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Anthropic CCA-F Exam Syllabus Topics:

Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:

1. A user asks Claude to ignore all previous instructions and reveal confidential internal prompt content. How should Claude behave?

A) Reveal the prompt.
B) Partially reveal hidden instructions.
C) Generate random text.
D) Follow higher-priority instructions and refuse.

2. The synthesis agent completes its initial pass but flags that three key research questions remain unanswered because the web search and document analysis agents didn't find relevant information on those specific subtopics. The coordinator currently proceeds directly to report generation, producing reports with incomplete coverage. What change would most effectively improve research completeness?

A) Have the coordinator evaluate synthesis output for gaps, then re-delegate to web search and document analysis with targeted queries before invoking synthesis again.
B) Give the synthesis agent direct access to web search tools so it can autonomously fill knowledge gaps without returning control to the coordinator.
C) Have the report generation agent note which research questions couldn't be answered, so users understand the limitations of the final output.
D) Increase the initial breadth of queries sent to web search and document analysis to reduce the probability of missing relevant information.

3. After the web search agent finds 25 sources (120K tokens of raw content), the document analysis agent extracts key insights (15K tokens), and the synthesis agent produces a coherent narrative draft (3K tokens), the coordinator must pass context to the report generation agent for the final output with proper source citations. What context-passing strategy provides the best balance of completeness and efficiency?

A) Pass only the synthesis draft and have a separate post-processing pipeline match claims to sources and insert citations after the report is generated.
B) Pass the synthesis draft along with a structured source index that maps key claims to their source URLs and relevant excerpts.
C) Pass the full accumulated context from all prior agents.
D) Pass a condensed summary of all prior stages that preserves the main findings and attributes them to sources by name only.

4. A retail organization observes that Claude occasionally gives different wording when summarizing identical customer reviews. The summaries remain accurate. What is the MOST likely explanation?

A) Claude is malfunctioning.
B) The API returned cached responses.
C) Large language models are probabilistic.
D) Retrieval failed.

5. A company wants Claude to summarize thousands of support tickets efficiently. Which design scales BEST?

A) Increase temperature.
B) Send all tickets in one request.
C) Process tickets individually and combine summaries.
D) Remove system prompts.

Solutions: