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Anthropic CCA-F Exam Syllabus Topics:

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

1. After the web search agent and document analysis agent complete their tasks, the coordinator invokes the synthesis agent. However, the synthesis agent responds that it cannot complete the task because no research findings were provided. What is the most likely cause of this issue?

A) The synthesis agent needs tools that can fetch results directly from the other agents' conversation histories.
B) The subagents need to share a single API connection to enable automatic context sharing between invocations.
C) The synthesis agent's context window is not large enough to hold the combined outputs from both previous agents.
D) The coordinator did not include the outputs from the previous agents in the synthesis agent's prompt.

2. A prompt asks Claude to produce Markdown tables. Which addition MOST increases consistency?

A) Remove formatting instructions.
B) Omit examples.
C) Specify exact column names.
D) Increase randomness.

3. A healthcare company processes long clinical reports. Some exceed Claude's practical context requirements. What is the BEST architectural approach?

A) Increase temperature.
B) Randomly remove paragraphs.
C) Chunk documents before processing.
D) Ignore the excess text.

4. A team wants to reduce hallucinations without significantly changing application logic. Which improvement should be implemented FIRST?

A) Raise temperature.
B) Remove role instructions.
C) Shorten all outputs.
D) Add reliable retrieval sources.

5. Compliance requires that refunds exceeding $500 must automatically escalate to a human agent
- this rule cannot be left to model discretion. Despite clear system prompt instructions, production logs show the agent occasionally processes high-value refunds directly (3% failure rate). How should you achieve guaranteed compliance?

A) Add few-shot examples to the prompt showing correct escalation behavior at various refund amounts ($400, $500, $600).
B) Implement a hook to intercept tool calls; when the refund process amount exceeds $500, block it and invoke human escalation.
C) Strengthen the system prompt with emphatic language: "CRITICAL POLICY: Refunds over $500 MUST trigger human escalation. NEVER process these directly."
D) Modify the refund tool to return an error with message "Amount exceeds policy limit - please escalate" when threshold is exceeded.

Solutions: