src/
├── core/
│ ├── llm/
│ │ ├── __init__.py
│ │ ├── client.py # LLM client implementations
│ │ ├── agent.py # Agent management
│ │ └── prompter.py # Prompt engineering
│ ├── agents/
│ │ ├── base.py # Base agent class
│ │ └── registry.py # Agent registry
│ ├── tools/
│ │ ├── base.py # Base tool interface
│ │ └── registry.py # Tool registry
│ ├── schemas/
│ │ └── models.py # Pydantic models
├── config/
│ ├── __init__.py
│ ├── settings.py # App configuration
│ └── security.py # Security settings
├── utils/
│ ├── error_handling.py
│ ├── sanitization.py
│ └── logging.py
└── main.py # Execution entry point
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