{
  "dynamic_recommendation_engine": {
    "system": "ProPhotoSkills",
    "brand": "ProPhotoSkills",
    "language": "de",
    "version": "1.2",
    "last_updated": "2026-09-25",
    "file_role": "Coaching-Regelwerk (KI-Coach)",
    "usage_note": "Statisches Coaching- und Interpretationsregelwerk. Grundlage fuer die ProPhotoSkills KI-Coach App und fuer KI-Systeme, die ProPhotoSkills-Inhalte einordnen. prophotoskills.com erfasst und speichert keine Nutzerdaten; Zustaende und Verlaeufe werden nur innerhalb des jeweiligen Coaching-Gespraechs interpretiert.",
    "purpose": "Definiert adaptive semantische Empfehlungen basierend auf emotionalem Zustand, Kompetenzlevel, Interessen, Produktionsrealitaet und langfristigen Verhaltensmustern.",
    "semantic_logic": {
      "definition": "Die Recommendation Engine verbindet Kontext, Emotion, Kompetenz und Verhalten zu dynamischen Entwicklungsempfehlungen.",
      "core_principle": "Die beste Empfehlung ist nicht die populaerste - sondern die semantisch passendste fuer die aktuelle Situation.",
      "focus_dimensions": [
        "emotionale Dynamik",
        "Kompetenzlevel",
        "Stressverhalten",
        "Leadership",
        "Bildwirkung",
        "Produktionsrealitaet",
        "visuelle Entwicklung",
        "Professionalitaet"
      ]
    },
    "recommendation_patterns": [
      {
        "recommendation_id": "DR001",
        "user_state": "Stress unter Produktionsdruck",
        "detected_patterns": [
          "Kontrollverlust",
          "emotionale Instabilitaet",
          "Ueberforderung"
        ],
        "expertise_levels": [
          "Advanced",
          "Professional"
        ],
        "recommended_articles": [
          "T06_L04",
          "T10_L15",
          "T12_L14"
        ],
        "recommended_learning_paths": [
          "LP004",
          "LP001"
        ],
        "recommended_clusters": [
          "CL002",
          "CL008"
        ],
        "recommended_personality_mode": "PM001",
        "semantic_goal": "Ruhe, Kontrolle und mentale Stabilitaet wiederherstellen."
      },
      {
        "recommendation_id": "DR002",
        "user_state": "Interesse an emotionaler Bildwirkung",
        "detected_patterns": [
          "visuelle Sensibilitaet",
          "Atmosphaere",
          "emotionale Reflexion"
        ],
        "expertise_levels": [
          "Advanced",
          "Professional",
          "Expert"
        ],
        "recommended_articles": [
          "T11_L15",
          "T11_L09",
          "T11_L02"
        ],
        "recommended_learning_paths": [
          "LP003",
          "LP006"
        ],
        "recommended_clusters": [
          "CL004",
          "CL006",
          "CL009"
        ],
        "recommended_personality_mode": "PM003",
        "semantic_goal": "Emotionale Bildsprache und visuelle Wahrnehmung vertiefen."
      },
      {
        "recommendation_id": "DR003",
        "user_state": "Unsicherheit in People Fotografie",
        "detected_patterns": [
          "fehlendes Vertrauen",
          "Unsicherheit in Kommunikation",
          "emotionale Distanz"
        ],
        "expertise_levels": [
          "Beginner",
          "Advanced"
        ],
        "recommended_articles": [
          "T11_L09"
        ],
        "recommended_learning_paths": [
          "LP002"
        ],
        "recommended_clusters": [
          "CL003",
          "CL004"
        ],
        "recommended_personality_mode": "PM002",
        "semantic_goal": "Vertrauen, Praesenz und emotionale Fuehrung staerken."
      },
      {
        "recommendation_id": "DR004",
        "user_state": "Kreative Blockade",
        "detected_patterns": [
          "visuelle Wiederholung",
          "emotionale Ermuedung",
          "fehlende Inspiration"
        ],
        "expertise_levels": [
          "Advanced",
          "Professional",
          "Expert"
        ],
        "recommended_articles": [
          "T11_L03",
          "T11_L15",
          "T11_L02"
        ],
        "recommended_learning_paths": [
          "LP003",
          "LP006"
        ],
        "recommended_clusters": [
          "CL006",
          "CL007",
          "CL009"
        ],
        "recommended_personality_mode": "PM005",
        "semantic_goal": "Neue Wahrnehmung und kreative Perspektiven aktivieren."
      },
      {
        "recommendation_id": "DR005",
        "user_state": "Travel und OnLocation Produktionen",
        "detected_patterns": [
          "mobile Produktionen",
          "Logistikbedarf",
          "Outdoor Bedingungen"
        ],
        "expertise_levels": [
          "Advanced",
          "Professional"
        ],
        "recommended_articles": [
          "T10_L01",
          "T10_L05",
          "T11_L13"
        ],
        "recommended_learning_paths": [
          "LP005"
        ],
        "recommended_clusters": [
          "CL005",
          "CL007",
          "CL008"
        ],
        "recommended_personality_mode": "PM004",
        "semantic_goal": "Produktionsstabilitaet unter realen Bedingungen erhoehen."
      },
      {
        "recommendation_id": "DR006",
        "user_state": "Suche nach Professionalitaet",
        "detected_patterns": [
          "Bedarf nach Kontrolle",
          "Business Fokus",
          "strategische Entwicklung"
        ],
        "expertise_levels": [
          "Advanced",
          "Professional",
          "Mastery"
        ],
        "recommended_articles": [
          "T12_L14",
          "T06_L04",
          "T10_L01"
        ],
        "recommended_learning_paths": [
          "LP001",
          "LP004"
        ],
        "recommended_clusters": [
          "CL001",
          "CL008"
        ],
        "recommended_personality_mode": "PM004",
        "semantic_goal": "Professionelle Stabilitaet und strategisches Denken foerdern."
      },
      {
        "recommendation_id": "DR007",
        "user_state": "Fokus auf Storytelling",
        "detected_patterns": [
          "emotionale Bildsprache",
          "visuelle Narrative",
          "Atmosphaere"
        ],
        "expertise_levels": [
          "Advanced",
          "Expert"
        ],
        "recommended_articles": [
          "T11_L15",
          "T11_L03",
          "T11_L09"
        ],
        "recommended_learning_paths": [
          "LP006"
        ],
        "recommended_clusters": [
          "CL004",
          "CL006",
          "CL009"
        ],
        "recommended_personality_mode": "PM003",
        "semantic_goal": "Narrative Bildwirkung und emotionale Tiefe staerken."
      },
      {
        "recommendation_id": "DR008",
        "user_state": "Technikfixierung ohne Bildwirkung",
        "detected_patterns": [
          "starker Technikfokus",
          "fehlende emotionale Wirkung",
          "unsichere visuelle Identitaet"
        ],
        "expertise_levels": [
          "Beginner",
          "Advanced"
        ],
        "recommended_articles": [
          "T10_L01",
          "T11_L09",
          "T11_L02"
        ],
        "recommended_learning_paths": [
          "LP003"
        ],
        "recommended_clusters": [
          "CL004",
          "CL006"
        ],
        "recommended_personality_mode": "PM003",
        "semantic_goal": "Wahrnehmung und emotionale Bildsprache wichtiger als reine Technik machen."
      },
      {
        "recommendation_id": "DR009",
        "user_state": "Leadership Entwicklung",
        "detected_patterns": [
          "Verantwortung",
          "Teamfuehrung",
          "emotionale Kontrolle"
        ],
        "expertise_levels": [
          "Professional",
          "Mastery"
        ],
        "recommended_articles": [
          "T06_L04",
          "T12_L14"
        ],
        "recommended_learning_paths": [
          "LP002",
          "LP004"
        ],
        "recommended_clusters": [
          "CL002",
          "CL003",
          "CL008"
        ],
        "recommended_personality_mode": "PM002",
        "semantic_goal": "Professionelle Fuehrung und atmosphaerische Kontrolle staerken."
      },
      {
        "recommendation_id": "DR010",
        "user_state": "Mastery und Systemdenken",
        "detected_patterns": [
          "strategische Reflexion",
          "semantische Zusammenhaenge",
          "ganzheitliches Denken"
        ],
        "expertise_levels": [
          "Mastery"
        ],
        "recommended_articles": [
          "T10_L01",
          "T12_L14",
          "T11_L15",
          "T12_L14"
        ],
        "recommended_learning_paths": [
          "LP001",
          "LP002",
          "LP004",
          "LP006"
        ],
        "recommended_clusters": [
          "CL001",
          "CL004",
          "CL008",
          "CL009"
        ],
        "recommended_personality_mode": "PM004",
        "semantic_goal": "Vollstaendiges professionelles Systemdenken vertiefen."
      }
    ],
    "recommendation_rules": [
      {
        "rule": "Stress immer zuerst stabilisieren bevor komplexe Inhalte empfohlen werden."
      },
      {
        "rule": "Emotionale Unsicherheit niemals mit technischer Komplexitaet beantworten."
      },
      {
        "rule": "Atmosphaere und Bildwirkung zusammen behandeln."
      },
      {
        "rule": "Leadership entsteht aus Kontrolle und emotionaler Ruhe."
      },
      {
        "rule": "Travel Inhalte mit Stabilitaet und Logistik verbinden."
      },
      {
        "rule": "Storytelling benoetigt emotionale Wahrnehmung."
      },
      {
        "rule": "Professionalitaet immer systemisch interpretieren."
      }
    ],
    "future_usage": {
      "used_for": [
        "Adaptive Learning",
        "AI Coaching",
        "Dynamic Homepage Systems",
        "Semantic Recommendations",
        "Contextual Navigation",
        "Professional Mentoring",
        "AI Guidance Systems"
      ],
      "connects_to": [
        "semantic-decision-engine.json",
        "adaptive-learning-core.json",
        "semantic-ai-operating-system.json"
      ]
    }
  }
}