Convierte tu Conocimiento
en Inteligencia Accionable

flowchart LR
    A[👤 Usuario Pregunta] --> B[📊 Embedding]
    B --> C[🔍 Búsqueda Semántica]
    C --> D[📦 Top-N Chunks]
    D --> E[🏗️ Context Builder]
    E --> F[🤖 LLM Claude]
    F --> G[⚡ Streaming]
    G --> H[✅ Respuesta]

    style A fill:#667eea,stroke:#764ba2,stroke-width:3px,color:#fff
    style B fill:#4facfe,stroke:#00f2fe,stroke-width:3px,color:#fff
    style C fill:#4facfe,stroke:#00f2fe,stroke-width:3px,color:#fff
    style D fill:#a8edea,stroke:#fed6e3,stroke-width:3px,color:#000
    style E fill:#4facfe,stroke:#00f2fe,stroke-width:3px,color:#fff
    style F fill:#43e97b,stroke:#38f9d7,stroke-width:3px,color:#000
    style G fill:#f093fb,stroke:#f5576c,stroke-width:3px,color:#fff
    style H fill:#fa709a,stroke:#fee140,stroke-width:3px,color:#fff
                

💡 Flujo RAG: De pregunta a respuesta inteligente en <2 segundos

flowchart TB
    A[👤 Usuario] --> B[💬 ChatController]
    B --> C[🔗 MCP-RAG Integration]
    C --> D[🔌 McpClientService]

    D --> E[⚙️ McpServerConfiguration]
    D --> F[📡 RealMcpClient]

    F --> G[💼 sap-hr-api]
    F --> H[🏙️ monet311-api]
    F --> I[🐙 github-api]

    G --> J[🔧 Tool Call]
    J --> K[✅ MCP Response]
    K --> L[🤖 Semantic Kernel]
    L --> M[💬 Respuesta Final]

    style A fill:#667eea,stroke:#764ba2,stroke-width:3px,color:#fff
    style C fill:#4facfe,stroke:#00f2fe,stroke-width:3px,color:#fff
    style D fill:#30cfd0,stroke:#330867,stroke-width:3px,color:#fff
    style E fill:#a8edea,stroke:#fed6e3,stroke-width:3px,color:#000
    style G fill:#43e97b,stroke:#38f9d7,stroke-width:3px,color:#000
    style H fill:#43e97b,stroke:#38f9d7,stroke-width:3px,color:#000
    style I fill:#43e97b,stroke:#38f9d7,stroke-width:3px,color:#000
    style L fill:#f093fb,stroke:#f5576c,stroke-width:3px,color:#fff
    style M fill:#fa709a,stroke:#fee140,stroke-width:3px,color:#fff
                

💡 MCP Hot-Reload: Agregar servidor en DB → Disponible sin reiniciar (30 min vs 2 semanas)

sequenceDiagram
    participant U as 👤 Ciudadano
    participant B as 🤖 Bot
    participant F as 💬 FormOrchestrator
    participant A as 🧠 AI
    participant M as 🔌 MCP
    participant DB as 💾 Database

    U->>B: Hay un bache
    B->>F: Nuevo mensaje
    F->>A: Extraer entidades
    A-->>F: category OK, falta location
    F->>U: Compartir ubicación?

    U->>B: GPS coords
    B->>F: GPS recibido
    F->>A: Validar
    A-->>F: falta photo
    F->>U: Tienes foto?

    U->>B: Foto
    B->>F: Foto recibida
    F->>A: Confirmar
    A-->>F: Todo completo
    F->>U: Es correcto?

    U->>B: Si
    B->>F: Confirmado
    F->>M: create_report
    M->>DB: Solicitud 3842
    M-->>U: Registrado

    Note over U,DB: 60 segundos total
                

💡 Conversational Forms: -80% fricción del usuario, 100% datos estructurados

flowchart TB
    A[👤 Usuario Query] --> B[🎯 Agent Router]

    B --> C[👥 HR Agent]
    B -.-> D[💰 Finance Agent]
    B -.-> E[💻 IT Agent]

    C --> F[✅ Seleccionado Score 0.95]
    F --> G[📝 System Prompt]
    F --> H[📚 RAG Retrieval]

    G --> I[🤖 LLM]
    H --> I

    I --> J[✅ Auto Verifier]
    J --> K[Quality 0.87]
    J --> L[Confidence 0.82]

    K --> M[💬 Respuesta]
    L --> N[📝 Log DB]

    style A fill:#667eea,stroke:#764ba2,stroke-width:3px,color:#fff
    style B fill:#4facfe,stroke:#00f2fe,stroke-width:3px,color:#fff
    style C fill:#43e97b,stroke:#38f9d7,stroke-width:3px,color:#000
    style D fill:#a8edea,stroke:#fed6e3,stroke-width:2px,color:#000
    style E fill:#a8edea,stroke:#fed6e3,stroke-width:2px,color:#000
    style J fill:#f093fb,stroke:#f5576c,stroke-width:3px,color:#fff
    style M fill:#fa709a,stroke:#fee140,stroke-width:3px,color:#fff
                

💡 Multi-Agent System: +25% calidad, +35% seguridad, -90% cross-contamination