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Anthropic CCA-F Exam Syllabus Topics:

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

1. You've configured the system so that all four subagents have access to the complete set of
18 tools. During testing, agents frequently call tools outside their specialization - the synthesis agent attempts web searches, and the report generator tries to analyze documents. What is the primary cause of this poor tool selection behavior?

A) The tool definitions consume too much context window space, leaving insufficient room for task content.
B) The agents' role descriptions in their system prompts conflict with having access to tools outside that role.
C) Choosing from 18 tools instead of 4-5 relevant ones increases decision complexity beyond reliable selection thresholds.
D) The coordinator cannot track which capabilities each subagent has, leading to misrouted tasks.

2. 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) Single comprehensive prompt - include all instructions in one prompt and let the model handle all three aspects simultaneously.
B) Routing - classify each PR by type (feature, bugfix, refactor) first, then route to different review prompts optimized for that category.
C) 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.
D) 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.

3. An engineering team notices that Claude occasionally provides answers beyond the company's internal policy documents. They want responses to rely only on approved documentation whenever possible. Which solution is MOST appropriate?

A) Shorten every prompt
B) Increase temperature to 1.0
C) Disable system prompts
D) Use Retrieval-Augmented Generation (RAG)

4. Your send_notification tool calls third-party messaging APIs. When these services time out during delivery, you cannot determine whether the message was actually sent. Currently, the tool returns is_error: true with a generic "Notification failed" message for all timeouts. Production monitoring reveals agents automatically retry these failures, frequently causing users to receive duplicate notifications. How should you modify the error response?

A) Return is_error: true with a structured field retry_safe: true for timeouts, distinguishing them from permanent failures that should not be retried.
B) Return is_error: true with the original message content echoed back.
C) Return is_error: true with a message encouraging retry: "Delivery service temporarily unavailable.
Please retry the notification."
D) Return is_error: true with a message communicating uncertainty: "Timeout - status unknown.
Message may have been sent. Avoid retry."

5. Your update_user_profile tool accepts a user_id (required) and an optional fields_to_update object. In testing, Claude frequently omits user_id or passes incorrectly structured data. What is most critical for helping Claude understand what parameter values to provide?

A) Strict JSON Schema type constraints marking user_id as required and defining fields_to_update as an object type
B) Verbose parameter names encoding format hints, such as user_id_string_uuid_format
C) Detailed error responses explaining why invalid parameter values were rejected
D) Clear parameter descriptions explaining expected format, such as "user_id: UUID of the user to update (required)"

Solutions: