What advanced customization options are available for tailoring and enhancing agent behavior and capabilities in CrewAI?
CrewAI provides a range of advanced customization options to tailor and enhance agent behavior and capabilities:
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Language Model Customization: Agents can be customized with specific language models (llm) and function-calling language models (function_calling_llm), offering advanced control over their processing and decision-making abilities.
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Performance and Debugging Settings: Adjust an agent's performance and monitor its operations for efficient task execution.
- Verbose Mode: Enables detailed logging of an agent's actions, useful for debugging and optimization.
- RPM Limit: Sets the maximum number of requests per minute (max_rpm).
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Maximum Iterations for Task Execution: The max_iter attribute allows users to define the maximum number of iterations an agent can perform for a single task, preventing infinite loops or excessively long executions.
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Delegation and Autonomy: Control an agent's ability to delegate or ask questions, tailoring its autonomy and collaborative dynamics within the CrewAI framework. By default, the allow_delegation attribute is set to True, enabling agents to seek assistance or delegate tasks as needed. This default behavior promotes collaborative problem-solving and efficiency within the CrewAI ecosystem. If needed, delegation can be disabled to suit specific operational requirements.
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Human Input in Agent Execution: Human input is critical in several agent execution scenarios, allowing agents to request additional information or clarification when necessary. This feature is especially useful in complex decision-making processes or when agents require more details to complete a task effectively.