Practice Free CCA-F Exam Online Questions
In a multi-agent research system, subagent A retrieves revenue data from a verified financial database, while subagent B extracts conflicting revenue data from an outdated PDF.
How should the system handle this uncertainty before presenting it to a human reviewer?
- A . Silently drop the PDF data and return the database value since databases are always correct.
- B . Average the two values to provide a balanced estimate to the human reviewer.
- C . Maintain structured claim-source mappings with information provenance (source, confidence, timestamp) so the coordinator or human can make an informed resolution.
- D . Restart both subagents using a higher temperature setting to generate a consensus value.
To maintain a clean and modular configuration, you want to split a monolithic CLAUDE.md file into distinct, topic-specific rule files.
How can you include these external rule files into your main project configuration?
- A . Option A
- B . Option B
- C . Option C
- D . Option D
During a multi-source research workflow, what is the primary risk to information provenance when intermediate findings are compressed using standard summarization?
- A . The model’s extended thinking budget is exhausted before synthesis can occur.
- B . Source attribution is silently lost unless structured claim-source mappings are explicitly required and preserved.
- C . The context window automatically truncates the middle sections of the summary.
- D . It triggers a PreToolUse hook that blocks the synthesis agent from reading the data.
What is the primary architectural advantage of using glob-pattern rules in a. claude/rules/file rather than placing a CLAUDE. md file in a subdirectory?
- A . Glob patterns bypass the Model Context Protocol (MCP) server requirements for fetching dynamic rules.
- B . Glob patterns allow conventions to apply to files by type regardless of their directory location, which is essential for conventions that span multiple directories.
- C . Glob patterns automatically apply the rules to the global system-level /etc/c1aude/CLAUDE .md configuration.
- D . Glob patterns disable Claude’s semantic inference, forcing it to use exact keyword matching for all prompts.
What is the primary architectural difference between programmatic enforcement and prompt-based guidance in a multi-step workflow?
- A . Prompt-based guidance is 100% reliable, whereas programmatic enforcement relies on probabilistic LLM reasoning.
- B . Programmatic enforcement executes synchronously, while prompt guidance requires the Message Batches API.
- C . Programmatic enforcement provides deterministic compliance (such as prerequisite gates), whereas prompt instructions have a non-zero failure rate.
- D . Prompt-based guidance runs before tool execution, whereas programmatic enforcement only runs after tool execution.
You want to expose a static content catalog, such as a large database schema or internal API specification, to an MCP client without requiring Claude to make exploratory tool calls.
Which MCP feature is specifically designed for this?
- A . MCP Prompts
- B . MCP Resources
- C . MCP Subagents
- D . MCP Hooks
A developer is designing a hub-and-spoke multi-agent system.
How should context be passed from the coordinator down to a newly spawned subagent?
- A . The subagent automatically inherits the coordinator’s full conversation history by default.
- B . Provide the coordinator’s complete context window inside the Task tool prompt for maximum context visibility.
- C . Pass ONLY the explicit context, findings, and parameters specifically relevant to the subagent’s assigned subtask.
- D . Write all context to a shared scratchpad file that all agents read globally before executing their turns.
Using the @anthropic-ai/claude-agent-sdk, you want to programmatically narrow the set of tools available to a specific query loop to prevent the agent from making unintended modifications.
Which configuration is used to restrict tools in the SDK?
- A . Pass the allowedTooIs: [ " Read, ‘" ‘ Glob"] array inside the options object of the query() function.
- B . Inject a permissions: read-only tag into the top-level AgentDefinition.
- C . Set tool choice: "none" to force the model to only use search tools.
- D . Edit the. mcp. j son file to globally disable the write tools for the entire project.
Which of the following strategies are explicitly recommended for designing multi-instance and multi-pass review architectures? Choose 2 correct answers.
- A . Using an independent Claude instance to review generated code without the generator’s reasoning context.
- B . Having the same session review its newly generated code to preserve maximum architectural context.
- C . Forcing consensus across 3 monolithic runs to suppress false positives in large multi-file PRs.
- D . Splitting multi-file reviews into focused per-file passes for local issues plus a separate cross-file integration pass.
Your automated extraction pipeline displays an impressive 96% aggregate accuracy on the dashboard. However, downstream teams complain about frequent errors when processing complex financial contracts.
What monitoring methodology resolves this visibility gap?
- A . Tracking accuracy per document type and field (stratified metrics) instead of relying solely on aggregate metrics.
- B . Increasing the overall sampling size randomly to capture a broader dataset.
- C . Switching entirely to the Message Batches API to ensure complete asynchronous processing.
- D . Utilizing fork_session to isolate contract documents into separate evaluation workflows.