Question 4
CCA-F is a newly released exam. These practice questions reflect our best current understanding — the exact wording and question formats may change in the live exam until the certification matures. Use them to learn the concepts, not to memorize.
Scenario: Multi-agent Research System - After running the system on “AI impact on creative industries,” you observe that every subagent completes successfully: the web-search agent finds relevant articles, the document analysis agent summarizes them correctly, and the synthesis agent produces coherent text. However, final reports cover only visual art and completely miss music, literature, and film. In the coordinator logs, you see it decomposed the topic into three subtasks: “AI in digital art,” “AI in graphic design,” and “AI in photography.” What is the most likely root cause? What is the most likely root cause?
- AThe synthesis agent lacks instructions to detect coverage gaps.
- BThe document analysis agent filters out non-visual sources due to overly strict relevance criteria.
- CThe coordinator’s task decomposition is too narrow, assigning subagents work that does not cover all relevant areas.
- DThe web-search agent’s queries are insufficient and should be broadened to cover more sectors.