Question 7
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 - Production logs show a persistent pattern: requests like “analyze the uploaded quarterly report” are routed to the web-search agent 45% of the time instead of the document analysis agent. Reviewing tool definitions, you find that the web-search agent has a tool `analyze_content` described as “analyzes content and extracts key information,” while the document analysis agent has a tool `analyze_document` described as “analyzes documents and extracts key information.” How should you fix the misrouting problem? How should you fix the misrouting problem?
- AAdd a pre-routing classifier that detects whether the user refers to uploaded files or web content before the coordinator decides on delegation.
- BRename the web-search tool to `extract_web_results` and update its description to “processes and returns information retrieved from web search and URLs.”
- CAdd few-shot examples to the coordinator prompt showing correct routing: “User uploads a quarterly report → document analysis agent” and “User asks about a web page → web-search agent.”
- DExpand the document analysis tool description with usage examples like “Use for uploaded PDFs, Word docs, and spreadsheets,” leaving the web-search tool unchanged.