<img fetchpriority="high" decoding="async" class="lazy-load aligncenter wp-image-225058 size-full" title="parts de marché GenAI en Europe" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/parts-de-marche-GenAI-en-Europe.png" alt="parts de marché GenAI en Europe" width="586" height="278" />, <img decoding="async" class="lazy-load aligncenter wp-image-225059 size-full" title="parts de marché ERP Europe" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/parts-de-marche-ERP-Europe.png" alt="parts de marché ERP Europe" width="823" height="459" />, <img decoding="async" class="lazy-load aligncenter wp-image-225060 size-full" title="parts de marché CRM Europe" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/parts-de-marche-CRM-Europe.png" alt="parts de marché CRM Europe" width="862" height="408" />, données, <img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-225061 size-full" title="parts de marché collaboration bureautique" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/parts-de-marche-collaboration-bureautique.png" alt="parts de marché collaboration bureautique" width="840" height="447" />, <img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-225062 size-full" title="parts de marché logiciels d\'entreprise Europe" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/parts-de-marche-logiciels-dentreprise-Europe.png" alt="parts de marché logiciels d\'entreprise Europe" width="762" height="481" />, <img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-225063 size-full" title="parts de marché services conseil Europe" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/parts-de-marche-services-conseil-Europe.png" alt="parts de marché services conseil Europe" width="881" height="446" />, <img loading="lazy" decoding="async" class="lazy-load aligncenter size-full wp-image-225064" title="taux de sélection dans les appels d\'offres" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/taux-de-selection-dans-les-appels-doffres.png" alt="taux de sélection dans les appels d\'offres" width="643" height="522" />, <img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-225065 size-full" title="sociétés gagnantes des appels d\'offres" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/societes-gagnantes-des-appels-doffres.png" alt="sociétés gagnantes des appels d\'offres" width="893" height="660" />
<img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-225046 size-full" title="capex capacité hyperscalers" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/capex-capacite-hyperscalers.jpg" alt="capex capacité hyperscalers" width="1231" height="739" />, coûte plus cher, falloir, question, potentiellement, se battent, commandées, acheté, prépareraient, envisagerait, s’en tient, prévoirait, annoncé, communiquait, <img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-225044 size-full" title="IDC prévisions dépenses IT mondiales" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/IDC-previsions-depenses-IT-mondiales.jpg" alt="IDC prévisions dépenses IT mondiales" width="1024" height="576" />, <img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-225045 size-full" title="IDC croissance des dépenses IT mondiales par client" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/IDC-croissance-des-depenses-IT-mondiales-par-client.jpg" alt="IDC croissance des dépenses IT mondiales par client" width="1024" height="576" />, concentrent, se trouve, <img loading="lazy" decoding="async" class="lazy-load wp-image-225047 size-full" title="capacité par région géographique" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/capacite-par-region-geographique.jpg" alt="" width="1254" height="897" />, au niveau, atteint
<img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-225013 size-full" title="arborescence Ministral 3 3B Instruct" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/arborescence-Ministral-3-EB-Instruct.png" alt="arborescence Ministral 3 3B Instruct" width="687" height="310" />, <img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-225015 size-full" title="Perplexity AI R1" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/Perplexity-AI-R1.png" alt="Perplexity AI R1" width="1569" height="980" />, <img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-225016 size-full" title="arbre généalogique Perplexity AI R1" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/arbre-generalogique-Perplexity-AI-R1.png" alt="arbre généalogique Perplexity AI R1" width="1631" height="887" />, <img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-225017 size-full" title="mode expert" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/mode-expert.png" alt="mode expert" width="1454" height="924" />, <img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-225014 size-full" title="erreur outil Cnil" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/erreur-outil-Cnil.png" alt="erreur outil Cnil" width="912" height="63" />, L’IA générative peut-elle vraiment « désapprendre » ?, IA et RGPD : la CNIL boucle son corpus de fiches pratiques, De France Travail à la RATP, les leçons du « bac à sable » IA de la CNIL
<img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-224994 size-full" title="BitLocker accélération matérielle vs logiciel" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2026/01/BitLocker-acceleration-materielle-vs-logiciel.jpg" alt="BitLocker accélération matérielle vs logiciel" width="1042" height="581" />, SaaS et chiffrement : Microsoft 365 ciblé par un appel à la vigilance, Windows 11 : l’étau se resserre sur les comptes locaux, Agent 365 : après l’orchestration, Microsoft promet l’encadrement de l’IA agentique
<img decoding="async" class="lazy-load alignleft wp-image-224798" title="Jean-Jacques Mok" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/Jean-Jacques-Mok.jpg" alt="Jean-Jacques Mok" width="140" height="140" />
<img fetchpriority="high" decoding="async" class="lazy-load wp-image-224753 size-full aligncenter" title="CaMeL" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/CaMeL.png" alt="CaMeL" width="1863" height="905" />, <img decoding="async" class="lazy-load aligncenter wp-image-224754 size-full" title="contrôle utilisateur" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/controle-utilisateur.png" alt="contrôle utilisateur" width="1304" height="1350" />, lignes directrices, <img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-224755 size-full" title="récompenses bug bounty Chrome" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/recompenses-bug-bounty-Chrome.png" alt="récompenses bug bounty Chrome" width="1821" height="501" />
<img loading="lazy" decoding="async" class="lazy-load aligncenter wp-image-224704 size-full" title="Galaxy Z TriFold plié" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/Galaxy-Z-TriFold-plie.png" alt="Galaxy Z TriFold plié" width="485" height="194" />
<img loading="lazy" decoding="async" class="lazy-load alignnone wp-image-224690 size-full" title="Veolia carrousel" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/Veolia-carrousel.png" alt="Veolia carrousel" width="940" height="388" />, <img loading="lazy" decoding="async" class="lazy-load alignnone wp-image-224691 size-full" title="Veolia sous-menu" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/Veolia-sous-menu.png" alt="Veolia sous-menu" width="904" height="348" />, constatée, analysé
<img loading="lazy" decoding="async" class="lazy-load alignnone wp-image-224673 size-full" title="instances Lambda managées" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/instances-Lambda-managees.png" alt="instances Lambda managées" width="1510" height="685" />
<img loading="lazy" decoding="async" class="lazy-load alignnone wp-image-224664 size-full" title="accélération GPU" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/acceleration-GPU.jpg" alt="accélération GPU" width="2238" height="960" />, Cette offre, <img loading="lazy" decoding="async" class="lazy-load alignnone wp-image-224665 size-full" title="évaluations" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/evaluations.png" alt="évaluations" width="980" height="991" />, Cedar, <img loading="lazy" decoding="async" class="lazy-load alignnone size-full wp-image-224666" title="benchmark Amazon Nova 2 Sonic" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/benchmark-Amazon-Nova-2-Sonic.png" alt="benchmark Amazon Nova 2 Sonic" width="2272" height="1002" />, <img loading="lazy" decoding="async" class="lazy-load alignnone wp-image-224667 size-full" title="benchmark Amazon Nova Act" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/benchmark-Amazon-Nova-Act.png" alt="benchmark Amazon Nova Act" width="4082" height="2027" />, HUMAIN, fonctions Lambda
<img loading="lazy" decoding="async" class="lazy-load alignnone wp-image-224648 size-full" title="tarification Azure Key Vault" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/tarification-1.png" alt="tarification Azure Key Vault" width="1029" height="328" />, <img loading="lazy" decoding="async" class="lazy-load alignnone size-full wp-image-224649" title="tarification clés Standard Premium" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/tarification-2.png" alt="tarification clés Standard Premium" width="1031" height="265" />, <img loading="lazy" decoding="async" class="lazy-load alignnone size-full wp-image-224650" title="tarification 3" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/tarification-3.png" alt="tarification 3" width="1031" height="370" />, <img loading="lazy" decoding="async" class="lazy-load alignnone size-full wp-image-224651" title="tarification 4" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/12/tarification-4.png" alt="tarification 4" width="1049" height="354" />
<img loading="lazy" decoding="async" class="lazy-load alignnone size-full wp-image-224592" title="Mixture of Thoughts" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/11/Mixture-of-Thoughts.png" alt="Mixture of Thoughts" width="1400" height="442" />
<img loading="lazy" decoding="async" class="lazy-load alignnone size-full wp-image-224578" title="Gemini 3 Pro Deep Think benchmarks" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/11/Gemini-3-Pro-Deep-Think-benchmarks-scaled.gif" alt="Gemini 3 Pro Deep Think benchmarks" width="2560" height="1440" />
<img loading="lazy" decoding="async" class="lazy-load alignnone wp-image-224487 size-full" title="registre d\'agents" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/11/registre-dagents.png" alt="registre d\'agents" width="1024" height="581" />
<img loading="lazy" decoding="async" class="lazy-load alignnone wp-image-224463 size-full" title="Limburg Francfort OVHcloud" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/11/Limburg-Francfort.png" alt="Limburg Francfort OVHcloud" width="1120" height="636" />, touché à la marge, <img loading="lazy" decoding="async" class="lazy-load alignnone wp-image-224464 size-full" title="Kehl OVHcloud" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/11/Kehl.png" alt="Kehl OVHcloud" width="947" height="504" />, annoncée, félicité, COOPERANTS
<img loading="lazy" decoding="async" class="lazy-load alignnone size-full wp-image-224418" title="évaluation quantitative" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/11/évaluation-quantitative.png" alt="évaluation quantitative" width="2074" height="1240" />, <img loading="lazy" decoding="async" class="lazy-load alignnone size-full wp-image-224417" title="challenger et reasoner fixes" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/11/challenger-et-reasoner-fixes.png" alt="challenger et reasoner fixes" width="1481" height="628" />, <img loading="lazy" decoding="async" class="lazy-load alignnone size-full wp-image-224416" title="ablation challenger et corpus" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/11/ablation-challenger-et-corpus.png" alt="ablation challenger et corpus" width="1482" height="624" />, <img loading="lazy" decoding="async" class="lazy-load alignnone size-full wp-image-224419" title="type de corpus" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/11/type-de-corpus.png" alt="type de corpus" width="2280" height="376" />, <img loading="lazy" decoding="async" class="lazy-load alignnone size-full wp-image-224421" title="type de tâche" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/11/type-de-tâche.png" alt="type de tâche" width="1659" height="377" />, <img loading="lazy" decoding="async" class="lazy-load alignnone size-full wp-image-224420" title="type de récompense" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/11/type-de-récompense.png" alt="type de récompense" width="1326" height="449" />
<img loading="lazy" decoding="async" class="lazy-load size-full wp-image-224350" title="platforms devices" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="https://www.silicon.fr/wp-content/uploads/2025/11/platforms-devices.png" alt="platforms devices" width="1273" height="706">