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CrewAI for Multi-Agent Automation

Module 04 Summary

What this module established

Tools handed to an agent are capabilities handed to a model, so make misuse impossible rather than discouraged: read-only where you can, self-validating always, never raising. A refusal string teaches the agent something; an exception teaches it nothing and kills the task.

Carry forward

Before moving on

Move on when every refusal branch has a direct test, exactly one agent holds write access, and each knowledge source has a justified staleness budget.