kt-adv-heading6637_b0d04f-a9 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading6637_b0d04f-a9\"><strong>Toujours curieux ?<\/strong> Si le sujet vous int\u00e9resse et que vous voulez en apprendre davantage, je vous sugg\u00e8re de visiter les sources suivantes&nbsp;:<\/div>\n\n\n<style>.wp-block-kadence-iconlist.kt-svg-icon-list-items6637_50886f-76:not(.this-stops-third-party-issues){margin-top:0px;margin-bottom:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items6637_50886f-76 ul.kt-svg-icon-list:not(.this-prevents-issues):not(.this-stops-third-party-issues):not(.tijsloc){margin-top:var(--global-kb-spacing-sm, 1.5rem);margin-right:0px;margin-bottom:var(--global-kb-spacing-sm, 1.5rem);margin-left:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items6637_50886f-76 ul.kt-svg-icon-list{grid-row-gap:5px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items6637_50886f-76 ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap .kt-svg-icon-list-single{margin-right:10px;}.kt-svg-icon-list-items6637_50886f-76 ul.kt-svg-icon-list .kt-svg-icon-list-level-0 .kt-svg-icon-list-single svg{font-size:20px;}<\/style>\n<div class=\"wp-block-kadence-iconlist kt-svg-icon-list-items kt-svg-icon-list-items6637_50886f-76 kt-svg-icon-list-columns-1 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aria-hidden=\"true\"><path d=\"M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71\"\/><path d=\"M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\"><a href=\"https:\/\/zenodo.org\/records\/15687613\/files\/llm_ai.pdf\" target=\"_blank\" rel=\"noopener\">https:\/\/zenodo.org\/records\/15687613\/files\/llm_ai.pdf<\/a><\/span><\/li>\n<\/ul><\/div>\n","protected":false},"excerpt":{"rendered":"<p>This text was written by a human assisted by an IAgen to standardize the tone and spelling of the content. All information has been validated by human experts in the field. The header image was generated by an IAgen from a prompt by the author. In today's world, conversational agents...<\/p>","protected":false},"author":38,"featured_media":6722,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[63],"tags":[],"class_list":["post-6637","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-intelligence-artificielle"],"acf":[],"taxonomy_info":{"category":[{"value":63,"label":"Intelligence artificielle"}]},"featured_image_src_large":["https:\/\/www.kuriosit.ca\/wp-content\/uploads\/2026\/04\/definition-intelligence-artificielle-ia-generative.png",1408,768,false],"author_info":{"display_name":"Evelyne Proulx","author_link":"https:\/\/www.kuriosit.ca\/en\/author\/eproulx\/"},"comment_info":0,"category_info":[{"term_id":63,"name":"Intelligence artificielle","slug":"intelligence-artificielle","term_group":0,"term_taxonomy_id":63,"taxonomy":"category","description":"","parent":0,"count":7,"filter":"raw","cat_ID":63,"category_count":7,"category_description":"","cat_name":"Intelligence artificielle","category_nicename":"intelligence-artificielle","category_parent":0}],"tag_info":false,"_links":{"self":[{"href":"https:\/\/www.kuriosit.ca\/en\/wp-json\/wp\/v2\/posts\/6637","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kuriosit.ca\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kuriosit.ca\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kuriosit.ca\/en\/wp-json\/wp\/v2\/users\/38"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kuriosit.ca\/en\/wp-json\/wp\/v2\/comments?post=6637"}],"version-history":[{"count":24,"href":"https:\/\/www.kuriosit.ca\/en\/wp-json\/wp\/v2\/posts\/6637\/revisions"}],"predecessor-version":[{"id":6755,"href":"https:\/\/www.kuriosit.ca\/en\/wp-json\/wp\/v2\/posts\/6637\/revisions\/6755"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kuriosit.ca\/en\/wp-json\/wp\/v2\/media\/6722"}],"wp:attachment":[{"href":"https:\/\/www.kuriosit.ca\/en\/wp-json\/wp\/v2\/media?parent=6637"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kuriosit.ca\/en\/wp-json\/wp\/v2\/categories?post=6637"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kuriosit.ca\/en\/wp-json\/wp\/v2\/tags?post=6637"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}