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18:["$","div",null,{"className":"lg:col-span-8 space-y-8","children":[["$","div",null,{"className":"bg-white dark:bg-card rounded-2xl p-8 shadow-sm border","children":[["$","h3",null,{"className":"text-xl font-bold mb-4 flex items-center gap-2","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-zap w-5 h-5 text-yellow-500","aria-hidden":"true","children":[["$","path","1xq2db",{"d":"M4 14a1 1 0 0 1-.78-1.63l9.9-10.2a.5.5 0 0 1 .86.46l-1.92 6.02A1 1 0 0 0 13 10h7a1 1 0 0 1 .78 1.63l-9.9 10.2a.5.5 0 0 1-.86-.46l1.92-6.02A1 1 0 0 0 11 14z"}],"$undefined"]}],"Pourquoi cet atelier ?"]}],["$","p",null,{"className":"text-lg text-slate-700 dark:text-slate-300 leading-relaxed","children":"Microsoft Copilot Studio permet de créer rapidement des agents IA conversationnels connectés à vos données d'entreprise (SharePoint, Dataverse, SQL...). Cet atelier vous apprend à construire, sécuriser et déployer un copilot interne en quelques heures."}]]}],["$","div",null,{"className":"bg-white dark:bg-card rounded-2xl p-8 shadow-sm border","children":[["$","h3",null,{"className":"text-xl font-bold mb-6","children":"Programme détaillé"}],["$","div",null,{"className":"space-y-8 relative before:absolute before:inset-y-0 before:left-[5px] before:w-0.5 before:bg-gradient-to-b before:from-transparent before:via-slate-300 before:to-transparent","children":[["$","div","0",{"className":"relative flex items-start group md:ml-10","children":[["$","div",null,{"className":"absolute left-0 md:-left-10 mt-1.5 w-3 h-3 rounded-full border-2 border-primary bg-background z-10 group-hover:scale-125 transition-transform"}],["$","div",null,{"className":"ml-8 md:ml-0 w-full","children":[["$","div",null,{"className":"flex flex-col sm:flex-row sm:items-center gap-1 sm:gap-4 mb-2","children":[["$","span",null,{"className":"text-sm font-mono text-primary font-semibold bg-primary/5 px-2 py-0.5 rounded w-fit","children":"0:00 – 0:20"}],["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Introduction : Que construire et combien ça coûte ?"}]]}],["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Qu'est-ce que Microsoft Copilot Studio ?"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Cas d'usage : support RH, assistants métiers, recherche documentaire"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Modèle de coûts : crédits, licensing"]}],["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Différences avec Power Virtual Agents"]}]]}]]}]]}],["$","div","1",{"className":"relative flex items-start group md:ml-10","children":[["$","div",null,{"className":"absolute left-0 md:-left-10 mt-1.5 w-3 h-3 rounded-full border-2 border-primary bg-background z-10 group-hover:scale-125 transition-transform"}],["$","div",null,{"className":"ml-8 md:ml-0 w-full","children":[["$","div",null,{"className":"flex flex-col sm:flex-row sm:items-center gap-1 sm:gap-4 mb-2","children":[["$","span",null,{"className":"text-sm font-mono text-primary font-semibold bg-primary/5 px-2 py-0.5 rounded w-fit","children":"0:20 – 1:10"}],["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Lab 1 : Construire votre premier agent"}]]}],"$L2c"]}]]}],"$L2d","$L2e"]}]]}],"$L2f"]}]
19:["$","div",null,{"className":"h-px bg-slate-200 dark:bg-slate-800 my-16"}]
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1b:["$","div",null,{"className":"flex items-start gap-3 text-slate-600 dark:text-slate-400","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-code w-5 h-5 text-primary/80 mt-0.5","aria-hidden":"true","children":[["$","path","eg8j8",{"d":"m16 18 6-6-6-6"}],["$","path","ppft3o",{"d":"m8 6-6 6 6 6"}],"$undefined"]}],["$","span",null,{"className":"font-mono text-xs bg-slate-100 dark:bg-slate-800 px-2 py-1 rounded","children":"LangGraph, LangChain, OpenAI/Anthropic APIs"}]]}]
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24:["$","span",null,{"children":"Security Engineers, Développeurs, DevSecOps, Tech Leads"}]
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26:["$","div",null,{"className":"flex items-start gap-3 text-slate-600 dark:text-slate-400","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-code w-5 h-5 text-primary/80 mt-0.5","aria-hidden":"true","children":[["$","path","eg8j8",{"d":"m16 18 6-6-6-6"}],["$","path","ppft3o",{"d":"m8 6-6 6 6 6"}],"$undefined"]}],["$","span",null,{"className":"font-mono text-xs bg-slate-100 dark:bg-slate-800 px-2 py-1 rounded","children":"LLMs, Python, Content Filters, Security Tools"}]]}]
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28:["$","div",null,{"className":"lg:col-span-8 space-y-8","children":[["$","div",null,{"className":"bg-white dark:bg-card rounded-2xl p-8 shadow-sm border","children":[["$","h3",null,{"className":"text-xl font-bold mb-4 flex items-center gap-2","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-zap w-5 h-5 text-yellow-500","aria-hidden":"true","children":[["$","path","1xq2db",{"d":"M4 14a1 1 0 0 1-.78-1.63l9.9-10.2a.5.5 0 0 1 .86.46l-1.92 6.02A1 1 0 0 0 13 10h7a1 1 0 0 1 .78 1.63l-9.9 10.2a.5.5 0 0 1-.86-.46l1.92-6.02A1 1 0 0 0 11 14z"}],"$undefined"]}],"Pourquoi cet atelier ?"]}],["$","p",null,{"className":"text-lg text-slate-700 dark:text-slate-300 leading-relaxed","children":"Les applications IA sont vulnérables aux injections de prompts, jailbreaks et fuites de données. Cet atelier vous apprend à identifier ces menaces et à mettre en place des défenses multi-couches pour sécuriser vos systèmes LLM."}]]}],["$","div",null,{"className":"bg-white dark:bg-card rounded-2xl p-8 shadow-sm border","children":[["$","h3",null,{"className":"text-xl font-bold mb-6","children":"Programme détaillé"}],["$","div",null,{"className":"space-y-8 relative before:absolute before:inset-y-0 before:left-[5px] before:w-0.5 before:bg-gradient-to-b before:from-transparent before:via-slate-300 before:to-transparent","children":[["$","div","0",{"className":"relative flex items-start group md:ml-10","children":[["$","div",null,{"className":"absolute left-0 md:-left-10 mt-1.5 w-3 h-3 rounded-full border-2 border-primary bg-background z-10 group-hover:scale-125 transition-transform"}],["$","div",null,{"className":"ml-8 md:ml-0 w-full","children":[["$","div",null,{"className":"flex flex-col sm:flex-row sm:items-center gap-1 sm:gap-4 mb-2","children":[["$","span",null,{"className":"text-sm font-mono text-primary font-semibold bg-primary/5 px-2 py-0.5 rounded w-fit","children":"0:00 – 0:20"}],["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Modèle de menace"}]]}],["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Qu'est-ce qu'une injection de prompt ?"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Types d'attaques : Direct/Indirect prompt injection, Data exfiltration, Model manipulation"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Études de cas réelles : incidents de sécurité LLM"]}]]}]]}]]}],["$","div","1",{"className":"relative flex items-start group md:ml-10","children":[["$","div",null,{"className":"absolute left-0 md:-left-10 mt-1.5 w-3 h-3 rounded-full border-2 border-primary bg-background z-10 group-hover:scale-125 transition-transform"}],["$","div",null,{"className":"ml-8 md:ml-0 w-full","children":[["$","div",null,{"className":"flex flex-col sm:flex-row sm:items-center gap-1 sm:gap-4 mb-2","children":[["$","span",null,{"className":"text-sm font-mono text-primary font-semibold bg-primary/5 px-2 py-0.5 rounded w-fit","children":"0:20 – 1:10"}],["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Lab 1 : Attaquer une application de démonstration"}]]}],["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":["$L39","Setup : déployer une application LLM vulnérable"]}],"$L3a","$L3b","$L3c","$L3d"]}]]}]]}],"$L3e","$L3f"]}]]}],"$L40"]}]
2b:null
2c:["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Créer un copilot dans Copilot Studio"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Configurer le tone of voice et les instructions système"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Connecter une source de données (SharePoint, OneDrive, ou Dataverse)"]}],["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Ajouter des actions personnalisées (Power Automate flows)"]}],["$","li","4",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Tester dans le simulateur"]}]]}]
2d:["$","div","2",{"className":"relative flex items-start group md:ml-10","children":[["$","div",null,{"className":"absolute left-0 md:-left-10 mt-1.5 w-3 h-3 rounded-full border-2 border-primary bg-background z-10 group-hover:scale-125 transition-transform"}],["$","div",null,{"className":"ml-8 md:ml-0 w-full","children":[["$","div",null,{"className":"flex flex-col sm:flex-row sm:items-center gap-1 sm:gap-4 mb-2","children":[["$","span",null,{"className":"text-sm font-mono text-primary font-semibold bg-primary/5 px-2 py-0.5 rounded w-fit","children":"1:20 – 2:20"}],["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Lab 2 : Guardrails et sécurité"}]]}],["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Role-based access control : qui peut utiliser le copilot ?"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Data boundaries : limiter l'accès aux données sensibles"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Content moderation et filtres de sécurité"]}],["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Tester les scénarios edge-cases et les jailbreaks"]}],["$","li","4",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Logging et monitoring"]}]]}]]}]]}]
2e:["$","div","3",{"className":"relative flex items-start group md:ml-10","children":[["$","div",null,{"className":"absolute left-0 md:-left-10 mt-1.5 w-3 h-3 rounded-full border-2 border-primary bg-background z-10 group-hover:scale-125 transition-transform"}],["$","div",null,{"className":"ml-8 md:ml-0 w-full","children":[["$","div",null,{"className":"flex flex-col sm:flex-row sm:items-center gap-1 sm:gap-4 mb-2","children":[["$","span",null,{"className":"text-sm font-mono text-primary font-semibold bg-primary/5 px-2 py-0.5 rounded w-fit","children":"2:30 – 3:30"}],["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Adoption & Déploiement"}]]}],["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Mesurer le ROI de votre copilot (métriques clés)"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Change management : comment former vos utilisateurs"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Stratégie de rollout : pilote, vagues de déploiement"]}],["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Intégration dans Teams, SharePoint, ou site web"]}],["$","li","4",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Atelier : Construire un plan d'adoption pour votre organisation"]}]]}]]}]]}]
2f:["$","div",null,{"className":"grid md:grid-cols-2 gap-6","children":[["$","div",null,{"className":"bg-emerald-50/50 dark:bg-emerald-900/10 rounded-2xl p-6 border border-emerald-100 dark:border-emerald-900/20","children":[["$","h3",null,{"className":"font-bold text-emerald-800 dark:text-emerald-400 mb-4 flex items-center gap-2","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-circle-check w-5 h-5","aria-hidden":"true","children":[["$","circle","1mglay",{"cx":"12","cy":"12","r":"10"}],["$","path","dzmm74",{"d":"m9 12 2 2 4-4"}],"$undefined"]}],"Livrables"]}],["$","ul",null,{"className":"space-y-2","children":[["$","li","0",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Prototype d'agent fonctionnel connecté à vos données"]}],["$","li","1",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Checklist de gouvernance : sécurité, compliance, RGPD"]}],["$","li","2",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Plan d'adoption pour votre organisation"]}],["$","li","3",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Templates de prompts et flows Power Automate"]}]]}]]}],["$","div",null,{"className":"bg-slate-50 dark:bg-slate-900/50 rounded-2xl p-6 border border-slate-100 dark:border-slate-800","children":[["$","h3",null,{"className":"font-bold text-slate-800 dark:text-slate-200 mb-4 flex items-center gap-2","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-shield w-5 h-5","aria-hidden":"true","children":[["$","path","oel41y",{"d":"M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"}],"$undefined"]}],"Prérequis"]}],["$","ul",null,{"className":"space-y-2","children":[["$","li","0",{"className":"text-sm text-slate-600 dark:text-slate-400 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Compte Microsoft 365 (licence E3 ou supérieure recommandée)"]}],["$","li","1",{"className":"text-sm text-slate-600 dark:text-slate-400 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Accès à Copilot Studio (trial disponible)"]}],["$","li","2",{"className":"text-sm text-slate-600 dark:text-slate-400 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Aucune compétence technique avancée requise"]}]]}]]}]]}]
30:["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Setup : installation de LangGraph et dépendances"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Créer un agent simple avec LangChain"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Ajouter des outils (recherche web, calculatrice, API externe)"]}],["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Implémenter la mémoire conversationnelle"]}],["$","li","4",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Persister l'état dans une base de données (SQLite, Redis)"]}],["$","li","5",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Tester l'agent sur des tâches multi-tours"]}]]}]
31:["$","div","2",{"className":"relative flex items-start group md:ml-10","children":[["$","div",null,{"className":"absolute left-0 md:-left-10 mt-1.5 w-3 h-3 rounded-full border-2 border-primary bg-background z-10 group-hover:scale-125 transition-transform"}],["$","div",null,{"className":"ml-8 md:ml-0 w-full","children":[["$","div",null,{"className":"flex flex-col sm:flex-row sm:items-center gap-1 sm:gap-4 mb-2","children":[["$","span",null,{"className":"text-sm font-mono text-primary font-semibold bg-primary/5 px-2 py-0.5 rounded w-fit","children":"1:35 – 2:20"}],["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Gestion des échecs et robustesse"}]]}],["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Retry logic : réessayer en cas d'erreur LLM ou API"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Fallback strategies : que faire si l'agent échoue ?"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Timeouts et limits : éviter les boucles infinies"]}],["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Validation des outputs : schémas Pydantic"]}],["$","li","4",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Error handling best practices"]}]]}]]}]]}]
32:["$","div","3",{"className":"relative flex items-start group md:ml-10","children":[["$","div",null,{"className":"absolute left-0 md:-left-10 mt-1.5 w-3 h-3 rounded-full border-2 border-primary bg-background z-10 group-hover:scale-125 transition-transform"}],["$","div",null,{"className":"ml-8 md:ml-0 w-full","children":[["$","div",null,{"className":"flex flex-col sm:flex-row sm:items-center gap-1 sm:gap-4 mb-2","children":[["$","span",null,{"className":"text-sm font-mono text-primary font-semibold bg-primary/5 px-2 py-0.5 rounded w-fit","children":"2:30 – 3:30"}],["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Observabilité & Déploiement"}]]}],["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Logging et tracing avec LangSmith"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Métriques : latence, coûts, taux de succès"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Déployer un agent LangGraph en production"]}],["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Notes opérationnelles : gestion des tokens, rate limits"]}]]}]]}]]}]
33:["$","div",null,{"className":"grid md:grid-cols-2 gap-6","children":[["$","div",null,{"className":"bg-emerald-50/50 dark:bg-emerald-900/10 rounded-2xl p-6 border border-emerald-100 dark:border-emerald-900/20","children":[["$","h3",null,{"className":"font-bold text-emerald-800 dark:text-emerald-400 mb-4 flex items-center gap-2","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-circle-check w-5 h-5","aria-hidden":"true","children":[["$","circle","1mglay",{"cx":"12","cy":"12","r":"10"}],["$","path","dzmm74",{"d":"m9 12 2 2 4-4"}],"$undefined"]}],"Livrables"]}],["$","ul",null,{"className":"space-y-2","children":[["$","li","0",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Repository template pour vos futurs agents LangGraph"]}],["$","li","1",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Diagramme d'état de votre workflow agentique"]}],["$","li","2",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Script de déploiement (Docker + FastAPI)"]}],["$","li","3",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Playbook d'observabilité : logs, traces, métriques"]}]]}]]}],["$","div",null,{"className":"bg-slate-50 dark:bg-slate-900/50 rounded-2xl p-6 border border-slate-100 dark:border-slate-800","children":[["$","h3",null,{"className":"font-bold text-slate-800 dark:text-slate-200 mb-4 flex items-center gap-2","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-shield w-5 h-5","aria-hidden":"true","children":[["$","path","oel41y",{"d":"M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"}],"$undefined"]}],"Prérequis"]}],["$","ul",null,{"className":"space-y-2","children":[["$","li","0",{"className":"text-sm text-slate-600 dark:text-slate-400 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Python (niveau intermédiaire)"]}],["$","li","1",{"className":"text-sm text-slate-600 dark:text-slate-400 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Connaissance de base des LLMs et APIs"]}],["$","li","2",{"className":"text-sm text-slate-600 dark:text-slate-400 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Compte OpenAI ou Anthropic (API key)"]}]]}]]}]]}]
34:["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Lab 1 : Indexer et interroger vos données"}]
35:["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Connecter une source de données (SharePoint, Confluence, fichiers locaux)"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Découper et indexer les documents dans une vector DB"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Implémenter la recherche sémantique"]}],["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Créer une chaîne de QA avec LangChain"]}],["$","li","4",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Ajouter des citations (source attribution)"]}]]}]
36:["$","div","2",{"className":"relative flex items-start group md:ml-10","children":[["$","div",null,{"className":"absolute left-0 md:-left-10 mt-1.5 w-3 h-3 rounded-full border-2 border-primary bg-background z-10 group-hover:scale-125 transition-transform"}],["$","div",null,{"className":"ml-8 md:ml-0 w-full","children":[["$","div",null,{"className":"flex flex-col sm:flex-row sm:items-center gap-1 sm:gap-4 mb-2","children":[["$","span",null,{"className":"text-sm font-mono text-primary font-semibold bg-primary/5 px-2 py-0.5 rounded w-fit","children":"1:30 – 2:15"}],["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Lab 2 : Évaluation et optimisation"}]]}],["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Créer un dataset d'évaluation (questions-réponses de référence)"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Mesurer la précision (retrieval accuracy, answer quality)"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Mesurer la latence et les coûts"]}],["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"A/B testing de différentes stratégies de chunking"]}],["$","li","4",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Optimiser avec re-ranking et filtres métadonnées"]}]]}]]}]]}]
37:["$","div","3",{"className":"relative flex items-start group md:ml-10","children":[["$","div",null,{"className":"absolute left-0 md:-left-10 mt-1.5 w-3 h-3 rounded-full border-2 border-primary bg-background z-10 group-hover:scale-125 transition-transform"}],["$","div",null,{"className":"ml-8 md:ml-0 w-full","children":[["$","div",null,{"className":"flex flex-col sm:flex-row sm:items-center gap-1 sm:gap-4 mb-2","children":[["$","span",null,{"className":"text-sm font-mono text-primary font-semibold bg-primary/5 px-2 py-0.5 rounded w-fit","children":"2:25 – 3:30"}],["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Hardening : sécurité et opérations"}]]}],["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"ACL mirroring : respecter les permissions SharePoint/Confluence"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Cache : réduire les coûts avec du caching intelligent"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Cost optimization : choisir le bon embedding model, vector DB"]}],["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Monitoring : tracking de la qualité dans le temps"]}],["$","li","4",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Mise à jour incrémentale de l'index"]}]]}]]}]]}]
38:["$","div",null,{"className":"grid md:grid-cols-2 gap-6","children":[["$","div",null,{"className":"bg-emerald-50/50 dark:bg-emerald-900/10 rounded-2xl p-6 border border-emerald-100 dark:border-emerald-900/20","children":[["$","h3",null,{"className":"font-bold text-emerald-800 dark:text-emerald-400 mb-4 flex items-center gap-2","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-circle-check w-5 h-5","aria-hidden":"true","children":[["$","circle","1mglay",{"cx":"12","cy":"12","r":"10"}],["$","path","dzmm74",{"d":"m9 12 2 2 4-4"}],"$undefined"]}],"Livrables"]}],["$","ul",null,{"className":"space-y-2","children":[["$","li","0",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"RAG starter prêt à l'emploi (code + config)"]}],["$","li","1",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Dataset d'évaluation avec métriques"]}],["$","li","2",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Notes opérationnelles : coûts, scaling, maintenance"]}],["$","li","3",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Checklist de sécurité : ACL, confidentialité, RGPD"]}]]}]]}],["$","div",null,{"className":"bg-slate-50 dark:bg-slate-900/50 rounded-2xl p-6 border border-slate-100 dark:border-slate-800","children":[["$","h3",null,{"className":"font-bold text-slate-800 dark:text-slate-200 mb-4 flex items-center gap-2","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-shield w-5 h-5","aria-hidden":"true","children":[["$","path","oel41y",{"d":"M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"}],"$undefined"]}],"Prérequis"]}],["$","ul",null,{"className":"space-y-2","children":[["$","li","0",{"className":"text-sm text-slate-600 dark:text-slate-400 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Python (niveau intermédiaire)"]}],["$","li","1",{"className":"text-sm text-slate-600 dark:text-slate-400 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Accès à SharePoint ou Confluence (pour tester avec vos données)"]}],["$","li","2",{"className":"text-sm text-slate-600 dark:text-slate-400 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Compte OpenAI ou Anthropic (API key)"]}]]}]]}]]}]
39:["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}]
3a:["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Exercice : Jailbreaker le système avec des prompts malveillants"]}]
3b:["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Exercice : Extraire des données sensibles (PII, secrets)"]}]
3c:["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Exercice : Indirect injection via un document malveillant"]}]
3d:["$","li","4",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Observer les chemins d'exfiltration"]}]
3e:["$","div","2",{"className":"relative flex items-start group md:ml-10","children":[["$","div",null,{"className":"absolute left-0 md:-left-10 mt-1.5 w-3 h-3 rounded-full border-2 border-primary bg-background z-10 group-hover:scale-125 transition-transform"}],["$","div",null,{"className":"ml-8 md:ml-0 w-full","children":[["$","div",null,{"className":"flex flex-col sm:flex-row sm:items-center gap-1 sm:gap-4 mb-2","children":[["$","span",null,{"className":"text-sm font-mono text-primary font-semibold bg-primary/5 px-2 py-0.5 rounded w-fit","children":"1:20 – 2:20"}],["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Lab 2 : Ajouter des défenses multi-couches"}]]}],["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Layer 1 : Input validation (schema enforcement, regex filters)"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Layer 2 : Tool policy (restreindre les outils accessibles)"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Layer 3 : Content filters (modération avec OpenAI Moderation API, Azure Content Safety)"]}],["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Layer 4 : Output sanitization (supprimer les PII, secrets)"]}],["$","li","4",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Layer 5 : Monitoring et alerting"]}],["$","li","5",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Tester à nouveau les attaques : mesurer l'efficacité"]}]]}]]}]]}]
3f:["$","div","3",{"className":"relative flex items-start group md:ml-10","children":[["$","div",null,{"className":"absolute left-0 md:-left-10 mt-1.5 w-3 h-3 rounded-full border-2 border-primary bg-background z-10 group-hover:scale-125 transition-transform"}],["$","div",null,{"className":"ml-8 md:ml-0 w-full","children":[["$","div",null,{"className":"flex flex-col sm:flex-row sm:items-center gap-1 sm:gap-4 mb-2","children":[["$","span",null,{"className":"text-sm font-mono text-primary font-semibold bg-primary/5 px-2 py-0.5 rounded w-fit","children":"2:30 – 3:30"}],["$","h4",null,{"className":"font-bold text-slate-900 dark:text-white","children":"Test harness & Red Team"}]]}],["$","ul",null,{"className":"space-y-1.5 mt-2","children":[["$","li","0",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Créer une suite de tests automatisés pour la sécurité LLM"]}],["$","li","1",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Red-team checklist : scénarios d'attaque à tester systématiquement"]}],["$","li","2",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"CI/CD integration : tester la sécurité à chaque déploiement"]}],["$","li","3",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Frameworks : OWASP Top 10 for LLMs"]}],["$","li","4",{"className":"text-slate-600 dark:text-slate-400 text-sm flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Playbook de réponse à incident"]}]]}]]}]]}]
40:["$","div",null,{"className":"grid md:grid-cols-2 gap-6","children":[["$","div",null,{"className":"bg-emerald-50/50 dark:bg-emerald-900/10 rounded-2xl p-6 border border-emerald-100 dark:border-emerald-900/20","children":[["$","h3",null,{"className":"font-bold text-emerald-800 dark:text-emerald-400 mb-4 flex items-center gap-2","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-circle-check w-5 h-5","aria-hidden":"true","children":[["$","circle","1mglay",{"cx":"12","cy":"12","r":"10"}],["$","path","dzmm74",{"d":"m9 12 2 2 4-4"}],"$undefined"]}],"Livrables"]}],["$","ul",null,{"className":"space-y-2","children":[["$","li","0",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Security playbook pour applications LLM"]}],["$","li","1",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Suite de tests automatisés (attaques + défenses)"]}],["$","li","2",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Red-team checklist pour audits réguliers"]}],["$","li","3",{"className":"text-sm text-emerald-900/80 dark:text-emerald-200/80 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-emerald-500 shrink-0"}],"Templates de content filters et policies"]}]]}]]}],["$","div",null,{"className":"bg-slate-50 dark:bg-slate-900/50 rounded-2xl p-6 border border-slate-100 dark:border-slate-800","children":[["$","h3",null,{"className":"font-bold text-slate-800 dark:text-slate-200 mb-4 flex items-center gap-2","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-shield w-5 h-5","aria-hidden":"true","children":[["$","path","oel41y",{"d":"M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"}],"$undefined"]}],"Prérequis"]}],["$","ul",null,{"className":"space-y-2","children":[["$","li","0",{"className":"text-sm text-slate-600 dark:text-slate-400 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Python (niveau intermédiaire)"]}],["$","li","1",{"className":"text-sm text-slate-600 dark:text-slate-400 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Connaissance des LLMs et APIs"]}],["$","li","2",{"className":"text-sm text-slate-600 dark:text-slate-400 flex items-start gap-2","children":[["$","span",null,{"className":"mt-1.5 w-1 h-1 rounded-full bg-slate-400 shrink-0"}],"Bases en sécurité applicative (souhaitable)"]}]]}]]}]]}]