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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) Both agents access a shared memory store where the web search agent writes findings and the document analysis agent reads them.
B) The coordinator agent receives the web search agent's output and includes relevant findings in the prompt when invoking the document analysis agent.
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. A financial services company plans to integrate Claude into an internal document analysis platform. The architects want to minimize exposure of confidential client information while maintaining high-quality responses. Which approach BEST aligns with Anthropic's recommended architecture?

A) Remove unnecessary sensitive information before sending prompts whenever possible.
B) Send every document without preprocessing to maximize context.
C) Replace Claude with a smaller local model regardless of task complexity.
D) Store every prompt permanently for auditing.

3. What is the PRIMARY purpose of few-shot prompting?

A) Increase model size.
B) Demonstrate desired output patterns.
C) Reduce token costs.
D) Encrypt prompts.

4. You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
Your code review assistant needs to analyze pull requests and provide feedback on three aspects: code style compliance, potential security issues, and documentation completeness.
Each aspect requires reading files, running analysis tools, and generating a report section. The review process follows the same three-step workflow for every PR. Which task decomposition pattern is most appropriate for this workflow?

A) Routing - classify each PR by type (feature, bugfix, refactor) first, then route to different review prompts optimized for that category.
B) Prompt chaining - break the review into sequential steps where each aspect (style, security, documentation) is analyzed separately, with outputs combined in a final synthesis step.
C) Orchestrator-workers - have a central LLM analyze each PR to dynamically determine which checks are needed, then delegate to specialized worker LLMs for each identified subtask.
D) Single comprehensive prompt - include all instructions in one prompt and let the model handle all three aspects simultaneously.

5. During a billing dispute resolution, your agent successfully retrieves customer info via get_customer and order details via lookup_order, but when attempting to call process_refund, the tool returns a timeout error. The agent has enough information to explain the charges and verify refund eligibility, but cannot actually process the refund due to the backend failure. What approach best balances first-contact resolution with appropriate error handling?

A) Confirm the refund will be processed and close the conversation, since the system has all necessary information to complete it automatically
B) Implement automatic retries with exponential backoff for process_refund, keeping the conversation open until the refund is successfully processed
C) Escalate immediately to a human agent since the refund action cannot be completed
D) Explain the billing confirm refund eligibility, acknowledge the system issue preventing immediate processing, and offer escalation or retry later

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