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Application module\n│\n├── agents/                                # AI Agent definitions\n│   ├── __init__.py\n│   ├── document_agent.py                  # Document extraction & processing agent\n│   ├── financial_agent.py                 # Financial analysis agent\n│   ├── risk_agent.py                      # Risk assessment agent\n│   └── report_agent.py                    # Executive report generation agent\n│\n├── tasks/                                 # Task definitions for agents\n│   ├── __init__.py\n│   ├── extraction_task.py                 # Document extraction tasks\n│   ├── analysis_task.py                   # Financial analysis tasks\n│   ├── risk_task.py                       # Risk assessment tasks\n│   └── report_task.py                     # Report generation tasks\n│\n├── workflows/                             # LangGraph workflow orchestration\n│   ├── __init__.py\n│   ├── state.py                           # Workflow state management\n│   └── financial_workflow.py               # Main financial workflow definition\n│\n├── rag/                                   # Retrieval-Augmented Generation system\n│   ├── __init__.py\n│   ├── embeddings.py                      # Embedding generation & management\n│   ├── vector_store.py                    # FAISS vector store operations\n│   └── retriever.py                       # Document retrieval logic\n│\n├── services/                              # Business logic services\n│   ├── __init__.py\n│   └── financial_service.py               # Core financial service logic\n│\n├── api/                                   # FastAPI REST endpoints\n│   ├── __init__.py\n│   └── financial_api.py                   # API routes and endpoint handlers\n│\n├── config/                                # Configuration management\n│   ├── __init__.py\n│   └── settings.py                        # Settings and environment variables\n│\n├── main.py                                # FastAPI application"},{"kind":"example","language":"bash","snippet":"git clone https://github.com/drdeveloper88/financial-ai-platform.git\ncd financial-ai-platform"}]}}