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Anthropic CCAR-F Exam Syllabus Topics:

Anthropic Claude Certified Architect - Foundations Sample Questions:

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

2. Your automated review generates many findings per pull request, but developer feedback shows that roughly half are dismissed as "not worth addressing." Analysis reveals that dismissed findings are often technically accurate but involve minor style preferences or patterns that are acceptable in your codebase. Before adding infrastructure complexity, what prompt-design change could most effectively reduce dismissals while maintaining the detection of genuine issues?

A) Add explicit criteria defining which issues to report, such as bugs and security defects, and which issues to skip, such as minor style preferences and accepted local patterns.
B) Ask Claude to rate every finding's confidence from 1 to 10 and include only findings rated 8 or higher.
C) Implement a secondary classification model that filters Claude's findings according to predicted developer acceptance.
D) Append instructions telling Claude to "only report findings you are highly confident are genuine problems."

3. After the web-search and document-analysis subagents complete their tasks, the coordinator needs to spawn the synthesis subagent to synthesize the findings. What is the correct approach for providing the synthesis subagent with the information it needs?

A) Provide the subagent with tool definitions that allow it to request outputs from the other subagents through callbacks.
B) Include the complete findings from both subagents directly in the synthesis subagent's prompt.
C) Spawn the subagent with only a brief task description, relying on automatic context inheritance from the coordinator.
D) Pass reference identifiers and configure the subagent with read access to a shared memory store where the other subagents deposited their results.

4. Your CI pipeline performs security-focused code reviews on approximately 50 pull requests daily, currently costing $150 per day through the synchronous API. Reviews are non-blocking-developers merge after tests pass and address findings in follow-up commits. You are evaluating the Message Batches API because it offers a 50% cost reduction. What factor most determines whether batch processing is appropriate for this use case?

A) Whether review feedback arriving up to 24 hours after pull-request creation remains actionable.
B) Whether reducing per-review latency from 30-60 seconds to near-instantaneous delivery matters to your workflow.
C) Whether your result-processing system can handle reviews arriving in a different order from the order in which they were submitted.
D) Whether each review can be structured as a single request without multi-turn refinement.

5. You are using Claude Code to accelerate software development. Your team uses it for code generation, refactoring, debugging, and documentation. You need to integrate it into your development workflow with custom slash commands, CLAUDE.md configurations, and understand when to use plan mode vs direct execution.
Your team wants Claude to follow a detailed code review checklist (8 items covering API changes, test coverage, documentation, security, etc.) when reviewing pull requests. The team also uses Claude extensively for other tasks: writing new features, debugging production issues, and generating documentation. Currently, developers paste the checklist at the start of each review session.
Which approach best addresses this workflow need?

A) Create a /review slash command containing the checklist, invoked when starting reviews.
B) Configure plan mode as the default for code review sessions.
C) Create a dedicated review subagent with the checklist embedded in its configuration.
D) Add the checklist to the project's CLAUDE.md file under a "Code Review" section.

Solutions: