@tools.register_tool("search_products")
def search_products(query: str, category: str = "all") -> str:
    """Search products with filters."""
    ...

@tools.register_tool("add_to_cart")  
def add_to_cart(session_id: str, product_id: str, quantity: int = 1) -> str:
    """Add items to shopping cart."""
    ...

tools = ToolRegistry()

@tools.register_tool("tool_name")
def my_tool(param: str) -> dict:
    """Description for the LLM."""
    return {"status": "success", "data": ...}

async def handle_request(user_id: str, message: str):
    result = await agent.run(message, session_id=user_id)
    return result["response"]

agent = OmniCoreAgent(
    name="production_agent",
    agent_config={
        "max_steps": 15,
        "context_management": {"enabled": True},
        "guardrail_config": {
            "strict_mode": True,
            "sensitivity": 1.2,
        },
        "memory_config": {
            "summary": {"enabled": True}
        },
    },
)