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Anthropic CCAR-F Exam Syllabus Topics:

Anthropic Claude Certified Architect - Foundations Sample Questions:

1. You are building a multi-agent research system using the Claude Agent SDK. A coordinator agent delegates to specialized subagents: one searches the web, one analyzes documents, one synthesizes findings, and one generates reports. The system researches topics and produces comprehensive, cited reports.
The synthesis agent receives summarized findings from the web-search and document-analysis agents, then passes a consolidated summary to the report generator. During testing, you discover that the generated reports make factual claims without proper citations. The report generator cannot attribute statements to their original sources because that metadata was lost during the summarization steps.
What is the most effective approach to ensure proper source attribution in the final reports?

A) Have the report generator query the web-search agent to relocate sources for claims in the final report.
B) Skip summarization and pass the complete raw outputs from web search and document analysis directly to the report generator.
C) Have each agent output structured data separating content summaries from source metadata such as URLs, document names, and page numbers.
D) Instruct the synthesis agent to embed source references inline within its summary text using a consistent citation format.

2. During testing, when a customer says, "I need a refund for my recent purchase," the agent immediately invokes process_refund but populates the required order_id parameter with a plausible-looking fabricated value instead of first calling lookup_order. The refund fails because the invented order identifier does not exist. Which change directly addresses the root cause of the fabricated order_id?

A) Add server-side validation that checks whether order_id exists before attempting the refund and returns an error when it does not.
B) Preprocess customer messages to extract any mentioned order identifiers and inject them into the conversation before sending the request to Claude.
C) Update the process_refund tool description to state explicitly that order_id must come from a successful lookup_order result and must never be assumed, inferred, or invented.
D) Change tool_choice from auto to any so Claude must call a tool on every turn.

3. 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, and Glob-and integrates with Model Context Protocol (MCP) servers.
An engineer asks the agent to find every file in a monorepo that imports the @company/auth package to understand how authentication is used across services.
Which built-in tool is most appropriate for this task?

A) Grep, to search file contents for the import-statement pattern.
B) Read, beginning with package.json files to trace dependency declarations.
C) Bash, to execute find . -type d -name " *auth* " and explore matching directories.
D) Glob, to find files containing auth in their filename or path.

4. The document-analysis agent has a single analyze_document tool that accepts a document and a free-text instruction parameter. During evaluation, requests such as "extract the key financial metrics" often return narrative summaries, while "summarize the methodology" sometimes returns raw data tables. The synthesis agent reports that 35% of analysis results require new requests with clarified instructions. What is the most effective way to improve reliability?

A) Split the generic tool into purpose-specific tools-extract_data_points, summarize_content, and verify_claim_against_source-each with defined input and output contracts.
B) Retain the single tool but add an analysis_type enum requiring explicit selection among extraction, summarization, and verification modes.
C) Enhance the tool description with detailed examples showing how different instruction phrasings should map to different output formats.
D) Have the coordinator preclassify each analysis request before passing instructions to the document- analysis agent.

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.
You need to add a date validation check ensuring event dates are in the future. This requires adding a conditional statement to one existing function in a single file.
What is the most appropriate approach?

A) Enter plan mode first to create a detailed implementation strategy before making the change.
B) Use direct execution to make the change.
C) Enter plan mode to analyze how the validation might impact other parts of the reservation flow.
D) Start with extended thinking mode enabled to ensure thorough reasoning about the validation logic.

Solutions: