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Anthropic CCAR-F Exam Syllabus Topics:

Anthropic Claude Certified Architect - Foundations Sample Questions:

1. 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.
You've asked Claude to write a data migration script, but the initial output doesn't correctly handle records with null values in required fields. What's the most effective way to iterate toward a working solution?

A) Manually edit the generated code to fix the null handling, then continue working with Claude on other parts.
B) Describe the null value problem in detail and ask Claude to regenerate the entire script with improved edge case handling.
C) Provide a test case with example input containing null values and the expected output, then ask Claude to fix it.
D) Add "think harder about edge cases" to your prompt and request a complete rewrite of the migration logic.

2. You are building a structured data extraction system using Claude. The system extracts information from unstructured documents, validates the output using JSON schemas, and maintains high accuracy. It must handle edge cases gracefully and integrate with downstream systems.
Your extraction system processes two document types: standard monthly reports, which are archived after processing, and urgent exception reports, which must trigger business alerts within
30 minutes of receipt. Both use the same JSON schema. You want to minimize API costs while meeting the latency requirements.
How should you architect the processing pipeline?

A) Submit all documents to the real-time Messages API to ensure consistent processing latency across document types.
B) Queue all documents and submit hourly batches, flagging urgent documents for expedited handling when batch results return.
C) Submit all documents to the Message Batches API with custom_id values for tracking. When results arrive, immediately process urgent documents and trigger delayed alerts for exceptions.
D) Route standard reports to the Message Batches API for 50% cost savings, and route urgent exception reports to the real-time Messages API.

3. Your order management system requires tools for three distinct operations: issuing refunds (requires amount and reason), canceling orders (requires reason), and requesting reshipments (requires shipping address). Each operation shares an order_id parameter but has different additional requirements. You notice during testing that with your current unified tool design, the agent frequently omits required parameters or includes irrelevant ones. What design change will most effectively improve parameter accuracy?

A) Keep one unified tool with a nested operation_details object parameter whose internal structure varies by operation type, documented in the tool description.
B) Split into three separate tools (issue_refund, cancel_order, request_reshipment), each defining only the parameters required for that specific operation.
C) Keep one unified tool with all parameters marked optional, but add detailed few-shot examples in the system prompt showing correct parameter combinations for each operation type.
D) Keep one unified tool but add JSON Schema if-then-else conditionals to enforce that parameters like amount are required only when the operation type is "refund".

4. 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 frequently migrates React components to Vue. You've written a step-by-step workflow for Claude Code to follow during each migration, and you want every developer on the team to invoke it by typing /migrate-component. The workflow should stay in sync as the team iterates on it. Where should you place the skill file?

A) In ~/.claude/skills/migrate-component/SKILL.md on each developer's machine
B) In .claude/skills/migrate-component/SKILL.md at the project root, committed to version control
C) In the project's.claude/settings.json using a skillOverrides entry to register and define the workflow
D) As a detailed instruction block in the project's root CLAUDE.md file

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 has connected a custom MCP server that provides DevOps workflow templates. The server exposes several MCP prompts (such as deploy_checklist and incident_response) in addition to tools. How do these MCP prompts become accessible within Claude Code?

A) They appear as slash commands (e.g., mcp_servername_deploy_checklist) that you can invoke, with arguments passed after the command name.
B) They are added to Claude Code's tool registry alongside the server's tools, invoked automatically by the model when relevant to the task.
C) They are automatically prepended to every conversation as additional system-level context, influencing Claude's behavior throughout the session.
D) They are surfaced as @-mentionable resources alongside files, fetched and attached to your message when referenced.

Solutions: