This method initiates the agent execution with the provided configuration. The agent will begin processing the task immediately after starting.

​
Parameters

​
task
str
required
The task description to execute (required).
​
url
str | None
Optional URL to process, defaults to None.
​
response_format
type[pydantic.main.BaseModel] | None
The response format to use for the agent answer. You can use a Pydantic model or a JSON Schema dict.

​
Returns

AgentResponse: The initial response from starting the agent.