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  • Total Questions: 130
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Anthropic CCAR-P Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Developer Productivity & Operational Enablement7%- Claude tooling configuration for teams
- AI-assisted developer workflows
- Developer enablement
- Debugging and operational issue resolution
Topic 2: Evaluation, Testing & Optimization16%- System issue diagnosis
- Cost and performance optimization
- Production monitoring and optimization
- Evaluation metrics and datasets
- Evaluation framework design
- A/B testing
Topic 3: Integration19%- Enterprise system integration
- Authentication and authorization analysis
- Claude integration mechanisms
  • 1. Agent-to-agent integration
    • 2. MCP
      • 3. API and CLI
        - RAG pipeline design
        • 1. Indexing
          • 2. Retrieval
            • 3. Chunking
              Topic 4: Governance, Safety & Risk Management14%- AI safety and guardrails
              - Ethical AI considerations
              - Security and risk management
              - Regulatory and compliance requirements
              - Human-in-the-loop validation
              Topic 5: Claude Models, Prompting & Context Engineering13%- System prompts and prompt templates
              - Claude model selection and trade-offs
              - Guardrails
              - Prompt reuse and context engineering strategies
              - Context window optimization
              Topic 6: Stakeholder Communication & Lifecycle Management14%- Discovery and requirements gathering
              - Solution lifecycle management
              - Architecture documentation
              - Communicating architectural decisions
              - Stakeholder management
              - Service-level agreements
              Topic 7: Solution Design & Architecture17%- Multi-agent systems and orchestration
              - Translating business problems into Claude-based AI solutions
              - Alignment with business value, cost, performance, and SLAs
              - End-to-end architecture design
              - Architectural patterns
              • 1. Workflow architectures
                • 2. Agentic architectures
                  • 3. Augmented LLM architectures
                    - Decomposition techniques for complex problem solving

                    Anthropic Claude Certified Architect - Professional Sample Questions:

                    You are building an ethics review checklist for deployments supported by artificial intelligence (AI). Which two checks belong on the list? (Select two.) Each correct answer presents a complete solution.

                    • A. Restrict the ethics review to outputs that exceed a defined model-confidence threshold.
                    • B. Confirm that vendor licensing terms permit the planned production use of the model.
                    • C. Verify that outputs do not rely on generalizations about people that the underlying data does not support.
                    • D. Confirm that high-impact decisions retain human accountability rather than being attributed to the model.
                    • E. Confirm that latency and throughput targets are met across the supported user populations.
                    Reveal Solution  Discussion  0

                    Correct Answer: C,D  🗳️

                    Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).

                    You are compiling a diagnostic toolkit for Claude Code operational issues.
                    Which two diagnostic actions belong in the toolkit? (Select two.)
                    Each correct answer presents a complete solution.

                    • A. Increase the model sampling temperature so that intermittent issues surface more frequently for analysis.
                    • B. File a support ticket with vendor support before any local reproduction or evidence collection.
                    • C. Roll back to the previous Claude Code version immediately to confirm whether the issue is version specific.
                    • D. List the configured Model Context Protocol (MCP) servers and inspect server status to identify connection failures.
                    • E. Reproduce the issue with a minimal reproduction case that isolates one variable at a time.
                    Reveal Solution  Discussion  0

                    Correct Answer: D,E  🗳️

                    Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).

                    You are compiling continuity practices that span the deployment lifecycle.
                    Which two practices belong on the list? (Select two.)
                    Each correct answer presents a complete solution.

                    • A. Capture lessons learned at the end of each phase and surface them as inputs to the next phase.
                    • B. Archive every phase deliverable in long-term storage to preserve a record of what was produced.
                    • C. Maintain a stakeholder register and notify the listed parties at every phase transition event.
                    • D. Carry the evaluation framework and reference set forward across iterations rather than rebuilding each time.
                    • E. Lock decisions made in early phases to prevent revisiting them as later phases begin.
                    Reveal Solution  Discussion  0

                    Correct Answer: A,D  🗳️

                    Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).

                    You are supporting a team whose Claude Code sessions consistently load 60 or more MCP tools from many servers, exhausting context budget before the session begins.
                    Which adjustment most directly addresses this issue without removing capability?

                    • A. Add additional MCP servers to give the team more capability, which increases rather than reduces the number of tool definitions loaded into the session's context budget.
                    • B. Enable Tool Search so tool definitions are deferred and discovered on demand rather than loaded into context upfront.
                    • C. Increase the prompt's verbosity with additional instructions and context, which consumes more of the context budget rather than reducing the tool-definition overhead causing the issue.
                    • D. Disable every MCP server in the configuration to free up context budget, accepting that the team loses all tool access and cannot perform any MCP-dependent task in the session.
                    Reveal Solution  Discussion  0

                    Correct Answer: B  🗳️

                    Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).

                    You are assessing a Claude-based system whose dominant risk is silent quality drift on safety-relevant outputs after a model-version upgrade.
                    Which assessment activity most directly addresses this risk?

                    • A. Maintain an adversarial evaluation set with version-attributed scoring so each upgrade is measured against the same set before promotion.
                    • B. Skip evaluation on each model-version upgrade and rely on user-submitted complaints to surface safety drift after the upgraded model has already served production traffic.
                    • C. Rotate adversarial inputs randomly so no two upgrades are scored on the same set.
                    • D. Disable adversarial evaluation entirely during model-version upgrade cycles to reduce evaluation cost, accepting that safety drift will go undetected until it appears in production.
                    Reveal Solution  Discussion  0

                    Correct Answer: A  🗳️

                    Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).

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