Databricks Certified Generative AI Engineer Associate — Question 86

A Generative AI Engineer is developing an agent system using a popular agent-authoring library. The agent comprises multiple parallel and sequential chains. The engineer encounters challenges as the agent fails at one of the steps, making it difficult to debug the root cause. They need to find an appropriate approach to research this issue and discover the cause of failure.

Which approach do they choose?

Answer options

• A. Enable MLflow tracing to gain visibility into each agent's behavior and execution step.
• B. Run MLflow.evaluate to determine root cause of failed step.
• C. Implement structured logging within the agent's code to capture detailed execution information.
• D. Deconstruct the agent into independent steps to simplify debugging.

Correct answer: C

Explanation

The correct answer is C because implementing structured logging allows the engineer to capture detailed information about each execution step, which is essential for debugging. Options A and B, while useful, do not provide the same level of granularity needed to understand the failure. Option D could simplify debugging but may not provide enough insight into the specific issue at hand.