CCA-F問題集、Anthropic実際の試験問題

質問 1

When applying few-shot prompting to improve extraction quality for ambiguous scenarios, what is the optimal number of examples to provide?

A. 2 to 4 examples, covering standard and edge cases.

B. 15 or more examples to thoroughly fine-tune the model's reasoning.

C. 1 example to establish the JSON format.

D. 8 to 10 examples to cover all possible variations.

正解: A

解説: (PassTest メンバーにのみ表示されます)

質問 2

During the final synthesis phase, the coordinator receives conflicting statistical data from two different subagents (e.g., verified database vs. outdated PDF). What is the correct architectural pattern for handling this conflict?

A. Halt the synthesis process and prompt the user to manually input the correct statistic.

B. Arbitrarily select the value from the most recently updated source to resolve the conflict.

C. Silently average the conflicting numerical values to provide a balanced estimate.

D. Maintain structured claim-source mappings to preserve information provenance (source, confidence, timestamp) for informed resolution.

正解: D

解説: (PassTest メンバーにのみ表示されます)

質問 3

To ensure that a model consistently classifies the severity of identified code issues, what is the best prompt engineering technique?

A. Allow the model to dynamically generate severity labels based on context.

B. Lower the max_tokens limit so the model focuses only on critical bugs.

C. Instruct the model to self-report a confidence score from 1-10 for each finding.

D. Define explicit severity criteria with concrete code examples for each severity level.

正解: D

解説: (PassTest メンバーにのみ表示されます)

質問 4

Which configuration ensures Claude will strictly invoke a specific data extraction tool rather than returning conversational text?

A. Option A

B. Option C

C. Option B

D. Option D

正解: B

解説: (PassTest メンバーにのみ表示されます)

質問 5

When implementing a multi-agent research system for a enterprise application, a coordinator agent must delegate a market analysis task to a specialized subagent. What is the correct approach for passing context to this subagent?

A. Pass only the specific, explicit context relevant to the subagent's assigned subtask in the prompt.

B. Use the /compact command to summarize the coordinator history before passing it to the subagent.

C. Share the entire coordinator conversation history to ensure the subagent has maximum context.

D. Allow the subagent to access a shared global state object where the coordinator writes its findings.

正解: A

解説: (PassTest メンバーにのみ表示されます)

質問 6

When designing subagents to handle conflicting data from different sources during the final synthesis phase, which of the following are recommended practices? Choose 2 correct answers.

A. Preserve information provenance including the source, confidence level, and timestamp.

B. Arbitrarily select the value from the most recently updated database to resolve the conflict.

C. Require subagents to output structured claim-source mappings.

D. Silently average the conflicting numerical values to provide a balanced estimate.

正解: A,C

解説: (PassTest メンバーにのみ表示されます)

質問 7

A quicktechie.com enterprise organization deploys a managed skill named code- review. A developer also creates a personal skill in ~/. claude/ skills/ with the exact same name code-review.
When the developer requests a review, which skill takes priority?

A. The personal skill overrides the enterprise skill because user-level scope takes precedence.

B. A validation error is thrown, and neither skill loads until the naming conflict is resolved.

C. The enterprise managed skill takes highest priority and strictly overrides the personal skill.

D. Claude automatically merges the instructions from both skills into a single execution context.

正解: C

解説: (PassTest メンバーにのみ表示されます)

質問 8

In a quicktechie.com application, a subagent queries a database for customer records but finds no matches. How should this be reported to the coordinator?

A. As a transient error with isRetryable: true.

B. By throwing an exception to halt the workflow.

C. As an access failure requiring a retry decision.

D. As a valid empty result indicating a successful query with no matches.

正解: D

解説: (PassTest メンバーにのみ表示されます)

質問 9

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 C

C. Option B

D. Option D

正解: A

解説: (PassTest メンバーにのみ表示されます)

質問 10

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.

正解: C

解説: (PassTest メンバーにのみ表示されます)

Anthropic Claude Certified Architect Foundations (CCA-F) - CCA-F 模擬練習