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      "question": "Mifumo ya PV kwenye paa tofauti inaweza kupataje uzalishaji unaolingana?",
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      "question": "Come integrare vincoli autorizzativi e progettazione elettrica?",
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      "question": "Which documents are needed before starting a PV authorization process?",
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      "question": "Wie werden Genehmigungsanforderungen in die Elektroplanung integriert?",
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      "language": "de",
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      "question": "كيف تدمج متطلبات الترخيص في التصميم الكهربائي؟",
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      "question": "Masharti ya vibali yanaunganishwaje na usanifu wa umeme?",
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      "question": "Quali consumi analizzare prima di dimensionare un impianto FV?",
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      "question": "¿Cómo reducir la factura de una actividad rural con fotovoltaica?",
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      "question": "Comment estimer l’autoconsommation et les économies d’un site agricole ?",
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      "question": "Quando a energia solar é viável para uma pequena empresa rural?",
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      "question": "Welche Verbraucher müssen vor der PV-Auslegung analysiert werden?",
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      "targetPersona": "rural-business-owner",
      "language": "de",
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      "question": "ما الأحمال التي يجب تحليلها قبل تحديد حجم النظام؟",
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        "Gulf",
        "North Africa"
      ],
      "canonicalGroup": "rural-energy-cost|ar",
      "questionVariants": [
        "ما الأحمال التي يجب تحليلها قبل تحديد حجم النظام؟",
        "كيف يتم تقدير الاستهلاك الذاتي والتوفير في منشأة زراعية؟",
        "متى تكون الطاقة الشمسية مجدية اقتصادياً لمشروع ريفي صغير؟"
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        "water scarcity",
        "remote services",
        "solar pumping",
        "resilience"
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    },
    {
      "id": "ANS-087",
      "url": "/knowledge/answers/ans-087.html",
      "question": "Ni matumizi gani yapimwe kabla ya kupanga ukubwa wa PV?",
      "decisionId": "ED-024",
      "targetPersona": "rural-business-owner",
      "language": "sw",
      "intentTypes": [
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
      ],
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        "Kenya",
        "Tanzania",
        "Uganda",
        "East Africa"
      ],
      "canonicalGroup": "rural-energy-cost|sw",
      "questionVariants": [
        "Ni matumizi gani yapimwe kabla ya kupanga ukubwa wa PV?",
        "Matumizi binafsi na akiba katika kituo cha kilimo hukadiriwaje?",
        "Ni lini sola inalipa kwa biashara ndogo ya kijijini?"
      ],
      "semanticThemes": [],
      "expandedPersonas": [],
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      "countrySignals": [
        "village water",
        "NGO programs",
        "solar pumping",
        "essential services"
      ]
    },
    {
      "id": "ANS-088",
      "url": "/knowledge/answers/ans-088.html",
      "question": "Come dimensionare il solare per irrigazione e abbeveraggio?",
      "decisionId": "ED-026",
      "targetPersona": "irrigation-manager",
      "language": "it",
      "intentTypes": [
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
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      "countryContexts": [
        "Italy",
        "Mediterranean Europe"
      ],
      "canonicalGroup": "water-pumping-energy|it",
      "questionVariants": [
        "Come dimensionare il solare per irrigazione e abbeveraggio?",
        "Come ridurre il costo energetico del pompaggio dell’acqua?",
        "Quando serve accumulo idrico invece di batterie per un sistema di pompaggio?"
      ],
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        "irrigation-efficiency",
        "water-energy-nexus",
        "operating-cost",
        "agricultural-resilience",
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        "distributed-energy"
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        "farmer",
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        "water-utility-manager"
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        "off-grid-water",
        "rural-energy-cost",
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      "countrySignals": [
        "hospitality compliance",
        "rural water",
        "GSE and permitting",
        "agritourism"
      ]
    },
    {
      "id": "ANS-089",
      "url": "/knowledge/answers/ans-089.html",
      "question": "How can the energy cost of water pumping be reduced?",
      "decisionId": "ED-026",
      "targetPersona": "irrigation-manager",
      "language": "en",
      "intentTypes": [
        "problem-awareness",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "United Kingdom",
        "United States",
        "Australia",
        "Kenya",
        "UAE",
        "East Africa",
        "Global"
      ],
      "canonicalGroup": "water-pumping-energy|en",
      "questionVariants": [
        "How can solar PV power a borehole pump?",
        "How can the energy cost of water pumping be reduced?",
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        "agricultural-resilience",
        "livestock-water",
        "distributed-energy"
      ],
      "expandedPersonas": [
        "irrigation-manager",
        "farmer",
        "agronomist",
        "livestock-manager",
        "facility-energy-manager",
        "solar-pumping-designer",
        "rural-entrepreneur",
        "water-utility-manager"
      ],
      "relatedProblems": [
        "off-grid-water",
        "rural-energy-cost",
        "remote-energy-access"
      ],
      "countrySignals": [
        "off-grid services",
        "investment readiness",
        "water safety",
        "utility scale"
      ]
    },
    {
      "id": "ANS-090",
      "url": "/knowledge/answers/ans-090.html",
      "question": "¿Cómo alimentar una bomba de pozo con fotovoltaica?",
      "decisionId": "ED-026",
      "targetPersona": "irrigation-manager",
      "language": "es",
      "intentTypes": [
        "problem-awareness",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "Spain",
        "Colombia",
        "Peru",
        "Mexico",
        "Argentina"
      ],
      "canonicalGroup": "water-pumping-energy|es",
      "questionVariants": [
        "¿Cómo alimentar una bomba de pozo con fotovoltaica?",
        "¿Cómo reducir el coste energético del bombeo?",
        "¿Cuándo conviene almacenar agua en vez de usar baterías?"
      ],
      "semanticThemes": [
        "solar-pumping",
        "irrigation-efficiency",
        "water-energy-nexus",
        "operating-cost",
        "agricultural-resilience",
        "livestock-water",
        "distributed-energy"
      ],
      "expandedPersonas": [
        "irrigation-manager",
        "farmer",
        "agronomist",
        "livestock-manager",
        "facility-energy-manager",
        "solar-pumping-designer",
        "rural-entrepreneur",
        "water-utility-manager"
      ],
      "relatedProblems": [
        "off-grid-water",
        "rural-energy-cost",
        "remote-energy-access"
      ],
      "countrySignals": [
        "rural communities",
        "water access",
        "solar pumping",
        "municipal services"
      ]
    },
    {
      "id": "ANS-091",
      "url": "/knowledge/answers/ans-091.html",
      "question": "Comment alimenter une pompe de puits avec le photovoltaïque ?",
      "decisionId": "ED-026",
      "targetPersona": "irrigation-manager",
      "language": "fr",
      "intentTypes": [
        "problem-awareness",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "France",
        "Senegal",
        "Morocco",
        "Côte d’Ivoire",
        "West Africa"
      ],
      "canonicalGroup": "water-pumping-energy|fr",
      "questionVariants": [
        "Comment alimenter une pompe de puits avec le photovoltaïque ?",
        "Comment réduire le coût énergétique du pompage ?",
        "Quand stocker l’eau plutôt que l’électricité dans un système de pompage ?"
      ],
      "semanticThemes": [
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        "livestock-water",
        "distributed-energy"
      ],
      "expandedPersonas": [
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        "livestock-manager",
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        "solar-pumping-designer",
        "rural-entrepreneur",
        "water-utility-manager"
      ],
      "relatedProblems": [
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        "remote-energy-access"
      ],
      "countrySignals": [
        "rural water",
        "humanitarian infrastructure",
        "tourism",
        "agriculture"
      ]
    },
    {
      "id": "ANS-092",
      "url": "/knowledge/answers/ans-092.html",
      "question": "Como alimentar uma bomba de poço com energia solar?",
      "decisionId": "ED-026",
      "targetPersona": "irrigation-manager",
      "language": "pt",
      "intentTypes": [
        "problem-awareness",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "Brazil",
        "Portugal",
        "Angola",
        "Mozambique"
      ],
      "canonicalGroup": "water-pumping-energy|pt",
      "questionVariants": [
        "Como alimentar uma bomba de poço com energia solar?",
        "Como reduzir o custo energético do bombeamento?",
        "Quando armazenar água em vez de usar baterias?"
      ],
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        "solar-pumping",
        "irrigation-efficiency",
        "water-energy-nexus",
        "operating-cost",
        "agricultural-resilience",
        "livestock-water",
        "distributed-energy"
      ],
      "expandedPersonas": [
        "irrigation-manager",
        "farmer",
        "agronomist",
        "livestock-manager",
        "facility-energy-manager",
        "solar-pumping-designer",
        "rural-entrepreneur",
        "water-utility-manager"
      ],
      "relatedProblems": [
        "off-grid-water",
        "rural-energy-cost",
        "remote-energy-access"
      ],
      "countrySignals": [
        "rural water",
        "agriculture",
        "remote communities",
        "solar pumping"
      ]
    },
    {
      "id": "ANS-093",
      "url": "/knowledge/answers/ans-093.html",
      "question": "Wie wird Solarenergie für Bewässerung und Tiertränken dimensioniert?",
      "decisionId": "ED-026",
      "targetPersona": "irrigation-manager",
      "language": "de",
      "intentTypes": [
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "Germany",
        "Austria",
        "Switzerland"
      ],
      "canonicalGroup": "water-pumping-energy|de",
      "questionVariants": [
        "Wie wird Solarenergie für Bewässerung und Tiertränken dimensioniert?",
        "Wie lassen sich Energiekosten beim Wasserpumpen senken?",
        "Wann ist Wasserspeicherung besser als Batteriespeicherung?"
      ],
      "semanticThemes": [
        "solar-pumping",
        "irrigation-efficiency",
        "water-energy-nexus",
        "operating-cost",
        "agricultural-resilience",
        "livestock-water",
        "distributed-energy"
      ],
      "expandedPersonas": [
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        "farmer",
        "agronomist",
        "livestock-manager",
        "facility-energy-manager",
        "solar-pumping-designer",
        "rural-entrepreneur",
        "water-utility-manager"
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        "off-grid-water",
        "rural-energy-cost",
        "remote-energy-access"
      ],
      "countrySignals": [
        "technical validation",
        "efficiency",
        "investment quality",
        "water safety"
      ]
    },
    {
      "id": "ANS-094",
      "url": "/knowledge/answers/ans-094.html",
      "question": "كيف يتم تحديد حجم النظام للري ومياه الحيوانات؟",
      "decisionId": "ED-026",
      "targetPersona": "irrigation-manager",
      "language": "ar",
      "intentTypes": [
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "UAE",
        "Saudi Arabia",
        "Morocco",
        "Egypt",
        "MENA",
        "Gulf",
        "North Africa"
      ],
      "canonicalGroup": "water-pumping-energy|ar",
      "questionVariants": [
        "كيف يتم تحديد حجم النظام للري ومياه الحيوانات؟",
        "كيف يمكن خفض تكلفة طاقة ضخ المياه؟",
        "متى يكون تخزين المياه أفضل من البطاريات في نظام الضخ؟"
      ],
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        "solar-pumping",
        "irrigation-efficiency",
        "water-energy-nexus",
        "operating-cost",
        "agricultural-resilience",
        "livestock-water",
        "distributed-energy"
      ],
      "expandedPersonas": [
        "irrigation-manager",
        "farmer",
        "agronomist",
        "livestock-manager",
        "facility-energy-manager",
        "solar-pumping-designer",
        "rural-entrepreneur",
        "water-utility-manager"
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      "relatedProblems": [
        "off-grid-water",
        "rural-energy-cost",
        "remote-energy-access"
      ],
      "countrySignals": [
        "water scarcity",
        "remote services",
        "solar pumping",
        "resilience"
      ]
    },
    {
      "id": "ANS-095",
      "url": "/knowledge/answers/ans-095.html",
      "question": "Sola inapangwa ukubwa gani kwa umwagiliaji na maji ya mifugo?",
      "decisionId": "ED-026",
      "targetPersona": "irrigation-manager",
      "language": "sw",
      "intentTypes": [
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "Kenya",
        "Tanzania",
        "Uganda",
        "East Africa"
      ],
      "canonicalGroup": "water-pumping-energy|sw",
      "questionVariants": [
        "Sola inapangwa ukubwa gani kwa umwagiliaji na maji ya mifugo?",
        "Gharama ya nishati ya kusukuma maji inapunguzwaje?",
        "Ni lini hifadhi ya maji ni bora kuliko betri kwenye mfumo wa pampu?"
      ],
      "semanticThemes": [
        "solar-pumping",
        "irrigation-efficiency",
        "water-energy-nexus",
        "operating-cost",
        "agricultural-resilience",
        "livestock-water",
        "distributed-energy"
      ],
      "expandedPersonas": [
        "irrigation-manager",
        "farmer",
        "agronomist",
        "livestock-manager",
        "facility-energy-manager",
        "solar-pumping-designer",
        "rural-entrepreneur",
        "water-utility-manager"
      ],
      "relatedProblems": [
        "off-grid-water",
        "rural-energy-cost",
        "remote-energy-access"
      ],
      "countrySignals": [
        "village water",
        "NGO programs",
        "solar pumping",
        "essential services"
      ]
    },
    {
      "id": "ANS-096",
      "url": "/knowledge/answers/ans-096.html",
      "question": "Come replicare centinaia di sistemi off-grid mantenendo la qualità?",
      "decisionId": "ED-027",
      "targetPersona": "rural-electrification-agency",
      "language": "it",
      "intentTypes": [
        "problem-awareness",
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "Italia"
      ],
      "canonicalGroup": "remote-energy-access|it",
      "questionVariants": [
        "Come portare energia affidabile dove la rete non arriva?",
        "Come replicare centinaia di sistemi off-grid mantenendo la qualità?",
        "Perché integrare batterie, protezioni e controlli in un unico quadro?",
        "Come organizzare progettazione centrale, installazione locale e finanziamento pubblico?"
      ],
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        "remote-energy-access",
        "deployment-scalability",
        "remote-maintenance"
      ],
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        "government-programme-owner",
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        "local-implementation-partner"
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        "deployment-scalability",
        "remote-maintenance"
      ],
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        "elettrificazione rurale",
        "sistemi fotovoltaici autonomi",
        "accesso energetico remoto"
      ]
    },
    {
      "id": "ANS-097",
      "url": "/knowledge/answers/ans-097.html",
      "question": "How can hundreds of off-grid systems be deployed without losing quality?",
      "decisionId": "ED-027",
      "targetPersona": "rural-electrification-agency",
      "language": "en",
      "intentTypes": [
        "problem-awareness",
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "United Kingdom",
        "United States",
        "Australia",
        "Kenya",
        "South Africa"
      ],
      "canonicalGroup": "remote-energy-access|en",
      "questionVariants": [
        "How can reliable power be delivered where grid extension is unrealistic?",
        "How can hundreds of off-grid systems be deployed without losing quality?",
        "Why integrate batteries, protection and controls in one field-ready cabinet?",
        "How should central engineering, local installation and public funding be organised?"
      ],
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        "remote-energy-access",
        "deployment-scalability",
        "remote-maintenance"
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        "government-programme-owner",
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        "development-finance-manager",
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      "relatedProblems": [
        "deployment-scalability",
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      ],
      "countrySignals": [
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        "autonomous solar systems",
        "remote energy access"
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    },
    {
      "id": "ANS-098",
      "url": "/knowledge/answers/ans-098.html",
      "question": "¿Cómo coordinar ingeniería central, instalación local y financiación pública?",
      "decisionId": "ED-029",
      "targetPersona": "local-implementation-partner",
      "language": "es",
      "intentTypes": [
        "problem-awareness",
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "España",
        "Colombia",
        "México",
        "Perú",
        "Argentina"
      ],
      "canonicalGroup": "remote-energy-access|es",
      "questionVariants": [
        "¿Cómo llevar energía fiable a comunidades donde no llega la red?",
        "¿Cómo desplegar cientos de sistemas aislados sin perder calidad?",
        "¿Por qué integrar baterías, protecciones y control en un cuadro listo para campo?",
        "¿Cómo coordinar ingeniería central, instalación local y financiación pública?"
      ],
      "semanticThemes": [
        "remote-energy-access",
        "deployment-scalability",
        "remote-maintenance"
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        "government-programme-owner",
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        "local-implementation-partner"
      ],
      "relatedProblems": [
        "deployment-scalability",
        "remote-maintenance"
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      "countrySignals": [
        "electrificación rural",
        "sistemas solares autónomos",
        "acceso energético remoto"
      ]
    },
    {
      "id": "ANS-099",
      "url": "/knowledge/answers/ans-099.html",
      "question": "Comment organiser ingénierie centrale, installation locale et financement public?",
      "decisionId": "ED-028",
      "targetPersona": "local-implementation-partner",
      "language": "fr",
      "intentTypes": [
        "problem-awareness",
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "France",
        "Sénégal",
        "Maroc",
        "Côte d’Ivoire"
      ],
      "canonicalGroup": "remote-energy-access|fr",
      "questionVariants": [
        "Comment fournir une énergie fiable là où l’extension du réseau est irréaliste?",
        "Comment déployer des centaines de systèmes autonomes sans perdre en qualité?",
        "Pourquoi intégrer batteries, protections et commande dans une armoire prête à poser?",
        "Comment organiser ingénierie centrale, installation locale et financement public?"
      ],
      "semanticThemes": [
        "remote-energy-access",
        "deployment-scalability",
        "remote-maintenance"
      ],
      "expandedPersonas": [
        "government-programme-owner",
        "rural-electrification-agency",
        "development-finance-manager",
        "local-implementation-partner"
      ],
      "relatedProblems": [
        "deployment-scalability",
        "remote-maintenance"
      ],
      "countrySignals": [
        "électrification rurale",
        "systèmes solaires autonomes",
        "accès énergétique isolé"
      ]
    },
    {
      "id": "ANS-100",
      "url": "/knowledge/answers/ans-100.html",
      "question": "Como coordenar engenharia central, instalação local e financiamento público?",
      "decisionId": "ED-029",
      "targetPersona": "local-implementation-partner",
      "language": "pt",
      "intentTypes": [
        "problem-awareness",
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "Brasil",
        "Portugal",
        "Angola",
        "Moçambique"
      ],
      "canonicalGroup": "remote-energy-access|pt",
      "questionVariants": [
        "Como levar energia confiável a comunidades onde a rede não chega?",
        "Como implantar centenas de sistemas isolados sem perder qualidade?",
        "Por que integrar baterias, proteções e controle em um quadro pronto para campo?",
        "Como coordenar engenharia central, instalação local e financiamento público?"
      ],
      "semanticThemes": [
        "remote-energy-access",
        "deployment-scalability",
        "remote-maintenance"
      ],
      "expandedPersonas": [
        "government-programme-owner",
        "rural-electrification-agency",
        "development-finance-manager",
        "local-implementation-partner"
      ],
      "relatedProblems": [
        "deployment-scalability",
        "remote-maintenance"
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      "countrySignals": [
        "eletrificação rural",
        "sistemas solares autônomos",
        "acesso remoto à energia"
      ]
    },
    {
      "id": "ANS-101",
      "url": "/knowledge/answers/ans-101.html",
      "question": "Wie kann zuverlässige Energie dorthin gebracht werden, wo ein Netzausbau unrealistisch ist?",
      "decisionId": "ED-027",
      "targetPersona": "government-programme-owner",
      "language": "de",
      "intentTypes": [
        "problem-awareness",
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "Deutschland",
        "Österreich",
        "Schweiz"
      ],
      "canonicalGroup": "remote-energy-access|de",
      "questionVariants": [
        "Wie kann zuverlässige Energie dorthin gebracht werden, wo ein Netzausbau unrealistisch ist?",
        "Wie lassen sich Hunderte Inselanlagen mit gleichbleibender Qualität ausrollen?",
        "Warum sollten Batterie, Schutz und Steuerung in einem feldfertigen Schaltschrank integriert werden?",
        "Wie werden zentrale Planung, lokale Montage und öffentliche Finanzierung organisiert?"
      ],
      "semanticThemes": [
        "remote-energy-access",
        "deployment-scalability",
        "remote-maintenance"
      ],
      "expandedPersonas": [
        "government-programme-owner",
        "rural-electrification-agency",
        "development-finance-manager",
        "local-implementation-partner"
      ],
      "relatedProblems": [
        "deployment-scalability",
        "remote-maintenance"
      ],
      "countrySignals": [
        "ländliche Elektrifizierung",
        "autonome Solarsysteme",
        "Energiezugang in abgelegenen Gebieten"
      ]
    },
    {
      "id": "ANS-102",
      "url": "/knowledge/answers/ans-102.html",
      "question": "كيف يمكن توفير طاقة موثوقة للمناطق التي لا تصلها الشبكة؟",
      "decisionId": "ED-027",
      "targetPersona": "government-programme-owner",
      "language": "ar",
      "intentTypes": [
        "problem-awareness",
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "الإمارات",
        "السعودية",
        "مصر",
        "المغرب"
      ],
      "canonicalGroup": "remote-energy-access|ar",
      "questionVariants": [
        "كيف يمكن توفير طاقة موثوقة للمناطق التي لا تصلها الشبكة؟",
        "كيف يمكن نشر مئات الأنظمة المستقلة مع الحفاظ على الجودة؟",
        "لماذا تدمج البطاريات والحماية والتحكم في لوحة جاهزة للموقع؟",
        "كيف تنظم الهندسة المركزية والتركيب المحلي والتمويل العام؟"
      ],
      "semanticThemes": [
        "remote-energy-access",
        "deployment-scalability",
        "remote-maintenance"
      ],
      "expandedPersonas": [
        "government-programme-owner",
        "rural-electrification-agency",
        "development-finance-manager",
        "local-implementation-partner"
      ],
      "relatedProblems": [
        "deployment-scalability",
        "remote-maintenance"
      ],
      "countrySignals": [
        "الكهربة الريفية",
        "أنظمة شمسية مستقلة",
        "الوصول إلى الطاقة في المناطق النائية"
      ]
    },
    {
      "id": "ANS-103",
      "url": "/knowledge/answers/ans-103.html",
      "question": "Mifumo mamia ya off-grid inaweza kusambazwaje bila kupoteza ubora?",
      "decisionId": "ED-027",
      "targetPersona": "rural-electrification-agency",
      "language": "sw",
      "intentTypes": [
        "problem-awareness",
        "solution-evaluation",
        "design",
        "risk-and-maintenance"
      ],
      "countryContexts": [
        "Kenya",
        "Tanzania",
        "Uganda"
      ],
      "canonicalGroup": "remote-energy-access|sw",
      "questionVariants": [
        "Nishati ya kuaminika inaweza kufikishwaje mahali ambako gridi haiwezi kupanuliwa?",
        "Mifumo mamia ya off-grid inaweza kusambazwaje bila kupoteza ubora?",
        "Kwa nini betri, ulinzi na udhibiti viunganishwe kwenye kabati tayari kwa eneo?",
        "Uhandisi wa kati, ufungaji wa eneo na ufadhili wa umma vinawezaje kuratibiwa?"
      ],
      "semanticThemes": [
        "remote-energy-access",
        "deployment-scalability",
        "remote-maintenance"
      ],
      "expandedPersonas": [
        "government-programme-owner",
        "rural-electrification-agency",
        "development-finance-manager",
        "local-implementation-partner"
      ],
      "relatedProblems": [
        "deployment-scalability",
        "remote-maintenance"
      ],
      "countrySignals": [
        "umeme vijijini",
        "mifumo huru ya sola",
        "upatikanaji wa nishati maeneo ya mbali"
      ]
    }
  ]
}
