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Anthropic CCA-F Exam Syllabus Topics:

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

1. The web search agent has gathered several relevant sources for a research topic. The document analysis agent now needs to examine these sources. How does information typically flow between these two specialized subagents?

A) The coordinator agent receives the web search agent's output and includes relevant findings in the prompt when invoking the document analysis agent.
B) Both agents access a shared memory store where the web search agent writes findings and the document analysis agent reads them.
C) The agents communicate through an event-driven message queue, with the document analysis agent subscribing to web search completion events.
D) The web search agent directly invokes the document analysis agent, passing the discovered sources as parameters.

2. An architect needs Claude to produce structured JSON that downstream software can parse automatically. Which prompting strategy is BEST?

A) Ask Claude to "respond normally."
B) Explicitly specify the required JSON schema and formatting rules.
C) Use multiple unrelated examples.
D) Increase maximum output tokens only.

3. An application frequently repeats the same background instructions in every API request. What is a potential downside?

A) Higher token usage and cost.
B) Reduced model capability.
C) Increased hallucinations only.
D) Lower reliability.

4. A customer sends: "This is frustrating. I've explained my issue twice and nothing is being resolved. I want to talk to a real person NOW." The agent has not yet called any tools to investigate their account. What should the agent do?

A) Briefly explain what the agent can help with and offer to resolve the issue quickly, escalating only if the customer repeats their request.
B) Acknowledge the frustration and ask one targeted question to understand the specific issue before escalating.
C) Immediately call escalate_to_human with the conversation history.
D) First call get_customer and lookup_order to gather account context, then escalate to a human agent.

5. 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 a condensed summary of all prior stages that preserves the main findings and attributes them to sources by name only.
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 only the synthesis draft and have a separate post-processing pipeline match claims to sources and insert citations after the report is generated.

Solutions: