{"id":658803,"date":"2026-10-08T11:08:52","date_gmt":"2026-10-08T09:08:52","guid":{"rendered":"https:\/\/aivancity.ai\/blog\/?p=658803"},"modified":"2026-10-08T11:18:20","modified_gmt":"2026-10-08T09:18:20","slug":"s1-skild-ai-apprentissage-robotique-video","status":"publish","type":"post","link":"https:\/\/aivancity.ai\/blog\/s1-skild-ai-apprentissage-robotique-video\/","title":{"rendered":"S1 de Skild AI : ce que l\u2019apprentissage par vid\u00e9o change r\u00e9ellement pour la robotique"},"content":{"rendered":"\n<div style=\"\n  margin: 28px 0;\n  padding: 26px 30px;\n  background: linear-gradient(135deg, #f4eee5 0%, #ffffff 100%);\n  border-left: 6px solid #986e13;\n  border-radius: 0 14px 14px 0;\n  box-shadow: 0 5px 18px rgba(59, 75, 132, 0.10);\n\">\n  <p style=\"\n    margin: 0;\n    color: #26345f;\n    font-family: Arial, sans-serif;\n    font-size: 18px;\n    line-height: 1.75;\n    font-weight: 400;\n    text-align: justify;\n  \">\n    <span style=\"\n      float: left;\n      color: #986e13;\n      font-family: Arial, sans-serif;\n      font-size: 64px;\n      font-weight: 700;\n      line-height: 0.82;\n      margin: 7px 10px 0 0;\n    \">P<\/span>r\u00e9sent\u00e9 par\n    <strong style=\"color: #3358ff;\">Skild AI<\/strong> en\n    <strong>ao\u00fbt 2026<\/strong>, <strong>S1<\/strong> est un\n    <strong>mod\u00e8le fondation pour la robotique<\/strong> con\u00e7u pour\n    ex\u00e9cuter une t\u00e2che nouvelle \u00e0 partir d\u2019une\n    <strong>seule d\u00e9monstration vid\u00e9o<\/strong>, sans entra\u00eenement\n    suppl\u00e9mentaire propre \u00e0 cette t\u00e2che. Les essais publi\u00e9s\n    montrent des progr\u00e8s sur des\n    <strong>s\u00e9quences de manipulation pouvant durer jusqu\u2019\u00e0 dix minutes<\/strong>,\n    mais ils reposent encore sur des\n    <strong>\u00e9valuations internes<\/strong>. L\u2019enjeu d\u00e9passe donc\n    la d\u00e9monstration technique : il consiste \u00e0 d\u00e9terminer si cet\n    <strong>apprentissage en contexte<\/strong> peut devenir\n    <strong style=\"color: #986e13;\">suffisamment fiable, s\u00fbr et\n    contr\u00f4lable pour des environnements professionnels.<\/strong>\n  <\/p>\n<\/div>\n\n\n\n<div style=\"\n  display:grid;\n  grid-template-columns:42px 1fr;\n  column-gap:2px;\n  align-items:start;\n  margin:20px 0 30px;\n\">\n\n  <div style=\"\n    color:#B18418;\n    font-size:23px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:1px;\n    padding-top:5px;\n  \">\n    01\n  <\/div>\n\n  <h2 style=\"\n    margin:0;\n    color:#171D45;\n    font-size:30px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:-0.6px;\n  \">\nCe qui vient de se passer\n  <\/h2>\n\n<\/div>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Skild AI a pr\u00e9sent\u00e9 S1 en ao\u00fbt 2026 comme son mod\u00e8le fondation phare pour la manipulation robotique. Le syst\u00e8me re\u00e7oit une vid\u00e9o montrant une t\u00e2che, puis tente de reproduire l\u2019objectif observ\u00e9 avec un robot, sans modifier ses poids et sans phase de post-entra\u00eenement sp\u00e9cifique. Le 10 septembre, NVIDIA a d\u00e9taill\u00e9 l\u2019infrastructure utilis\u00e9e pour entra\u00eener, simuler et d\u00e9ployer ce mod\u00e8le, notamment Cosmos, Omniverse, Isaac Sim et Isaac Lab.<a href=\"#ref1\" data-type=\"internal\" data-id=\"#ref1\">[1][<\/a><a href=\"#ref2\">2]<\/a><\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">La promesse concerne des t\u00e2ches nouvelles et longues. Skild AI montre S1 rempotant une plante, pr\u00e9parant un caf\u00e9 filtre, r\u00e9alisant des cr\u00eapes ou assemblant un kit. Certaines s\u00e9quences durent jusqu\u2019\u00e0 dix minutes et mobilisent plusieurs gestes successifs. Pour le rempotage, l\u2019entreprise indique \u00eatre pass\u00e9e de l\u2019enregistrement de la d\u00e9monstration au d\u00e9but de l\u2019ex\u00e9cution autonome en onze minutes<a href=\"#ref1\">.[1]<\/a><a href=\"#ref2\">[2]<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cette chronologie doit \u00eatre pr\u00e9cis\u00e9e : S1 n\u2019a pas \u00e9t\u00e9 lanc\u00e9 le 10 septembre. L\u2019annonce initiale remonte \u00e0 ao\u00fbt 2026, tandis que la publication de NVIDIA du 10 septembre pr\u00e9sente la collaboration technique et les usages de ses plateformes de calcul et de simulation.<\/p>\n\n\n\n<div style=\"\n  display:grid;\n  grid-template-columns:42px 1fr;\n  column-gap:2px;\n  align-items:start;\n  margin:20px 0 30px;\n\">\n\n  <div style=\"\n    color:#B18418;\n    font-size:23px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:1px;\n    padding-top:5px;\n  \">\n    02\n  <\/div>\n\n  <h2 style=\"\n    margin:0;\n    color:#171D45;\n    font-size:30px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:-0.6px;\n  \">\nCe qui est r\u00e9ellement nouveau\n  <\/h2>\n\n<\/div>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">L\u2019id\u00e9e d\u2019enseigner un geste \u00e0 un robot par d\u00e9monstration n\u2019est pas nouvelle. La programmation par d\u00e9monstration, l\u2019imitation et la t\u00e9l\u00e9op\u00e9ration sont \u00e9tudi\u00e9es depuis plusieurs d\u00e9cennies. Ce qui distingue S1 est l\u2019ambition de transf\u00e9rer \u00e0 la robotique un m\u00e9canisme devenu central dans les grands mod\u00e8les de langage : l\u2019apprentissage en contexte.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Dans ce cadre, la vid\u00e9o ne sert pas \u00e0 r\u00e9entra\u00eener le mod\u00e8le. Elle est plac\u00e9e dans son contexte au moment de l\u2019utilisation. S1 doit en extraire l\u2019intention, reconna\u00eetre les objets pertinents, suivre l\u2019avancement de la t\u00e2che et traduire la d\u00e9monstration en actions compatibles avec le robot et la sc\u00e8ne pr\u00e9sents. L\u2019entreprise affirme que le m\u00eame ensemble de poids produit tous les exemples pr\u00e9sent\u00e9s.<a href=\"#ref1\" data-type=\"internal\" data-id=\"#ref1\">[1]<\/a><\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">La nouveaut\u00e9 revendiqu\u00e9e porte aussi sur la dur\u00e9e et la nouveaut\u00e9 des t\u00e2ches. Skild AI indique que plusieurs sc\u00e9narios n\u2019apparaissaient pas dans les donn\u00e9es de pr\u00e9-entra\u00eenement et qu\u2019ils combinaient des gestes \u00e9l\u00e9mentaires dans des s\u00e9quences in\u00e9dites. Si cette capacit\u00e9 se confirme hors des essais internes, elle pourrait r\u00e9duire le co\u00fbt de collecte de donn\u00e9es et de sp\u00e9cialisation pour chaque nouvelle op\u00e9ration.<\/p>\n\n\n\n<style>\n.aiv10-pill{display:flex;align-items:center;gap:4px;background:rgba(255,255,255,0.07);border:1px solid rgba(255,255,255,0.11);border-radius:20px;padding:4px 10px;font-size:11.5px;color:rgba(255,255,255,0.72);white-space:nowrap;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;}\n.aiv10-pill svg{width:11px;height:11px;flex-shrink:0;stroke:#3986e1;}\n.aiv10-cta:hover{background:#2f72c8 !important;}\n.aiv10-badge-inner{display:inline-flex;align-items:center;gap:5px;background:rgba(57,134,225,0.12);border:1px solid rgba(57,134,225,0.35);border-radius:20px;padding:3px 10px;}\n.aiv10-badge-dot{width:5px;height:5px;border-radius:50%;background:#3986e1;display:inline-block;flex-shrink:0;}\n@media(max-width:640px){\n  .aiv10-responsive{flex-direction:column !important;}\n  .aiv10-img-wrap{width:100% !important;height:180px !important;}\n  .aiv10-img-overlay{background:linear-gradient(to bottom,rgba(35,38,65,0) 30%,rgba(35,38,65,1) 100%) !important;}\n  .aiv10-body-wrap{padding:18px 20px 24px !important;}\n  .aiv10-logo-img{width:150px !important;}\n  .aiv10-cta{width:100% !important;text-align:center !important;display:block !important;}\n  .aiv10-badge-hide{display:none !important;}\n}\n<\/style>\n\n<div style=\"background:#232641;border-radius:16px;overflow:hidden;margin:40px 0;box-sizing:border-box;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;\">\n  <div class=\"aiv10-responsive\" style=\"display:flex !important;flex-direction:row !important;min-height:240px;\">\n\n    <div class=\"aiv10-img-wrap\" style=\"width:42% !important;flex-shrink:0 !important;position:relative;overflow:hidden;\">\n      <img decoding=\"async\" src=\"https:\/\/aivancity.ai\/sites\/default\/files\/2025-11\/vignette-msc-ia-gen.jpg\"\n           alt=\"MSc IA G\u00e9n\u00e9ratives et Agentiques aivancity\"\n           style=\"width:100% !important;height:100% !important;object-fit:cover !important;object-position:center top !important;display:block !important;filter:brightness(0.9);\"\/>\n      <div class=\"aiv10-img-overlay\" style=\"position:absolute;inset:0;background:linear-gradient(to right,rgba(35,38,65,0) 40%,rgba(35,38,65,0.7) 75%,rgba(35,38,65,1) 100%);\"><\/div>\n    <\/div>\n\n    <div class=\"aiv10-body-wrap\" style=\"flex:1;padding:26px 32px 26px 22px;display:flex !important;flex-direction:column !important;justify-content:space-between;gap:14px;position:relative;z-index:1;box-sizing:border-box;\">\n\n      <img decoding=\"async\" class=\"aiv10-logo-img\"\n           src=\"https:\/\/aivancity.ai\/blog\/wp-content\/uploads\/2026\/05\/BLANC-FRANCAIS-COMPLET.png\"\n           alt=\"aivancity\"\n           style=\"width:170px !important;height:auto !important;display:block !important;max-width:170px !important;opacity:0.95;\"\/>\n\n      <div style=\"display:flex;flex-direction:column;gap:10px;flex:1;justify-content:center;\">\n        <h2 style=\"font-size:22px;font-weight:700;color:#fff;line-height:1.25;margin:0;\">MSc <span style=\"color:#3986e1;\">IA G\u00e9n\u00e9ratives<\/span><br>et Agentiques<\/h2>\n        <p style=\"font-size:13px;color:rgba(255,255,255,0.58);line-height:1.55;max-width:400px;margin:0;\">Devenez expert des IA g\u00e9n\u00e9ratives et agentiques : LLMs, transformers, d\u00e9ploiement en entreprise. Learning trip Silicon Valley inclus. Titre RNCP niveau 7 (Bac+6).<\/p>\n        <div style=\"display:flex;flex-wrap:wrap;gap:6px;\">\n          <span class=\"aiv10-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><circle cx=\"12\" cy=\"12\" r=\"10\"\/><polyline points=\"12 6 12 12 16 14\"\/><\/svg>12 mois \u2014 Bac+6<\/span>\n          <span class=\"aiv10-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M17 21v-2a4 4 0 0 0-4-4H5a4 4 0 0 0-4 4v2\"\/><circle cx=\"9\" cy=\"7\" r=\"4\"\/><\/svg>Bac+5 avec exp\u00e9rience<\/span>\n          <span class=\"aiv10-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><polyline points=\"20 6 9 17 4 12\"\/><\/svg>Part-time \u2014 vendredis &#038; samedis<\/span>\n          <span class=\"aiv10-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M12 2C8.13 2 5 5.13 5 9c0 5.25 7 13 7 13s7-7.75 7-13c0-3.87-3.13-7-7-7z\"\/><circle cx=\"12\" cy=\"9\" r=\"2.5\"\/><\/svg>Campus Paris-Villejuif<\/span>\n        <\/div>\n      <\/div>\n\n      <div style=\"display:flex;align-items:center;justify-content:space-between;flex-wrap:wrap;gap:10px;\">\n        <a class=\"aiv10-cta\" href=\"https:\/\/aivancity.ai\/program\/msc-intelligences-artificielles-generatives\/presentation\" target=\"_blank\" rel=\"noopener noreferrer\"\n           style=\"background:#3986e1 !important;color:#fff !important;font-size:13.5px;font-weight:600;padding:10px 24px;border-radius:8px;text-decoration:none !important;white-space:nowrap;display:inline-block !important;\">\n          D\u00e9couvrir le programme \u2192\n        <\/a>\n        <span class=\"aiv10-badge-hide aiv10-badge-inner\">\n          <span class=\"aiv10-badge-dot\"><\/span>\n          <span style=\"font-size:10.5px;color:#3986e1;font-weight:600;letter-spacing:0.04em;text-transform:uppercase;\">Titre RNCP niveau 7<\/span>\n        <\/span>\n      <\/div>\n\n    <\/div>\n  <\/div>\n<\/div>\n\n\n\n<div style=\"\n  display:grid;\n  grid-template-columns:42px 1fr;\n  column-gap:2px;\n  align-items:start;\n  margin:20px 0 30px;\n\">\n\n  <div style=\"\n    color:#B18418;\n    font-size:23px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:1px;\n    padding-top:5px;\n  \">\n    03\n  <\/div>\n\n  <h2 style=\"\n    margin:0;\n    color:#171D45;\n    font-size:30px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:-0.6px;\n  \">\nComment S1 apprend \u00e0 partir d\u2019une vid\u00e9o\n  <\/h2>\n\n<\/div>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">S1 est entra\u00een\u00e9 sur des \u00e9pisodes dans lesquels une d\u00e9monstration visuelle d\u00e9crit la t\u00e2che \u00e0 accomplir. Le mod\u00e8le apprend \u00e0 relier ce qu\u2019il observe dans la vid\u00e9o \u00e0 la sc\u00e8ne actuelle et aux commandes motrices disponibles. Il ne copie donc pas n\u00e9cessairement chaque mouvement du d\u00e9monstrateur. Il cherche \u00e0 reconstruire une politique d\u2019action qui poursuit le m\u00eame objectif avec son propre corps robotique.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Le pr\u00e9-entra\u00eenement combine plusieurs familles de donn\u00e9es : t\u00e9l\u00e9op\u00e9ration, vid\u00e9os humaines en vue subjective, simulation et exp\u00e9riences r\u00e9alis\u00e9es sur des robots. Chacune r\u00e9pond \u00e0 une contrainte diff\u00e9rente. La t\u00e9l\u00e9op\u00e9ration est proche du mat\u00e9riel r\u00e9el mais co\u00fbteuse \u00e0 produire. La vid\u00e9o humaine apporte davantage de diversit\u00e9, avec un \u00e9cart plus important entre les gestes humains et ceux du robot. La simulation se d\u00e9veloppe plus facilement, mais elle doit repr\u00e9senter correctement les contacts, la pression, les collisions et les propri\u00e9t\u00e9s physiques.<a href=\"#ref1\">[1]<\/a><\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">NVIDIA intervient sur plusieurs \u00e9tapes de cette cha\u00eene. Cosmos aide \u00e0 organiser ou enrichir les donn\u00e9es vid\u00e9o, Omniverse et Isaac Sim fournissent des environnements virtuels, Isaac Lab sert \u00e0 l\u2019apprentissage par renforcement et TensorRT optimise l\u2019inf\u00e9rence. Ces outils ne constituent pas S1 eux-m\u00eames. Ils forment l\u2019infrastructure sur laquelle Skild AI entra\u00eene et d\u00e9ploie son mod\u00e8le<a href=\"#ref2\">.[2]<\/a><\/p>\n\n\n\n<div style=\"\n  display:grid;\n  grid-template-columns:42px 1fr;\n  column-gap:2px;\n  align-items:start;\n  margin:20px 0 30px;\n\">\n\n  <div style=\"\n    color:#B18418;\n    font-size:23px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:1px;\n    padding-top:5px;\n  \">\n    04\n  <\/div>\n\n  <h2 style=\"\n    margin:0;\n    color:#171D45;\n    font-size:30px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:-0.6px;\n  \">\nCapacit\u00e9s annonc\u00e9es et limites \u00e0 retenir\n  <\/h2>\n\n<\/div>\n\n\n\n<div style=\"width: 100%; margin: 28px auto; overflow-x: auto;\">\n  <table style=\"\n    width: 100%;\n    border-collapse: separate;\n    border-spacing: 0;\n    font-family: Arial, sans-serif;\n    font-size: 16px;\n    line-height: 1.55;\n    color: #26345f;\n    border: 1px solid #d9dce8;\n    border-radius: 12px;\n    overflow: hidden;\n    box-shadow: 0 5px 18px rgba(59, 75, 132, 0.10);\n  \">\n    <thead>\n      <tr>\n        <th style=\"\n          width: 28%;\n          padding: 16px 18px;\n          background-color: #3b4b84;\n          color: #ffffff;\n          text-align: left;\n          vertical-align: middle;\n          border-right: 1px solid rgba(255, 255, 255, 0.25);\n        \">\n          Capacit\u00e9 ou contrainte\n        <\/th>\n\n        <th style=\"\n          width: 72%;\n          padding: 16px 18px;\n          background-color: #3b4b84;\n          color: #ffffff;\n          text-align: left;\n          vertical-align: middle;\n        \">\n          Ce qu\u2019il faut comprendre\n        <\/th>\n      <\/tr>\n    <\/thead>\n\n    <tbody>\n      <tr>\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          font-weight: 700;\n          vertical-align: middle;\n          border-right: 1px solid #d9dce8;\n          border-bottom: 1px solid #d9dce8;\n        \">\n          D\u00e9monstration unique\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          vertical-align: middle;\n          border-bottom: 1px solid #d9dce8;\n        \">\n          Une vid\u00e9o sert de contexte \u00e0 l\u2019ex\u00e9cution. Elle ne garantit pas une r\u00e9ussite syst\u00e9matique d\u00e8s le premier essai.\n        <\/td>\n      <\/tr>\n\n      <tr>\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #f4f6fb;\n          font-weight: 700;\n          vertical-align: middle;\n          border-right: 1px solid #d9dce8;\n          border-bottom: 1px solid #d9dce8;\n        \">\n          Sans post-entra\u00eenement\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #f4f6fb;\n          vertical-align: middle;\n          border-bottom: 1px solid #d9dce8;\n        \">\n          Les poids du mod\u00e8le ne sont pas modifi\u00e9s pour chaque nouvelle t\u00e2che pr\u00e9sent\u00e9e dans les essais.\n        <\/td>\n      <\/tr>\n\n      <tr>\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          font-weight: 700;\n          vertical-align: middle;\n          border-right: 1px solid #d9dce8;\n          border-bottom: 1px solid #d9dce8;\n        \">\n          T\u00e2ches longues\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          vertical-align: middle;\n          border-bottom: 1px solid #d9dce8;\n        \">\n          Les d\u00e9monstrations publi\u00e9es atteignent jusqu\u2019\u00e0 dix minutes et regroupent plusieurs \u00e9tapes de manipulation.\n        <\/td>\n      <\/tr>\n\n      <tr>\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #f4f6fb;\n          font-weight: 700;\n          vertical-align: middle;\n          border-right: 1px solid #d9dce8;\n          border-bottom: 1px solid #d9dce8;\n        \">\n          Adaptation\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #f4f6fb;\n          vertical-align: middle;\n          border-bottom: 1px solid #d9dce8;\n        \">\n          S1 peut, selon Skild AI, g\u00e9rer certains d\u00e9placements d\u2019objets, substitutions et erreurs en cours d\u2019ex\u00e9cution.\n        <\/td>\n      <\/tr>\n\n      <tr>\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          font-weight: 700;\n          vertical-align: middle;\n          border-right: 1px solid #d9dce8;\n          border-bottom: 1px solid #d9dce8;\n        \">\n          \u00c9valuation\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          vertical-align: middle;\n          border-bottom: 1px solid #d9dce8;\n        \">\n          Les chiffres disponibles proviennent de Skild AI. Aucun benchmark ind\u00e9pendant \u00e9quivalent n\u2019est encore publi\u00e9.\n        <\/td>\n      <\/tr>\n\n      <tr>\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #f4f6fb;\n          font-weight: 700;\n          vertical-align: middle;\n          border-right: 1px solid #d9dce8;\n        \">\n          Disponibilit\u00e9\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #f4f6fb;\n          vertical-align: middle;\n        \">\n          S1 est pr\u00e9sent\u00e9 dans des d\u00e9ploiements et partenariats s\u00e9lectionn\u00e9s, pas comme un mod\u00e8le librement t\u00e9l\u00e9chargeable.\n        <\/td>\n      <\/tr>\n    <\/tbody>\n  <\/table>\n<\/div>\n\n\n\n<div style=\"\n  display:grid;\n  grid-template-columns:42px 1fr;\n  column-gap:2px;\n  align-items:start;\n  margin:20px 0 30px;\n\">\n\n  <div style=\"\n    color:#B18418;\n    font-size:23px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:1px;\n    padding-top:5px;\n  \">\n    05\n  <\/div>\n\n  <h2 style=\"\n    margin:0;\n    color:#171D45;\n    font-size:30px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:-0.6px;\n  \">\nCe que les r\u00e9sultats permettent r\u00e9ellement d\u2019affirmer\n  <\/h2>\n\n<\/div>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Skild AI compare une politique guid\u00e9e par d\u00e9monstration vid\u00e9o \u00e0 un mod\u00e8le VLA, pour Vision Language Action, pilot\u00e9 par une instruction linguistique. Sur des t\u00e2ches in\u00e9dites de quatre \u00e0 huit minutes, entra\u00een\u00e9es avec un volume annonc\u00e9 de 100 000 heures de donn\u00e9es, l\u2019entreprise rapporte un taux moyen de r\u00e9ussite cumul\u00e9e par \u00e9tape de 66 % pour S1, contre 9 % pour la r\u00e9f\u00e9rence linguistique.<a href=\"#ref1\">[1]<\/a><\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Cette mesure ne correspond pas \u00e0 une r\u00e9ussite compl\u00e8te de 66 % pour chaque mission. Elle agr\u00e8ge la r\u00e9ussite des diff\u00e9rentes \u00e9tapes. Skild AI pr\u00e9cise en outre que des interventions humaines ont \u00e9t\u00e9 utilis\u00e9es pour remettre le syst\u00e8me en situation apr\u00e8s un \u00e9chec afin que toutes les \u00e9tapes puissent \u00eatre \u00e9valu\u00e9es. Cette m\u00e9thodologie apporte une information sur la progression locale du robot, mais elle ne mesure pas directement la proportion de t\u00e2ches accomplies int\u00e9gralement sans aide.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">L\u2019entreprise estime \u00e9galement qu\u2019une d\u00e9monstration en contexte atteint un niveau comparable \u00e0 environ 380 \u00e9pisodes de post-entra\u00eenement sur les t\u00e2ches \u00e9tudi\u00e9es. Cette \u00e9quivalence r\u00e9sulte d\u2019une interpolation entre plusieurs points exp\u00e9rimentaux. Elle ne doit pas \u00eatre comprise comme une r\u00e8gle universelle applicable \u00e0 toute t\u00e2che, tout mat\u00e9riel ou tout environnement.<a href=\"#ref1\">[1]<\/a><\/p>\n\n\n\n<div style=\"width: 100%; margin: 28px auto; overflow-x: auto;\">\n  <table style=\"\n    width: 100%;\n    min-width: 760px;\n    border-collapse: separate;\n    border-spacing: 0;\n    font-family: Arial, sans-serif;\n    font-size: 16px;\n    line-height: 1.55;\n    color: #26345f;\n    border: 1px solid #e0d5bd;\n    border-radius: 12px;\n    overflow: hidden;\n    box-shadow: 0 5px 18px rgba(152, 110, 19, 0.12);\n    text-align: center;\n  \">\n    <thead>\n      <tr>\n        <th style=\"\n          width: 27%;\n          padding: 16px 18px;\n          background-color: #986e13;\n          color: #ffffff;\n          text-align: center;\n          vertical-align: middle;\n          border-right: 1px solid rgba(255,255,255,0.25);\n        \">\n          R\u00e9sultat publi\u00e9\n        <\/th>\n\n        <th style=\"\n          width: 23%;\n          padding: 16px 18px;\n          background-color: #986e13;\n          color: #ffffff;\n          text-align: center;\n          vertical-align: middle;\n          border-right: 1px solid rgba(255,255,255,0.25);\n        \">\n          Valeur annonc\u00e9e\n        <\/th>\n\n        <th style=\"\n          width: 50%;\n          padding: 16px 18px;\n          background-color: #986e13;\n          color: #ffffff;\n          text-align: center;\n          vertical-align: middle;\n        \">\n          Lecture prudente\n        <\/th>\n      <\/tr>\n    <\/thead>\n\n    <tbody>\n\n      <tr>\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          color: #986e13;\n          font-weight: 700;\n          text-align: center;\n          vertical-align: middle;\n          border-right: 1px solid #e0d5bd;\n          border-bottom: 1px solid #e0d5bd;\n        \">\n          Dur\u00e9e maximale montr\u00e9e\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          font-weight: 600;\n          text-align: center;\n          vertical-align: middle;\n          border-right: 1px solid #e0d5bd;\n          border-bottom: 1px solid #e0d5bd;\n        \">\n          Jusqu\u2019\u00e0 10 minutes\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          text-align: center;\n          vertical-align: middle;\n          border-bottom: 1px solid #e0d5bd;\n        \">\n          Dur\u00e9e importante pour une d\u00e9monstration robotique, sur un petit nombre de sc\u00e9narios choisis.\n        <\/td>\n      <\/tr>\n\n      <tr>\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #faf7f0;\n          color: #986e13;\n          font-weight: 700;\n          text-align: center;\n          vertical-align: middle;\n          border-right: 1px solid #e0d5bd;\n          border-bottom: 1px solid #e0d5bd;\n        \">\n          T\u00e2ches in\u00e9dites\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #faf7f0;\n          font-weight: 600;\n          text-align: center;\n          vertical-align: middle;\n          border-right: 1px solid #e0d5bd;\n          border-bottom: 1px solid #e0d5bd;\n        \">\n          66 % par \u00e9tape\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #faf7f0;\n          text-align: center;\n          vertical-align: middle;\n          border-bottom: 1px solid #e0d5bd;\n        \">\n          Mesure interne avec reprises humaines apr\u00e8s certains \u00e9checs, pas un taux de missions enti\u00e8rement autonomes.\n        <\/td>\n      <\/tr>\n\n      <tr>\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          color: #986e13;\n          font-weight: 700;\n          text-align: center;\n          vertical-align: middle;\n          border-right: 1px solid #e0d5bd;\n          border-bottom: 1px solid #e0d5bd;\n        \">\n          R\u00e9f\u00e9rence VLA\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          font-weight: 600;\n          text-align: center;\n          vertical-align: middle;\n          border-right: 1px solid #e0d5bd;\n          border-bottom: 1px solid #e0d5bd;\n        \">\n          9 % par \u00e9tape\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          text-align: center;\n          vertical-align: middle;\n          border-bottom: 1px solid #e0d5bd;\n        \">\n          Comparaison interne entre deux m\u00e9thodes entra\u00een\u00e9es dans le protocole d\u00e9fini par Skild AI.\n        <\/td>\n      <\/tr>\n\n      <tr>\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #faf7f0;\n          color: #986e13;\n          font-weight: 700;\n          text-align: center;\n          vertical-align: middle;\n          border-right: 1px solid #e0d5bd;\n          border-bottom: 1px solid #e0d5bd;\n        \">\n          Efficacit\u00e9 de la d\u00e9monstration\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #faf7f0;\n          font-weight: 600;\n          text-align: center;\n          vertical-align: middle;\n          border-right: 1px solid #e0d5bd;\n          border-bottom: 1px solid #e0d5bd;\n        \">\n          Environ 380 \u00e9pisodes\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #faf7f0;\n          text-align: center;\n          vertical-align: middle;\n          border-bottom: 1px solid #e0d5bd;\n        \">\n          Estimation interpol\u00e9e, d\u00e9pendante des t\u00e2ches, des donn\u00e9es et du mat\u00e9riel \u00e9tudi\u00e9s.\n        <\/td>\n      <\/tr>\n\n      <tr>\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          color: #986e13;\n          font-weight: 700;\n          text-align: center;\n          vertical-align: middle;\n          border-right: 1px solid #e0d5bd;\n        \">\n          T\u00e2ches d\u00e9j\u00e0 vues\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          font-weight: 600;\n          text-align: center;\n          vertical-align: middle;\n          border-right: 1px solid #e0d5bd;\n        \">\n          Environ 96 %\n        <\/td>\n\n        <td style=\"\n          padding: 15px 18px;\n          background-color: #ffffff;\n          text-align: center;\n          vertical-align: middle;\n        \">\n          R\u00e9sultat interne sur des t\u00e2ches proches de la distribution de pr\u00e9-entra\u00eenement.\n        <\/td>\n      <\/tr>\n\n    <\/tbody>\n  <\/table>\n<\/div>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Ces r\u00e9sultats soutiennent une conclusion limit\u00e9e mais importante : dans le protocole de Skild AI, une d\u00e9monstration vid\u00e9o apporte davantage d\u2019information qu\u2019une consigne textuelle pour certaines t\u00e2ches longues et in\u00e9dites. Ils ne d\u00e9montrent pas encore qu\u2019un robot g\u00e9n\u00e9raliste peut apprendre n\u2019importe quelle t\u00e2che \u00e0 partir d\u2019une vid\u00e9o, ni qu\u2019il peut fonctionner avec le niveau de s\u00fbret\u00e9 exig\u00e9 en production.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Aucune publication \u00e9valu\u00e9e par les pairs ni reproduction ind\u00e9pendante de l\u2019ensemble des r\u00e9sultats de S1 n\u2019a \u00e9t\u00e9 identifi\u00e9e au 22 septembre 2026. Les vid\u00e9os et chiffres de l\u2019entreprise constituent donc des preuves primaires utiles, mais encore insuffisantes pour conclure \u00e0 une g\u00e9n\u00e9ralisation robuste.<\/p>\n\n\n\n<style>\n.aiv13-pill{display:flex;align-items:center;gap:4px;background:rgba(255,255,255,0.07);border:1px solid rgba(255,255,255,0.11);border-radius:20px;padding:4px 10px;font-size:11.5px;color:rgba(255,255,255,0.72);white-space:nowrap;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;}\n.aiv13-pill svg{width:11px;height:11px;flex-shrink:0;stroke:#3986e1;}\n.aiv13-cta:hover{background:#2f72c8 !important;}\n.aiv13-badge-inner{display:inline-flex;align-items:center;gap:5px;background:rgba(57,134,225,0.12);border:1px solid rgba(57,134,225,0.35);border-radius:20px;padding:3px 10px;}\n.aiv13-badge-dot{width:5px;height:5px;border-radius:50%;background:#3986e1;display:inline-block;flex-shrink:0;}\n@media(max-width:640px){\n  .aiv13-responsive{flex-direction:column !important;}\n  .aiv13-img-wrap{width:100% !important;height:180px !important;}\n  .aiv13-img-overlay{background:linear-gradient(to bottom,rgba(35,38,65,0) 30%,rgba(35,38,65,1) 100%) !important;}\n  .aiv13-body-wrap{padding:18px 20px 24px !important;}\n  .aiv13-logo-img{width:150px !important;}\n  .aiv13-cta{width:100% !important;text-align:center !important;display:block !important;}\n  .aiv13-badge-hide{display:none !important;}\n}\n<\/style>\n\n<div style=\"background:#232641;border-radius:16px;overflow:hidden;margin:40px 0;box-sizing:border-box;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;\">\n  <div class=\"aiv13-responsive\" style=\"display:flex !important;flex-direction:row !important;min-height:240px;\">\n\n    <div class=\"aiv13-img-wrap\" style=\"width:42% !important;flex-shrink:0 !important;position:relative;overflow:hidden;\">\n      <img decoding=\"async\" src=\"https:\/\/aivancity.ai\/sites\/default\/files\/2026-09\/emba-card.webp\" alt=\"Executive MBA AI &amp; Business Transformation aivancity\" style=\"width:100% !important;height:100% !important;object-fit:cover !important;object-position:center top !important;display:block !important;filter:brightness(0.9);\">\n      <div class=\"aiv13-img-overlay\" style=\"position:absolute;inset:0;background:linear-gradient(to right,rgba(35,38,65,0) 40%,rgba(35,38,65,0.7) 75%,rgba(35,38,65,1) 100%);\"><\/div>\n    <\/div>\n\n    <div class=\"aiv13-body-wrap\" style=\"flex:1;padding:26px 32px 26px 22px;display:flex !important;flex-direction:column !important;justify-content:space-between;gap:14px;position:relative;z-index:1;box-sizing:border-box;\">\n\n      <img decoding=\"async\" class=\"aiv13-logo-img\" src=\"https:\/\/aivancity.ai\/blog\/wp-content\/uploads\/2026\/05\/BLANC-FRANCAIS-COMPLET.png\" alt=\"aivancity\" style=\"width:170px !important;height:auto !important;display:block !important;max-width:170px !important;opacity:0.95;\">\n\n      <div style=\"display:flex;flex-direction:column;gap:10px;flex:1;justify-content:center;\">\n        <h2 style=\"font-size:22px;font-weight:700;color:#fff;line-height:1.25;margin:0;\">Executive MBA <span style=\"color:#3986e1;\">AI &amp; Business<br>Transformation<\/span><\/h2>\n        <p style=\"font-size:13px;color:rgba(255,255,255,0.58);line-height:1.55;max-width:400px;margin:0;\">Le MBA repens\u00e9 pour l&rsquo;\u00e8re de l&rsquo;IA. Pour dirigeants exp\u00e9riment\u00e9s qui veulent piloter la transformation de leur organisation. Paris, Nice &amp; Dubai.<\/p>\n        <div style=\"display:flex;flex-wrap:wrap;gap:6px;\">\n          <span class=\"aiv13-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><circle cx=\"12\" cy=\"12\" r=\"10\"><\/circle><polyline points=\"12 6 12 12 16 14\"><\/polyline><\/svg>12 mois \u2014 Part-time<\/span>\n          <span class=\"aiv13-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M17 21v-2a4 4 0 0 0-4-4H5a4 4 0 0 0-4 4v2\"><\/path><circle cx=\"9\" cy=\"7\" r=\"4\"><\/circle><\/svg>10 ans d&rsquo;exp\u00e9rience min.<\/span>\n          <span class=\"aiv13-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg>Early bird 20 000 \u20ac<\/span>\n          <span class=\"aiv13-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M12 2C8.13 2 5 5.13 5 9c0 5.25 7 13 7 13s7-7.75 7-13c0-3.87-3.13-7-7-7z\"><\/path><circle cx=\"12\" cy=\"9\" r=\"2.5\"><\/circle><\/svg>Paris \u00b7 Nice \u00b7 Dubai<\/span>\n        <\/div>\n      <\/div>\n\n      <div style=\"display:flex;align-items:center;justify-content:space-between;flex-wrap:wrap;gap:10px;\">\n        <a class=\"aiv13-cta\" href=\"https:\/\/aivancity.ai\/formations-professionnel\/executive-mba-ai-business-transformation\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"background:#3986e1 !important;color:#fff !important;font-size:13.5px;font-weight:600;padding:10px 24px;border-radius:8px;text-decoration:none !important;white-space:nowrap;display:inline-block !important;\">\n          D\u00e9couvrir le programme \u2192\n        <\/a>\n        <span class=\"aiv13-badge-hide aiv13-badge-inner\">\n          <span class=\"aiv13-badge-dot\"><\/span>\n          <span style=\"font-size:10.5px;color:#3986e1;font-weight:600;letter-spacing:0.04em;text-transform:uppercase;\">100 % en anglais<\/span>\n        <\/span>\n      <\/div>\n\n    <\/div>\n  <\/div>\n<\/div>\n\n\n\n<div style=\"\n  display:grid;\n  grid-template-columns:42px 1fr;\n  column-gap:2px;\n  align-items:start;\n  margin:20px 0 30px;\n\">\n\n  <div style=\"\n    color:#B18418;\n    font-size:23px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:1px;\n    padding-top:5px;\n  \">\n    06\n  <\/div>\n\n  <h2 style=\"\n    margin:0;\n    color:#171D45;\n    font-size:30px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:-0.6px;\n  \">\nPourquoi cette approche peut compter pour l\u2019industrie\n  <\/h2>\n\n<\/div>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Dans l\u2019industrie et la logistique, une part importante du co\u00fbt d\u2019int\u00e9gration provient de l\u2019adaptation des robots aux produits, aux postes et aux s\u00e9quences de travail. Si une d\u00e9monstration vid\u00e9o permet r\u00e9ellement de reconfigurer une t\u00e2che en quelques minutes, les lignes de production pourraient gagner en flexibilit\u00e9, notamment pour les petites s\u00e9ries, les changements fr\u00e9quents ou les op\u00e9rations difficiles \u00e0 formaliser par du code.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Le r\u00f4le des op\u00e9rateurs \u00e9voluerait \u00e9galement. Leur expertise gestuelle pourrait devenir une source directe d\u2019instructions pour les syst\u00e8mes robotiques. Cela cr\u00e9erait de nouveaux besoins en pr\u00e9paration des d\u00e9monstrations, validation des trajectoires, analyse des erreurs et supervision des d\u00e9ploiements. L\u2019automatisation ne supprimerait donc pas n\u00e9cessairement l\u2019intervention humaine, mais d\u00e9placerait une partie du travail vers la transmission, le contr\u00f4le et la gouvernance des gestes.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Skild AI et NVIDIA citent des usages dans la fabrication, la logistique, l\u2019inspection, la s\u00e9curit\u00e9 et la pr\u00e9paration alimentaire. Un partenariat avec Foxconn doit notamment appliquer le Skild Brain \u00e0 des manipulateurs \u00e0 deux bras pour l\u2019assemblage de syst\u00e8mes NVIDIA Blackwell.<a href=\"#ref2\">[2]<\/a> Ces annonces constituent des signaux de d\u00e9ploiement, mais les donn\u00e9es publiques ne permettent pas encore d\u2019\u00e9valuer la disponibilit\u00e9, la fiabilit\u00e9 continue, le co\u00fbt par t\u00e2che ou les incidents rencontr\u00e9s en production.<\/p>\n\n\n\n<div style=\"\n  display:grid;\n  grid-template-columns:42px 1fr;\n  column-gap:2px;\n  align-items:start;\n  margin:20px 0 30px;\n\">\n\n  <div style=\"\n    color:#B18418;\n    font-size:23px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:1px;\n    padding-top:5px;\n  \">\n    07\n  <\/div>\n\n  <h2 style=\"\n    margin:0;\n    color:#171D45;\n    font-size:30px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:-0.6px;\n  \">\nUne vid\u00e9o ne suffit pas \u00e0 garantir la g\u00e9n\u00e9ralisation\n  <\/h2>\n\n<\/div>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Une d\u00e9monstration ne couvre qu\u2019une trajectoire possible. Dans un atelier r\u00e9el, les objets changent d\u2019orientation, les outils s\u2019usent, l\u2019\u00e9clairage varie et des personnes peuvent entrer dans la zone de travail. La g\u00e9n\u00e9ralisation exige que le mod\u00e8le distingue l\u2019objectif de la s\u00e9quence exacte observ\u00e9e et qu\u2019il sache r\u00e9agir \u00e0 des situations absentes de la vid\u00e9o.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Skild AI montre des essais dans lesquels S1 poursuit une t\u00e2che apr\u00e8s le d\u00e9placement ou la substitution d\u2019un objet. L\u2019entreprise indique aussi que le syst\u00e8me peut reprendre une action apr\u00e8s certains \u00e9checs. Ces comportements sont int\u00e9ressants, mais ils restent pr\u00e9sent\u00e9s sur des exemples s\u00e9lectionn\u00e9s. Une \u00e9valuation industrielle devrait documenter les taux d\u2019\u00e9chec complet, les quasi-accidents, les conditions de reprise, les diff\u00e9rences entre robots et la d\u00e9gradation sur de longues p\u00e9riodes.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">L\u2019adaptation rapide cr\u00e9e \u00e9galement un probl\u00e8me de validation. Si chaque op\u00e9rateur peut enseigner une nouvelle t\u00e2che, l\u2019organisation doit d\u00e9cider qui est autoris\u00e9 \u00e0 le faire, comment la d\u00e9monstration est v\u00e9rifi\u00e9e, dans quel environnement elle peut \u00eatre ex\u00e9cut\u00e9e et comment revenir \u00e0 une version ant\u00e9rieure. L\u2019apprentissage en contexte r\u00e9duit potentiellement le temps de programmation, mais il ne supprime ni la qualification du proc\u00e9d\u00e9 ni la responsabilit\u00e9 du d\u00e9ploiement.<\/p>\n\n\n\n<div style=\"\n  display:grid;\n  grid-template-columns:42px 1fr;\n  column-gap:2px;\n  align-items:start;\n  margin:20px 0 30px;\n\">\n\n  <div style=\"\n    color:#B18418;\n    font-size:23px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:1px;\n    padding-top:5px;\n  \">\n    08\n  <\/div>\n\n  <h2 style=\"\n    margin:0;\n    color:#171D45;\n    font-size:30px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:-0.6px;\n  \">\nS\u00e9curit\u00e9, responsabilit\u00e9 et cadre juridique\n  <\/h2>\n\n<\/div>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Un mod\u00e8le robotique agit dans le monde physique. Une erreur ne produit pas seulement un texte incorrect : elle peut endommager un objet, interrompre une production ou blesser une personne. Les m\u00e9canismes de limitation d\u2019effort, d\u2019arr\u00eat d\u2019urgence, de s\u00e9paration des zones, de surveillance de vitesse et de validation humaine restent donc essentiels, m\u00eame lorsque la politique d\u2019action est g\u00e9n\u00e9r\u00e9e par un mod\u00e8le fondation.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Dans l\u2019Union europ\u00e9enne, le r\u00e8glement sur l\u2019intelligence artificielle s\u2019applique progressivement. Un syst\u00e8me d\u2019IA int\u00e9gr\u00e9 comme composant de s\u00e9curit\u00e9 \u00e0 un produit couvert par la l\u00e9gislation europ\u00e9enne peut relever du r\u00e9gime des syst\u00e8mes \u00e0 haut risque lorsque les conditions de l\u2019article 6 sont r\u00e9unies. Les obligations associ\u00e9es aux syst\u00e8mes vis\u00e9s par l\u2019article 6, paragraphe 1, doivent en principe s\u2019appliquer \u00e0 partir du 2 ao\u00fbt 2027.<a href=\"#ref4\">[4]<\/a> Tous les robots utilisant S1 ne deviennent donc pas automatiquement des syst\u00e8mes \u00e0 haut risque : la qualification d\u00e9pend de la fonction, du produit et du contexte d\u2019usage.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Le r\u00e8glement europ\u00e9en sur les machines, qui doit s\u2019appliquer principalement \u00e0 partir du 20 janvier 2027, renforce parall\u00e8lement l\u2019attention port\u00e9e aux logiciels et aux fonctions de s\u00e9curit\u00e9 des machines.<a href=\"#ref5\" data-type=\"internal\" data-id=\"#ref5\">[5]<\/a> Pour un d\u00e9ploiement professionnel, l\u2019\u00e9valuation devra articuler la s\u00fbret\u00e9 de la machine, la cybers\u00e9curit\u00e9, la gestion des modifications logicielles et les exigences li\u00e9es au syst\u00e8me d\u2019IA. Cette pr\u00e9sentation reste g\u00e9n\u00e9rale et ne constitue pas un conseil juridique.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">La responsabilit\u00e9 doit aussi \u00eatre r\u00e9partie clairement entre le fournisseur du mod\u00e8le, le fabricant du robot, l\u2019int\u00e9grateur, l\u2019employeur et l\u2019utilisateur. Les journaux d\u2019ex\u00e9cution, la version du mod\u00e8le, la vid\u00e9o utilis\u00e9e comme d\u00e9monstration, les param\u00e8tres de s\u00e9curit\u00e9 et les interventions humaines doivent pouvoir \u00eatre retrac\u00e9s lorsqu\u2019une d\u00e9cision ou un incident est analys\u00e9.<\/p>\n\n\n\n<div style=\"\n  display:grid;\n  grid-template-columns:42px 1fr;\n  column-gap:2px;\n  align-items:start;\n  margin:20px 0 30px;\n\">\n\n  <div style=\"\n    color:#B18418;\n    font-size:23px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:1px;\n    padding-top:5px;\n  \">\n    09\n  <\/div>\n\n  <h2 style=\"\n    margin:0;\n    color:#171D45;\n    font-size:30px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:-0.6px;\n  \">\nDonn\u00e9es, travail et impact environnemental\n  <\/h2>\n\n<\/div>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Les vid\u00e9os de d\u00e9monstration peuvent enregistrer des salari\u00e9s, des espaces de production, des proc\u00e9d\u00e9s confidentiels ou des objets prot\u00e9g\u00e9s. Leur collecte doit \u00eatre limit\u00e9e \u00e0 ce qui est n\u00e9cessaire, s\u00e9curis\u00e9e et encadr\u00e9e par des r\u00e8gles de conservation et d\u2019acc\u00e8s. Lorsque des personnes sont identifiables, le RGPD peut s\u2019appliquer. Les organisations doivent \u00e9galement v\u00e9rifier les droits sur les vid\u00e9os et la protection de leur savoir-faire industriel.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Sur le plan social, l\u2019apprentissage par observation peut valoriser l\u2019expertise des op\u00e9rateurs, mais aussi faciliter une captation de leurs gestes sans reconnaissance suffisante. Le d\u00e9ploiement responsable suppose d\u2019associer les \u00e9quipes, de documenter les changements de poste, de former \u00e0 la supervision et d\u2019\u00e9viter que la vid\u00e9o ne devienne un outil de surveillance individuelle. La qualit\u00e9 ergonomique d\u2019un geste humain ne signifie pas non plus qu\u2019il soit automatiquement s\u00fbr ou optimal pour un robot.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Enfin, Skild AI ne publie pas de bilan \u00e9nerg\u00e9tique complet pour l\u2019entra\u00eenement ou l\u2019inf\u00e9rence de S1. La simulation et la r\u00e9utilisation d\u2019un mod\u00e8le g\u00e9n\u00e9raliste peuvent r\u00e9duire certaines collectes physiques, mais l\u2019entra\u00eenement sur de grands volumes de donn\u00e9es et le recours \u00e0 une infrastructure acc\u00e9l\u00e9r\u00e9e ont un co\u00fbt mat\u00e9riel et \u00e9nerg\u00e9tique. Sans mesures comparables, aucun b\u00e9n\u00e9fice environnemental net ne peut \u00eatre affirm\u00e9.<\/p>\n\n\n\n<div style=\"\n  display:grid;\n  grid-template-columns:42px 1fr;\n  column-gap:2px;\n  align-items:start;\n  margin:20px 0 30px;\n\">\n\n  <div style=\"\n    color:#B18418;\n    font-size:23px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:1px;\n    padding-top:5px;\n  \">\n    10\n  <\/div>\n\n  <h2 style=\"\n    margin:0;\n    color:#171D45;\n    font-size:30px;\n    line-height:1.2;\n    font-weight:800;\n    letter-spacing:-0.6px;\n  \">\nCe qu\u2019il faudra observer maintenant\n  <\/h2>\n\n<\/div>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">La prochaine \u00e9tape d\u00e9cisive ne sera pas une nouvelle vid\u00e9o de d\u00e9monstration, mais la publication de protocoles reproductibles et de r\u00e9sultats ind\u00e9pendants. Il faudra notamment mesurer la r\u00e9ussite compl\u00e8te sans intervention, la robustesse sur des objets et robots diff\u00e9rents, la s\u00e9curit\u00e9 en pr\u00e9sence de personnes, le temps d\u2019arr\u00eat, le co\u00fbt de calcul et la capacit\u00e9 \u00e0 expliquer les \u00e9checs.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">Il faudra \u00e9galement suivre les d\u00e9ploiements industriels annonc\u00e9s. Une d\u00e9monstration ponctuelle et une production continue r\u00e9pondent \u00e0 des exigences tr\u00e8s diff\u00e9rentes. Les donn\u00e9es les plus instructives seront celles qui d\u00e9crivent le fonctionnement sur plusieurs semaines, le nombre d\u2019interventions humaines, les modifications n\u00e9cessaires et les conditions dans lesquelles le syst\u00e8me doit \u00eatre d\u00e9sactiv\u00e9.<\/p>\n\n\n\n<p class=\"text-justify wp-block-paragraph\">S1 repr\u00e9sente ainsi une avanc\u00e9e cr\u00e9dible dans l\u2019apprentissage robotique en contexte, mais pas encore la preuve d\u2019un robot universel apprenant instantan\u00e9ment. Sa port\u00e9e r\u00e9elle d\u00e9pendra de sa capacit\u00e9 \u00e0 transformer une d\u00e9monstration prometteuse en processus fiable, v\u00e9rifiable et responsable.<\/p>\n\n\n\n<section style=\"\n  width: 100%;\n  margin: 34px auto;\n  padding: 30px;\n  box-sizing: border-box;\n  background-color: #3b4b84;\n  border-radius: 16px;\n  box-shadow: 0 8px 24px rgba(38, 52, 95, 0.18);\n  font-family: Arial, sans-serif;\n\">\n  <div style=\"\n    margin-bottom: 24px;\n    padding-bottom: 20px;\n    border-bottom: 1px solid rgba(255, 255, 255, 0.25);\n  \">\n    <h2 style=\"\n      margin: 0 0 12px;\n      color: #ffffff;\n      font-size: 27px;\n      line-height: 1.3;\n    \">\n      Pour aller plus loin\n    <\/h2>\n\n    <p style=\"\n      margin: 0;\n      max-width: 850px;\n      color: #e8ebf5;\n      font-size: 17px;\n      line-height: 1.7;\n    \">\n      Pour replacer\n      <strong style=\"color: #ffffff;\">S1<\/strong>\n      dans l\u2019\u00e9volution des mod\u00e8les robotiques, de l\u2019IA embarqu\u00e9e\n      et des m\u00e9tiers industriels, d\u00e9couvrez \u00e9galement ces\n      analyses du blog aivancity.\n    <\/p>\n  <\/div>\n\n  <div style=\"\n    display: grid;\n    grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));\n    gap: 16px;\n  \">\n\n    <!-- CARTE 1 : ROBOTIQUE EMBARQU\u00c9E -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/une-ia-sans-cloud-gemini-robotics-transforme-la-robotique-embarquee\/\"\n       target=\"_blank\"\n       rel=\"noopener noreferrer\"\n       style=\"\n         display: flex;\n         flex-direction: column;\n         justify-content: space-between;\n         min-height: 185px;\n         padding: 21px;\n         box-sizing: border-box;\n         background-color: #ffffff;\n         border-top: 5px solid #3358ff;\n         border-radius: 11px;\n         color: #26345f;\n         text-decoration: none;\n         box-shadow: 0 4px 12px rgba(20, 29, 60, 0.16);\n       \">\n      <div>\n        <span style=\"\n          display: inline-block;\n          margin-bottom: 13px;\n          padding: 5px 10px;\n          background-color: #e9edff;\n          color: #3358ff;\n          border-radius: 20px;\n          font-size: 12px;\n          font-weight: 700;\n          letter-spacing: 0.5px;\n          text-transform: uppercase;\n        \">\n          IA embarqu\u00e9e\n        <\/span>\n\n        <strong style=\"\n          display: block;\n          font-size: 17px;\n          line-height: 1.5;\n        \">\n          Une IA sans cloud : Gemini Robotics transforme\n          la robotique embarqu\u00e9e\n        <\/strong>\n      <\/div>\n\n      <span style=\"\n        display: block;\n        margin-top: 18px;\n        color: #3358ff;\n        font-size: 14px;\n        font-weight: 700;\n      \">\n        Lire l\u2019analyse &rarr;\n      <\/span>\n    <\/a>\n\n    <!-- CARTE 2 : SMOLVLA -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/smolvla-de-hugging-face-lintelligence-artificielle-qui-propulse-la-robotique-vers-plus-dagilite-et-daccessibilite\/\"\n       target=\"_blank\"\n       rel=\"noopener noreferrer\"\n       style=\"\n         display: flex;\n         flex-direction: column;\n         justify-content: space-between;\n         min-height: 185px;\n         padding: 21px;\n         box-sizing: border-box;\n         background-color: #ffffff;\n         border-top: 5px solid #009688;\n         border-radius: 11px;\n         color: #26345f;\n         text-decoration: none;\n         box-shadow: 0 4px 12px rgba(20, 29, 60, 0.16);\n       \">\n      <div>\n        <span style=\"\n          display: inline-block;\n          margin-bottom: 13px;\n          padding: 5px 10px;\n          background-color: #e3f5f2;\n          color: #007c71;\n          border-radius: 20px;\n          font-size: 12px;\n          font-weight: 700;\n          letter-spacing: 0.5px;\n          text-transform: uppercase;\n        \">\n          Mod\u00e8les robotiques\n        <\/span>\n\n        <strong style=\"\n          display: block;\n          font-size: 17px;\n          line-height: 1.5;\n        \">\n          SmolVLA de Hugging Face : une robotique\n          plus agile et accessible\n        <\/strong>\n      <\/div>\n\n      <span style=\"\n        display: block;\n        margin-top: 18px;\n        color: #007c71;\n        font-size: 14px;\n        font-weight: 700;\n      \">\n        Lire l\u2019analyse &rarr;\n      <\/span>\n    <\/a>\n\n    <!-- CARTE 3 : ING\u00c9NIEUR INDUSTRIEL -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/quand-lintelligence-artificielle-accelere-lindustrie-4-0-lingenieur-industriel-entre-data-et-robotique\/\"\n       target=\"_blank\"\n       rel=\"noopener noreferrer\"\n       style=\"\n         display: flex;\n         flex-direction: column;\n         justify-content: space-between;\n         min-height: 185px;\n         padding: 21px;\n         box-sizing: border-box;\n         background-color: #ffffff;\n         border-top: 5px solid #986e13;\n         border-radius: 11px;\n         color: #26345f;\n         text-decoration: none;\n         box-shadow: 0 4px 12px rgba(20, 29, 60, 0.16);\n       \">\n      <div>\n        <span style=\"\n          display: inline-block;\n          margin-bottom: 13px;\n          padding: 5px 10px;\n          background-color: #f7eed9;\n          color: #986e13;\n          border-radius: 20px;\n          font-size: 12px;\n          font-weight: 700;\n          letter-spacing: 0.5px;\n          text-transform: uppercase;\n        \">\n          IA &amp; m\u00e9tiers\n        <\/span>\n\n        <strong style=\"\n          display: block;\n          font-size: 17px;\n          line-height: 1.5;\n        \">\n          IA et industrie 4.0 : le m\u00e9tier\n          d\u2019ing\u00e9nieur industriel transform\u00e9\n        <\/strong>\n      <\/div>\n\n      <span style=\"\n        display: block;\n        margin-top: 18px;\n        color: #986e13;\n        font-size: 14px;\n        font-weight: 700;\n      \">\n        Lire l\u2019analyse &rarr;\n      <\/span>\n    <\/a>\n\n    <!-- CARTE 4 : ROBOTIQUE AUTONOME -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/artificial-intelligence-becomes-a-sporting-legend-a-100-robotic-match-is-played-in-china\/\"\n       target=\"_blank\"\n       rel=\"noopener noreferrer\"\n       style=\"\n         display: flex;\n         flex-direction: column;\n         justify-content: space-between;\n         min-height: 185px;\n         padding: 21px;\n         box-sizing: border-box;\n         background-color: #ffffff;\n         border-top: 5px solid #e91e63;\n         border-radius: 11px;\n         color: #26345f;\n         text-decoration: none;\n         box-shadow: 0 4px 12px rgba(20, 29, 60, 0.16);\n       \">\n      <div>\n        <span style=\"\n          display: inline-block;\n          margin-bottom: 13px;\n          padding: 5px 10px;\n          background-color: #fde8ef;\n          color: #c2185b;\n          border-radius: 20px;\n          font-size: 12px;\n          font-weight: 700;\n          letter-spacing: 0.5px;\n          text-transform: uppercase;\n        \">\n          Robotique autonome\n        <\/span>\n\n        <strong style=\"\n          display: block;\n          font-size: 17px;\n          line-height: 1.5;\n        \">\n          Un match de football enti\u00e8rement\n          jou\u00e9 par des robots en Chine\n        <\/strong>\n      <\/div>\n\n      <span style=\"\n        display: block;\n        margin-top: 18px;\n        color: #c2185b;\n        font-size: 14px;\n        font-weight: 700;\n      \">\n        Lire l\u2019analyse &rarr;\n      <\/span>\n    <\/a>\n\n  <\/div>\n<\/section>\n\n\n\n<section style=\"\n  width: 100%;\n  margin: 32px auto;\n  padding: 28px 30px;\n  box-sizing: border-box;\n  background-color: #f4f6fb;\n  border: 1px solid #d9dce8;\n  border-radius: 14px;\n  box-shadow: 0 5px 18px rgba(59, 75, 132, 0.10);\n  font-family: Arial, sans-serif;\n\">\n\n  <div style=\"\n    margin-bottom: 22px;\n    padding-bottom: 14px;\n    border-bottom: 3px solid #3b4b84;\n  \">\n    <h2 style=\"\n      margin: 0;\n      color: #3b4b84;\n      font-size: 25px;\n      line-height: 1.3;\n    \">\n      Sources\n    <\/h2>\n  <\/div>\n\n  <div style=\"\n    display: flex;\n    flex-direction: column;\n    gap: 13px;\n  \">\n\n    <p id=\"ref1\" style=\"\n      margin: 0;\n      padding: 16px 18px;\n      background-color: #ffffff;\n      color: #26345f;\n      border-left: 4px solid #3358ff;\n      border-radius: 8px;\n      font-size: 15px;\n      line-height: 1.65;\n    \">\n      <strong style=\"color: #3358ff;\">[1]<\/strong>\n      Skild AI, ao\u00fbt 2026.\n      <em>Introducing S1: In-Context Learning for Robotics<\/em>.\n      Consult\u00e9 le 22 septembre 2026.\n      <a href=\"https:\/\/skild.ai\/blogs\/s1\"\n         target=\"_blank\"\n         rel=\"noopener noreferrer\"\n         style=\"\n           color: #3358ff;\n           font-weight: 700;\n           text-decoration: underline;\n           overflow-wrap: anywhere;\n         \">\n        Consulter la source\n      <\/a>\n    <\/p>\n\n    <p id=\"ref2\" style=\"\n      margin: 0;\n      padding: 16px 18px;\n      background-color: #ffffff;\n      color: #26345f;\n      border-left: 4px solid #009688;\n      border-radius: 8px;\n      font-size: 15px;\n      line-height: 1.65;\n    \">\n      <strong style=\"color: #007c71;\">[2]<\/strong>\n      NVIDIA, 10 septembre 2026.\n      <em>Skild AI Taps NVIDIA Physical AI to Teach Robots New Tasks From a Single Video<\/em>.\n      <a href=\"https:\/\/blogs.nvidia.com\/blog\/skild-ai-s1-physical-ai\/\"\n         target=\"_blank\"\n         rel=\"noopener noreferrer\"\n         style=\"\n           color: #007c71;\n           font-weight: 700;\n           text-decoration: underline;\n           overflow-wrap: anywhere;\n         \">\n        Consulter la source\n      <\/a>\n    <\/p>\n\n    <p id=\"ref3\" style=\"\n      margin: 0;\n      padding: 16px 18px;\n      background-color: #ffffff;\n      color: #26345f;\n      border-left: 4px solid #986e13;\n      border-radius: 8px;\n      font-size: 15px;\n      line-height: 1.65;\n    \">\n      <strong style=\"color: #986e13;\">[3]<\/strong>\n      Robotics and Automation News, 14 septembre 2026.\n      <em>Skild AI Unveils S1 Robot Foundation Model That Learns Tasks From Video Demonstrations<\/em>.\n      <a href=\"https:\/\/roboticsandautomationnews.com\/2026\/09\/14\/skild-ai-unveils-s1-robot-foundation-model-that-learns-tasks-from-video-demonstrations\/104791\/\"\n         target=\"_blank\"\n         rel=\"noopener noreferrer\"\n         style=\"\n           color: #986e13;\n           font-weight: 700;\n           text-decoration: underline;\n           overflow-wrap: anywhere;\n         \">\n        Lire l&rsquo;article\n      <\/a>\n    <\/p>\n\n    <p id=\"ref4\" style=\"\n      margin: 0;\n      padding: 16px 18px;\n      background-color: #ffffff;\n      color: #26345f;\n      border-left: 4px solid #e91e63;\n      border-radius: 8px;\n      font-size: 15px;\n      line-height: 1.65;\n    \">\n      <strong style=\"color: #c2185b;\">[4]<\/strong>\n      Commission europ\u00e9enne.\n      <em>Cadre r\u00e9glementaire europ\u00e9en sur l\u2019intelligence artificielle<\/em>.\n      Consult\u00e9 le 22 septembre 2026.\n      <a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/policies\/regulatory-framework-ai\"\n         target=\"_blank\"\n         rel=\"noopener noreferrer\"\n         style=\"\n           color: #c2185b;\n           font-weight: 700;\n           text-decoration: underline;\n           overflow-wrap: anywhere;\n         \">\n        Consulter le cadre r\u00e9glementaire\n      <\/a>\n    <\/p>\n\n    <p id=\"ref5\" style=\"\n      margin: 0;\n      padding: 16px 18px;\n      background-color: #ffffff;\n      color: #26345f;\n      border-left: 4px solid #3b4b84;\n      border-radius: 8px;\n      font-size: 15px;\n      line-height: 1.65;\n    \">\n      <strong style=\"color: #3b4b84;\">[5]<\/strong>\n      Union europ\u00e9enne, 2023.\n      <em>R\u00e8glement (UE) 2023\/1230 relatif aux machines<\/em>.\n      <a href=\"https:\/\/eur-lex.europa.eu\/eli\/reg\/2023\/1230\/oj\"\n         target=\"_blank\"\n         rel=\"noopener noreferrer\"\n         style=\"\n           color: #3b4b84;\n           font-weight: 700;\n           text-decoration: underline;\n           overflow-wrap: anywhere;\n         \">\n        Consulter le r\u00e8glement\n      <\/a>\n    <\/p>\n\n  <\/div>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>Pr\u00e9sent\u00e9 par Skild AI en ao\u00fbt 2026, S1 est un mod\u00e8le fondation pour la robotique con\u00e7u pour ex\u00e9cuter une t\u00e2che nouvelle \u00e0 partir d\u2019une seule d\u00e9monstration vid\u00e9o, sans entra\u00eenement suppl\u00e9mentaire propre \u00e0 cette t\u00e2che. Les&#8230;<\/p>\n","protected":false},"author":7,"featured_media":658809,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[44,65],"tags":[59],"class_list":["post-658803","post","type-post","status-publish","format-standard","has-post-thumbnail","category-avancees-technologiques-en-ia","category-ia-robotique","tag-parlonsia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>S1 de Skild AI : apprendre une t\u00e2che robotique en une vid\u00e9o<\/title>\n<meta name=\"description\" content=\"S1 de Skild AI apprend une t\u00e2che robotique \u00e0 partir d\u2019une vid\u00e9o. 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