Anthropic Claude Certified Architect – Foundations : CCAR-F

CCAR-F real exams

Exam Code: CCAR-F

Exam Name: Claude Certified Architect – Foundations

Updated: Jul 25, 2026

Q & A: 62 Questions and Answers

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Anthropic CCAR-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Claude Code Configuration & Workflows20%- Claude Code
  • 1. Agent skills
    • 2. Code generation and automation
      • 3. Configuration and project setup
        • 4. Development workflows
          Topic 2: Tool Design & MCP Integration18%- Tool integration
          • 1. Tool selection and safety
            • 2. Resource and server integration
              • 3. Model Context Protocol (MCP)
                • 4. Tool interface design
                  Topic 3: Agentic Architecture & Orchestration27%- Agentic architecture patterns
                  • 1. Workflow design
                    • 2. Agent orchestration
                      • 3. Single-agent and multi-agent architectures
                        • 4. Planning and execution strategies
                          Topic 4: Prompt Engineering & Structured Output20%- Prompt design
                          • 1. Output validation
                            • 2. Prompt engineering techniques
                              • 3. Few-shot prompting
                                • 4. Structured output and JSON schemas
                                  Topic 5: Context Management & Reliability15%- Context handling
                                  • 1. Context window management
                                    • 2. Reliability and evaluation
                                      • 3. Memory strategies
                                        • 4. Cost and performance optimization

                                          Anthropic Claude Certified Architect – Foundations Sample Questions:

                                          1. You are building a customer support resolution agent using the Claude Agent SDK. The agent handles high- ambiguity requests like returns, billing disputes, and account issues. It has access to your backend systems through custom Model Context Protocol (MCP) tools ( get_customer , lookup_order , process_refund , escalate_to_human ). Your target is 80%+ first-contact resolution while knowing when to escalate.
                                          A customer raises three separate issues during one session: a refund inquiry (turns 1-15), a subscription question (turns 16-30), and a payment method update (turns 31-45). At turn 48, the customer asks "What happened with my refund?" The conversation is approaching context limits.
                                          What strategy best maintains the agent's ability to address all issues throughout the session?

                                          A) Implement sliding window context that retains the most recent 30 turns.
                                          B) Extract and persist structured issue data (order IDs, amounts, statuses) into a separate context layer.
                                          C) Rely on MCP tools to re-fetch relevant information on demand when the customer references earlier issues.
                                          D) Summarize earlier turns into a narrative description, preserving full message history only for the active issue.


                                          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 agent has analyzed a complex service module-reading 23 source files, tracing request flows, and identifying error handling patterns. A developer wants to compare two testing strategies before committing to one: end-to-end tests with mocked external services vs. snapshot tests capturing expected outputs. They need to independently develop both approaches to evaluate trade-offs.
                                          How should you manage the sessions?

                                          A) Start two fresh sessions, having each re-read the relevant source files before beginning.
                                          B) Resume the analysis session with fork_session enabled, creating a separate branch for each testing strategy.
                                          C) Export the analysis session's key findings to a file, then create two new sessions that reference this file.
                                          D) Continue in the original session, developing end-to-end tests first, then snapshot tests sequentially.


                                          3. 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.
                                          A security audit requires updating your authentication library from v2 to v3. The migration guide documents breaking changes: authenticate() now returns a Promise instead of accepting a callback, the User type has restructured fields, and three deprecated methods were removed. Grep shows the library is imported in 45 files across several modules.
                                          What's the most effective approach?

                                          A) Paste the migration guide's breaking changes into your prompt and use direct execution to update all usages across the 45 files.
                                          B) Update the dependency version, run the test suite, and use Claude Code to fix each failure as it appears.
                                          C) Create a custom slash command encapsulating the migration transformations, then execute it against each file without prior codebase exploration.
                                          D) Enter plan mode to explore library usage across modules, map affected code paths, then create a migration strategy before implementing.


                                          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 has three requirements for Claude Code's behavior in your project:
                                          * Claude must never modify files in the db/migrations/ directory.
                                          * Claude should prefer your custom logging module over console.log .
                                          * All TypeScript files must be auto-formatted with Prettier after every edit.
                                          All three are currently written as instructions in your project's CLAUDE.md. During a complex refactoring session, a developer discovers that Claude edited a migration file, violating requirement #1.
                                          How should you restructure these requirements across Claude Code's configuration mechanisms?

                                          A) Configure hooks for all three: a PreToolUse hook script that blocks Edit calls targeting db/migrations/ , a PreToolUse hook script that adds logging convention context before edits, and a PostToolUse hook that runs Prettier after TypeScript edits.
                                          B) Add Edit(./db/migrations/**) to permissions.deny in the project settings, keep the logging preference in CLAUDE.md, and add a PostToolUse hook to run Prettier after TypeScript edits.
                                          C) Move all three requirements into .claude/rules/ as path-scoped rules: one targeting db/migrations/** that forbids editing those files, and others targeting **/*.ts for the logging convention and formatting instruction.
                                          D) Rewrite all three requirements in CLAUDE.md using stronger directive language and add few-shot examples that demonstrate Claude refusing to edit migration files and running Prettier after edits.


                                          5. You are building a structured data extraction system using Claude. The system extracts information from unstructured documents, validates the output using JavaScript Object Notation (JSON) schemas, and maintains high accuracy. It must handle edge cases gracefully and integrate with downstream systems.
                                          Your extraction system implements automatic retries when validation fails. On each retry, the specific validation error is appended to the prompt. This retry-with-error-feedback approach resolves most failures within 2-3 attempts.
                                          For which failure pattern would additional retries be LEAST effective?

                                          A) The model extracts citation counts as locale-formatted strings ("1,234") when the schema requires integers.
                                          B) The model extracts "et al." for co-authors when the full list exists only in an external document not in the input.
                                          C) The model extracts dates as ISO 8601 datetime strings ("2023-03-15T00:00:00Z") when the schema requires only the date portion (YYYY-MM-DD).
                                          D) The model extracts keywords as a nested object organized by category when the schema requires a flat array of strings.


                                          Solutions:

                                          Question # 1
                                          Answer: B
                                          Question # 2
                                          Answer: B
                                          Question # 3
                                          Answer: D
                                          Question # 4
                                          Answer: B
                                          Question # 5
                                          Answer: B

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