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.elementor-element.elementor-element-2776e2f{--padding-top:20px;--padding-bottom:20px;--padding-left:20px;--padding-right:20px;}}</style>{"id":33751,"date":"2026-10-21T21:52:35","date_gmt":"2026-10-21T21:52:35","guid":{"rendered":"https:\/\/thecloud.group\/?p=33751"},"modified":"2026-10-20T21:52:56","modified_gmt":"2026-10-20T21:52:56","slug":"ia-de-supervision-avec-intervention-humaine","status":"publish","type":"post","link":"https:\/\/thecloud.group\/fr\/human-in-the-loop-supervision-ia\/","title":{"rendered":"L&#039;intervention humaine n&#039;est pas un \u00e9chec de l&#039;IA."},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"33751\" class=\"elementor elementor-33751\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cfd484e elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cfd484e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1000 100\" preserveaspectratio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-64f4c56\" data-id=\"64f4c56\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-72fca4b elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"72fca4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/elementor\/thumbs\/logo-pd8scx7e21qrxkwrdlcuh7c8eeq4vmzqsjri81k6ps.png\" title=\"logo\" alt=\"logo\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a76af51 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a76af51\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-cf15d65\" data-id=\"cf15d65\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e993978 elementor-widget elementor-widget-heading\" data-id=\"e993978\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">L&#039;intervention humaine n&#039;est pas un \u00e9chec de l&#039;IA.\n\n\n\n<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c047b73 elementor-widget elementor-widget-heading\" data-id=\"c047b73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">21 octobre 2026<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-43acffb e-flex e-con-boxed e-con e-parent\" data-id=\"43acffb\" 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-a5b2d83 elementor-widget elementor-widget-text-editor\" data-id=\"a5b2d83\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Maintenir l&#039;implication d&#039;une personne dans le processus d\u00e9cisionnel ne signifie pas que l&#039;automatisation a \u00e9chou\u00e9\u00a0; au contraire, elle est bien con\u00e7ue. La plupart des \u00e9conomies r\u00e9alis\u00e9es gr\u00e2ce \u00e0 un processus automatis\u00e9 se situent au niveau de la pr\u00e9paration (collecte, comparaison, r\u00e9daction et proposition), et non au niveau de l&#039;approbation finale. Supprimer cette \u00e9tape augmente consid\u00e9rablement les risques pour un gain quasi nul.<\/span><\/p><p><span style=\"font-weight: 400;\">Le d\u00e9bat sur l&#039;autonomie compl\u00e8te est souvent abord\u00e9 sous l&#039;angle de la maturit\u00e9 technologique. Il serait plus pertinent de l&#039;envisager sous l&#039;angle \u00e9conomique\u00a0: o\u00f9 se situent la main-d&#039;\u0153uvre co\u00fbteuse et o\u00f9 se situe le risque co\u00fbteux\u00a0?.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae9189b elementor-widget elementor-widget-heading\" data-id=\"ae9189b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">O\u00f9 sont les v\u00e9ritables \u00e9conomies ?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-539ec89 elementor-widget elementor-widget-text-editor\" data-id=\"539ec89\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Prenons l&#039;exemple d&#039;un processus de r\u00e9solution d&#039;incident typique. Le temps se r\u00e9partit approximativement comme suit\u00a0:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Rassembler le contexte<\/b><span style=\"font-weight: 400;\">: consulter l&#039;historique, la commande, les conditions applicables. C&#039;est l&#039;essentiel.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Comparez et d\u00e9cidez<\/b><span style=\"font-weight: 400;\">Comparez avec des cas similaires et appliquez les crit\u00e8res. C&#039;est rapide si le contexte est bien pr\u00e9par\u00e9.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ex\u00e9cuter et communiquer<\/b><span style=\"font-weight: 400;\">R\u00e9daction, enregistrement, notification. M\u00e9canicien.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">Un syst\u00e8me qui automatise les premi\u00e8re et troisi\u00e8me \u00e9tapes permet de r\u00e9aliser la majeure partie des \u00e9conomies. La d\u00e9cision, qui comporte le risque, repose d\u00e9sormais entre les mains d&#039;une seule personne qui dispose de toutes les informations n\u00e9cessaires et la prise de d\u00e9cision ne prend qu&#039;une minute au lieu de vingt.<\/span><\/p><p><span style=\"font-weight: 400;\">C\u2019est pourquoi le mod\u00e8le le plus rentable que nous ayons mesur\u00e9 n\u2019est pas l\u2019autonomie\u00a0: c\u2019est\u2026 <\/span><b>Pr\u00e9paration compl\u00e8te avec approbation humaine<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0eee3ab elementor-widget elementor-widget-heading\" data-id=\"0eee3ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Les quatre types de supervision\n\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ff9dab elementor-widget elementor-widget-text-editor\" data-id=\"1ff9dab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<table><thead><tr><th><p><b>Mod\u00e8le<\/b><\/p><\/th><th><p><b>Comment \u00e7a marche<\/b><\/p><\/th><th><p><b>Quand cela vous convient-il ?<\/b><\/p><\/th><\/tr><\/thead><tbody><tr><td><p><b>approbation pr\u00e9alable<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Aucune action n&#039;est ex\u00e9cut\u00e9e sans validation.<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Actions irr\u00e9versibles : paiements, communications externes<\/span><\/p><\/td><\/tr><tr><td><p><b>Exception<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Il est ex\u00e9cut\u00e9 sauf dans des cas d\u00e9finis.<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Volume \u00e9lev\u00e9, risque limit\u00e9<\/span><\/p><\/td><\/tr><tr><td><p><b>\u00c9chantillonnage<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Tout est ex\u00e9cut\u00e9, une partie est examin\u00e9e<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Faible risque, besoin de contr\u00f4le de qualit\u00e9<\/span><\/p><\/td><\/tr><tr><td><p><b>Examen ult\u00e9rieur<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Il est ex\u00e9cut\u00e9 puis audit\u00e9.<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Seulement si l&#039;action est r\u00e9versible<\/span><\/p><\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1fbc947 elementor-widget elementor-widget-text-editor\" data-id=\"1fbc947\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">L&#039;erreur courante consiste \u00e0 choisir le mod\u00e8le en fonction du niveau de confiance dans le syst\u00e8me, alors qu&#039;il faudrait le choisir en fonction du niveau de confiance dans le syst\u00e8me. <\/span><b>en raison de la r\u00e9versibilit\u00e9 de l&#039;action<\/b><span style=\"font-weight: 400;\">. Un excellent mod\u00e8le ex\u00e9cutant des paiements sans validation reste une mauvaise d\u00e9cision de conception\u00a0; un mod\u00e8le m\u00e9diocre classant les tickets avec un exemple d\u2019avis est parfaitement raisonnable.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3799663 elementor-widget elementor-widget-heading\" data-id=\"3799663\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Comment concevoir la supervision pour qu&#039;elle ne constitue pas un goulot d&#039;\u00e9tranglement ?\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5bec56 elementor-widget elementor-widget-text-editor\" data-id=\"c5bec56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">L&#039;objection l\u00e9gitime est que la validation humaine annule les \u00e9conomies si elle est mal con\u00e7ue. Quatre r\u00e8gles permettent d&#039;\u00e9viter cela\u00a0:<\/span><\/p><p><b>Le syst\u00e8me fournit le dossier pr\u00e9par\u00e9, et non la question.<\/b><span style=\"font-weight: 400;\"> La personne devrait avoir acc\u00e8s \u00e0 la proposition, aux informations sur lesquelles elle se fonde et aux alternatives ; elle ne devrait rien avoir \u00e0 chercher.<\/span><\/p><p><b>L&#039;approbation est l&#039;action par d\u00e9faut.<\/b><span style=\"font-weight: 400;\"> Si la validation n\u00e9cessite plus de clics qu&#039;une validation manuelle, le processus sera abandonn\u00e9.<\/span><\/p><p><b>Les validations sont regroup\u00e9es.<\/b><span style=\"font-weight: 400;\"> Vingt approbations cons\u00e9cutives co\u00fbtent bien moins cher que vingt interruptions r\u00e9parties sur toute la journ\u00e9e.<\/span><\/p><p><b>Les corrections sont consign\u00e9es.<\/b><span style=\"font-weight: 400;\"> C\u2019est l\u00e0 le point essentiel, et celui que presque personne n\u2019applique\u00a0: chaque correction constitue une donn\u00e9e sur la qualit\u00e9 r\u00e9elle du syst\u00e8me, comme nous l\u2019avons expliqu\u00e9 dans <\/span><a href=\"https:\/\/thecloud.group\/fr\/observabilite-automatisation-ia\/\"><span style=\"font-weight: 400;\">L&#039;automatisation sans observabilit\u00e9 est irresponsable.<\/span><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cfb4978 elementor-widget elementor-widget-heading\" data-id=\"cfb4978\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Quand la supervision peut-elle \u00eatre all\u00e9g\u00e9e ?\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7f417e elementor-widget elementor-widget-text-editor\" data-id=\"d7f417e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">La d\u00e9cision de supprimer la validation humaine doit reposer sur des donn\u00e9es, et non sur la confiance. Trois conditions cumulatives\u00a0:<\/span><\/p><ol><li><b> <\/b><b>Taux d&#039;approbation \u00e9lev\u00e9 et stable, sans modification<\/b><span style=\"font-weight: 400;\"> pendant un nombre suffisant de cas r\u00e9els, et non de tests.<\/span><\/li><li><b> <\/b><b>Les erreurs d\u00e9tect\u00e9es ont un faible impact.<\/b><span style=\"font-weight: 400;\"> et sa r\u00e9partition est connue.<\/span><\/li><li><b> <\/b><b>L&#039;action est r\u00e9versible.<\/b><span style=\"font-weight: 400;\"> ou a une port\u00e9e ou une quantit\u00e9 limit\u00e9e.<\/span><\/li><\/ol><p><span style=\"font-weight: 400;\">Si les trois conditions sont r\u00e9unies, il est judicieux de passer d&#039;une autorisation pr\u00e9alable \u00e0 une supervision par exception dans les cas \u00e0 faible risque, tout en maintenant la validation dans les autres cas.<\/span><\/p><p><span style=\"font-weight: 400;\">Et une r\u00e8gle qui devrait \u00eatre mise par \u00e9crit\u00a0: <\/span><b>La supervision n&#039;est pas retir\u00e9e en raison de contraintes d&#039;horaire.<\/b><span style=\"font-weight: 400;\">. C&#039;est la cause la plus fr\u00e9quente d&#039;incidents dans les syst\u00e8mes automatis\u00e9s, et c&#039;est une d\u00e9cision qui est g\u00e9n\u00e9ralement prise lors d&#039;une r\u00e9union sans proc\u00e8s-verbal.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5584707 elementor-widget elementor-widget-heading\" data-id=\"5584707\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">L&#039;argument r\u00e9glementaire\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6aa18e7 elementor-widget elementor-widget-text-editor\" data-id=\"6aa18e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">\u00c0 partir de 2025, une raison suppl\u00e9mentaire, non soumise \u00e0 appr\u00e9ciation, entre en jeu. Le r\u00e8glement europ\u00e9en sur l&#039;IA exige une supervision humaine concr\u00e8te pour certaines cat\u00e9gories de syst\u00e8mes, et non une supervision abstraite\u00a0: il doit \u00eatre possible de prouver qui a effectu\u00e9 la supervision, ce qu&#039;ils ont vu et \u00e0 quel moment.<\/span><\/p><p><span style=\"font-weight: 400;\">Cela fait de l&#039;enregistrement de la validation une obligation, et non une simple bonne pratique. Et cela a une cons\u00e9quence sur la conception\u00a0: une surveillance effectu\u00e9e mais non enregistr\u00e9e ne prouve rien.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f9d34f3 elementor-widget elementor-widget-heading\" data-id=\"f9d34f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">La bonne approche \u00e0 adopter\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48a543f elementor-widget elementor-widget-text-editor\" data-id=\"48a543f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Lorsqu&#039;on propose de supprimer la validation humaine pour gagner en efficacit\u00e9, la question pertinente n&#039;est pas de savoir si le mod\u00e8le est suffisamment performant, mais plut\u00f4t\u00a0: <\/span><b>Combien \u00e9conomisons-nous exactement en supprimant cette \u00e9tape, et quel est le co\u00fbt d&#039;une erreur que personne ne d\u00e9tecte\u00a0?<\/b><\/p><p><span style=\"font-weight: 400;\">Dans la plupart des processus ayant un impact \u00e9conomique, le premier chiffre est faible et le second \u00e9lev\u00e9. Lorsque les deux sont pris en compte, la discussion se r\u00e9sout d&#039;elle-m\u00eame.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e26b29f elementor-widget elementor-widget-heading\" data-id=\"e26b29f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Foire aux questions\n<\/h2>\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-0bafad2 e-flex e-con-boxed e-con e-parent\" data-id=\"0bafad2\" 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-255e77a elementor-widget elementor-widget-n-accordion\" data-id=\"255e77a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accord\u00e9on. Ouvrez les liens avec Entr\u00e9e ou Espace, fermez-les avec \u00c9chap et naviguez avec les fl\u00e8ches directionnelles.\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3910\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-3910\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Quel est le r\u00f4le de l&#039;humain dans un syst\u00e8me d&#039;IA ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3910\" class=\"elementor-element elementor-element-5b9195b e-con-full e-flex e-con e-child\" data-id=\"5b9195b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-128178a elementor-widget elementor-widget-text-editor\" data-id=\"128178a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Cette conception implique une intervention humaine dans le processus d\u00e9cisionnel d&#039;un syst\u00e8me automatis\u00e9. Cela ne signifie pas que l&#039;automatisation elle-m\u00eame est d\u00e9faillante\u00a0: la plupart des \u00e9conomies sont r\u00e9alis\u00e9es lors de la pr\u00e9paration des dossiers, et non lors de l&#039;approbation finale. Par cons\u00e9quent, le maintien de la validation pr\u00e9serve la quasi-totalit\u00e9 des avantages et \u00e9limine la quasi-totalit\u00e9 des risques.<\/span><\/p>\t\t\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<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3911\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3911\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Quels sont les mod\u00e8les de supervision humaine existants ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3911\" class=\"elementor-element elementor-element-0fc0d7e e-con-full e-flex e-con e-child\" data-id=\"0fc0d7e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fff5b06 elementor-widget elementor-widget-text-editor\" data-id=\"fff5b06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Quatre : l\u2019approbation pr\u00e9alable, o\u00f9 rien n\u2019est ex\u00e9cut\u00e9 sans validation ; la supervision par exception, o\u00f9 elle est ex\u00e9cut\u00e9e sauf dans des cas d\u00e9finis ; l\u2019\u00e9chantillonnage, o\u00f9 tout est ex\u00e9cut\u00e9 et une partie est examin\u00e9e ; et l\u2019examen ult\u00e9rieur, applicable uniquement si l\u2019action est r\u00e9versible.<\/span><\/p>\t\t\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<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3912\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3912\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Comment choisir le mod\u00e8le de supervision adapt\u00e9 ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3912\" class=\"elementor-element elementor-element-1872c91 e-con-full e-flex e-con e-child\" data-id=\"1872c91\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64a1d1a elementor-widget elementor-widget-text-editor\" data-id=\"64a1d1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Parce que l&#039;automatisation traditionnelle \u00e9tait d\u00e9terministe et donc pr\u00e9visible,<\/span><\/p><p><span style=\"font-weight: 400;\">La r\u00e9versibilit\u00e9 de l&#039;action est le facteur d\u00e9terminant, et non le niveau de confiance dans le syst\u00e8me. Un excellent mod\u00e8le traitant les paiements sans validation reste un mauvais choix de conception, tandis qu&#039;un mod\u00e8le m\u00e9diocre classant les tickets par examen d&#039;\u00e9chantillons est acceptable.<\/span><\/p><p><span style=\"font-weight: 400;\">Ce qui a permis la coexistence malgr\u00e9 l&#039;absence de documentation. En int\u00e9grant des m\u00e9canismes de prise de d\u00e9cision, un m\u00eame cas peut \u00eatre r\u00e9solu diff\u00e9remment, et sans trace \u00e9crite, il est impossible de comprendre pourquoi.<\/span><\/p>\t\t\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<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3913\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3913\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Comment \u00e9viter que la validation humaine ne devienne un goulot d&#039;\u00e9tranglement ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3913\" class=\"elementor-element elementor-element-69dc4e1 e-con-full e-flex e-con e-child\" data-id=\"69dc4e1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-770ee8f elementor-widget elementor-widget-text-editor\" data-id=\"770ee8f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Avec quatre r\u00e8gles\u00a0: que le syst\u00e8me fournisse le dossier pr\u00e9par\u00e9 avec proposition, preuves et alternatives\u00a0; que l\u2019approbation soit l\u2019action par d\u00e9faut et ne n\u00e9cessite pas plus de clics qu\u2019une approbation manuelle\u00a0; que les validations soient regroup\u00e9es au lieu d\u2019\u00eatre interrompues\u00a0; et que les corrections apport\u00e9es lors de chaque examen soient enregistr\u00e9es.<\/span><\/p>\t\t\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<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3914\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3914\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Quand la supervision humaine peut-elle \u00eatre r\u00e9duite\u00a0? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3914\" class=\"elementor-element elementor-element-b0eb544 e-con-full e-flex e-con e-child\" data-id=\"b0eb544\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa43162 elementor-widget elementor-widget-text-editor\" data-id=\"aa43162\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Lorsque trois conditions cumulatives sont r\u00e9unies\u00a0: un taux d\u2019approbation \u00e9lev\u00e9 et stable, sans modification des cas concrets\u00a0; des erreurs \u00e0 faible impact et \u00e0 distribution connue\u00a0; et des actions r\u00e9versibles ou d\u2019une ampleur limit\u00e9e. Jamais sous la contrainte du calendrier.<\/span><\/p>\t\t\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<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3915\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"6\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3915\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> La r\u00e9glementation europ\u00e9enne exige-t-elle une supervision humaine\u00a0? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3915\" class=\"elementor-element elementor-element-394892d e-con-full e-flex e-con e-child\" data-id=\"394892d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6b896dc elementor-widget elementor-widget-text-editor\" data-id=\"6b896dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Oui. Le r\u00e8glement europ\u00e9en sur l&#039;IA exige une supervision humaine d\u00e9montrable pour certaines cat\u00e9gories de syst\u00e8mes, ce qui implique de pouvoir prouver qui a examin\u00e9 le syst\u00e8me, \u00e0 quelles informations cette personne a eu acc\u00e8s et \u00e0 quel moment. Une supervision effectu\u00e9e mais non consign\u00e9e ne permet pas de d\u00e9montrer la conformit\u00e9.<\/span><\/p>\t\t\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<\/details>\n\t\t\t\t\t<\/div>\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-62494f1 elementor-widget elementor-widget-text-editor\" data-id=\"62494f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>\u00c0 quel moment une personne doit-elle intervenir dans votre processus automatis\u00e9\u00a0?<\/b><span style=\"font-weight: 400;\"> Nous avons con\u00e7u le point de contr\u00f4le, l&#039;interface de validation et l&#039;enregistrement requis par la r\u00e9glementation, sans faire de la supervision un goulot d&#039;\u00e9tranglement. <\/span><a href=\"https:\/\/thecloud.group\/fr\/intelligence-artificielle-2\/\"><span style=\"font-weight: 400;\">Parlons-en \u2192<\/span><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2776e2f e-con-full e-flex e-con e-child\" data-id=\"2776e2f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-313fb2f elementor-widget elementor-widget-image\" data-id=\"313fb2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Architecture_restricting_data_flow_202608141504.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-32075\" alt=\"Une architecture logicielle qui limite le flux de donn\u00e9es et l&#039;\u00e9volution de l&#039;entreprise\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Architecture_restricting_data_flow_202608141504.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Architecture_restricting_data_flow_202608141504-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Architecture_restricting_data_flow_202608141504-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Architecture_restricting_data_flow_202608141504-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Architecture_restricting_data_flow_202608141504-12x12.jpeg 12w\" 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>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d096db elementor-widget elementor-widget-image\" data-id=\"5d096db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Gold_coin_tower_crumbling_202608171544.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-32175\" alt=\"Chatbot de service client dot\u00e9 d&#039;intelligence artificielle et d&#039;une exp\u00e9rience utilisateur d&#039;entreprise\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Gold_coin_tower_crumbling_202608171544.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Gold_coin_tower_crumbling_202608171544-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Gold_coin_tower_crumbling_202608171544-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Gold_coin_tower_crumbling_202608171544-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Gold_coin_tower_crumbling_202608171544-12x12.jpeg 12w\" 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>\n\t\t\t\t<div class=\"elementor-element elementor-element-f22134d elementor-widget elementor-widget-image\" data-id=\"f22134d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Decision_maker_choosing_paths_202608171259.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-32118\" alt=\"Professionnel des TI \u00e9valuant les options de construction, d&#039;achat ou d&#039;int\u00e9gration pour une entreprise\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Decision_maker_choosing_paths_202608171259.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Decision_maker_choosing_paths_202608171259-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Decision_maker_choosing_paths_202608171259-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Decision_maker_choosing_paths_202608171259-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Decision_maker_choosing_paths_202608171259-12x12.jpeg 12w\" 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>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Dans le vaste paysage num\u00e9rique du XXIe si\u00e8cle, la s\u00e9curit\u00e9 est la pierre angulaire de toute entreprise. Les vuln\u00e9rabilit\u00e9s en mati\u00e8re de cybers\u00e9curit\u00e9 ne font aucune distinction entre les grandes entreprises et les jeunes pousses prometteuses.<\/p>","protected":false},"author":20,"featured_media":33756,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[859],"tags":[896,883],"class_list":["post-33751","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-ia","tag-producto-digital","tag-sistemas-empresariales"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v28.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Human in the loop no es un fracaso de la IA The Cloud Group<\/title>\n<meta name=\"description\" content=\"C\u00f3mo digitalizamos el archivo del Parlamentode Guinea Ecuatorial: alcance, retost\u00e9cnicos, soluci\u00f3n y resultado. 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