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Anthropic CCA-F Exam Syllabus Topics:

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

1. Users report that final reports sometimes lack depth on specific subtopics. Investigation shows that the document analysis agent frequently identifies gaps - for instance, noting "the retrieved sources discuss API authentication but lack details on token refresh patterns" - but under the current strict pipeline, this insight isn't actionable since search has already completed. What's the most effective architectural change?

A) Have the coordinator review analysis output for gap indicators and re-invoke search with gap- informed queries when gaps are detected.
B) Add a research planning agent before the search phase that decomposes topics into specific sub- questions.
C) Have the analysis agent report specific gaps to the coordinator, which triggers targeted searches and re-invokes analysis until sufficient.
D) Have the synthesis agent attach confidence scores to each section and flag areas with insufficient coverage for manual review.

2. A developer wants Claude to explain every reasoning step internally before answering. Why might this request be inappropriate?

A) Temperature prevents explanations.
B) Internal reasoning should not be relied upon as an application feature.
C) JSON cannot contain reasoning.
D) Claude requires GPU acceleration.

3. Your agent uses three tools: get_property_details(property_id) returns data including street address, get_price_history(property_id) returns historical pricing, and get_neighborhood_info(address) returns area statistics. You observe that get_neighborhood_info always requires get_property_details first just to extract the address, even when users specify the property by ID. This creates unnecessary latency and failure coupling - if the first call fails, the neighborhood request also fails. What tool design change best addresses this?

A) Change get_neighborhood_info to accept property_id, resolving the address internally.
B) Add retry logic and timeout handling to get_property_details.
C) Consolidate into a single get_property_with_neighborhood(property_id) tool returning both datasets.
D) Create a lookup_address(property_id) helper tool for retrieving addresses.

4. An enterprise wants Claude responses to remain professional across every interaction. Where should tone instructions primarily reside?

A) System prompt
B) Retrieved documents
C) API key description
D) User prompt only

5. An organization wants predictable outputs for automated invoice classification. Which API parameter should generally be LOWER?

A) Prompt length
B) Temperature
C) Context window
D) Max tokens

Solutions: