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

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Parameters

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task
str
required
The task description to execute (required).
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url
str | None
Optional URL to process, defaults to None.
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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.
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session_offset
int | None
[Experimental] The step from which the agent should gather information from in the session. If none, fresh memory

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Returns

AgentResponse: The initial response from starting the agent.
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