How to add tamper-evident audit trails to CrewAI agents

CrewAI is great for multi-agent workflows but has no built-in audit trail. If you need to prove what your agents did - for compliance, debugging, or just accountability - here is how to add it. Setup pip install asqa[crewai] Integration from crewai import Agent, Task, Crew from asqa.extras.crewai import AsqavCrewHook hook = AsqavCrewHook ( api_key = \ " sk_.