CertSafari

    Anthropic Claude Certified Architect – Professional (CCAR-P) Lessons

    38 lessons, one per exam-guide subdomain, in the order the guide teaches them. Every claim is cited to the official documentation.

    1. 1.

      Domain 1: Solution Design & Architecture

      Scoping a Claude Solution: Fit, Task Breakdown and Success Criteria

      Subdomain 1.1: Translate business problems into Claude-based AI solutions

      2 pages15 min read2.83% of the exam3 questions
    2. 2.

      Domain 1: Solution Design & Architecture

      End-to-End Claude Architecture: Input, Tool Loop, Output

      Subdomain 1.2: Design end-to-end architectures

      2 pages14 min read2.83% of the exam3 questions
    3. 3.

      Domain 1: Solution Design & Architecture

      Augmented LLM, Workflows and Agents: Choosing the Simplest Pattern

      Subdomain 1.3: Select appropriate architectural patterns

      2 pages16 min read2.83% of the exam3 questions
    4. 4.

      Domain 1: Solution Design & Architecture

      Multi-Agent Systems: When Orchestrators and Subagents Pay Off

      Subdomain 1.4: Design multi-agent systems and orchestration strategies

      2 pages17 min read2.83% of the exam3 questions
    5. 5.

      Domain 1: Solution Design & Architecture

      Task decomposition with fixed subtasks: chaining, routing, sectioning and voting

      Subdomain 1.5: Apply decomposition techniques for complex problem solving

      2 pages15 min read2.83% of the exam3 questions
    6. 6.

      Domain 1: Solution Design & Architecture

      Aligning Claude Solutions to Business Value Pillars

      Subdomain 1.6: Align solutions to business value pillars

      17 min read2.83% of the exam3 questions
    7. 7.

      Domain 2: Claude Models, Prompting & Context Engineering

      Choosing a Claude Model: Tiers, Trade-offs and Starting Points

      Subdomain 2.1: Select appropriate Claude models based on trade-offs

      2 pages15 min read2.6% of the exam3 questions
    8. 8.

      Domain 2: Claude Models, Prompting & Context Engineering

      Claude System Prompts, Roles and Prompt Templates

      Subdomain 2.2: Design system prompts, templates, and guardrails

      2 pages15 min read2.6% of the exam3 questions
    9. 9.

      Domain 2: Claude Models, Prompting & Context Engineering

      Zero-shot and few-shot prompting with Claude

      Subdomain 2.3: Apply prompt engineering techniques

      2 pages15 min read2.6% of the exam3 questions
    10. 10.

      Domain 2: Claude Models, Prompting & Context Engineering

      Claude Context Windows and Token Budgeting

      Subdomain 2.4: Optimize context windows and manage token usage

      2 pages17 min read2.6% of the exam3 questions
    11. 11.

      Domain 2: Claude Models, Prompting & Context Engineering

      Prompt Caching on Claude: Breakpoints, TTL and Cache Invalidation

      Subdomain 2.5: Implement prompt reuse strategies

      2 pages17 min read2.6% of the exam3 questions
    12. 12.

      Domain 3: Integration

      Capability Bloat: Why Too Many Tools Hurt Agents

      Subdomain 3.1: Evaluate tool/agent configuration for capability bloat

      2 pages14 min read2.38% of the exam3 questions
    13. 13.

      Domain 3: Integration

      MCP Authorization Requirements: OAuth 2.1, Discovery and Token Audience

      Subdomain 3.2: Analyze authentication and authorization requirements to identify security gaps

      2 pages15 min read2.38% of the exam3 questions
    14. 14.

      Domain 3: Integration

      Accuracy-Latency Trade-offs: Model Choice and Effort

      Subdomain 3.3: Evaluate accuracy-latency trade-offs and justify configuration decisions

      2 pages16 min read2.38% of the exam3 questions
    15. 15.

      Domain 3: Integration

      Agent SDK Observability: OpenTelemetry Signals, Spans and Tenant Tagging

      Subdomain 3.4: Analyze observability challenges and select monitoring strategies at scale

      2 pages15 min read2.38% of the exam3 questions
    16. 16.

      Domain 3: Integration

      RAG Pipeline Design: Chunking, Embedding and Hybrid Indexing

      Subdomain 3.5: Design a RAG pipeline with appropriate chunking and indexing strategies

      2 pages15 min read2.38% of the exam3 questions
    17. 17.

      Domain 3: Integration

      Retrieval Strategy by Query Pattern: In-Context, Semantic, Lexical and Hybrid Search

      Subdomain 3.6: Apply retrieval strategies matched to data shape and query pattern

      2 pages13 min read2.38% of the exam3 questions
    18. 18.

      Domain 3: Integration

      MCP vs Direct Tool Use: Choosing How Claude Connects to a System

      Subdomain 3.7: Evaluate connection protocols and select the appropriate integration mechanism

      2 pages18 min read2.38% of the exam3 questions
    19. 19.

      Domain 3: Integration

      Progressive Discovery vs. Monolithic Context for Agent Tools and Skills

      Subdomain 3.8: Evaluate progressive discovery vs. monolithic context strategy

      2 pages15 min read2.38% of the exam3 questions
    20. 20.

      Domain 4: Evaluation, Testing & Optimization

      Defining LLM Success Criteria: Accuracy, Safety and Security Metrics

      Subdomain 4.1: Define evaluation metrics

      2 pages15 min read2.67% of the exam3 questions
    21. 21.

      Domain 4: Evaluation, Testing & Optimization

      Designing LLM Evaluation Datasets: Success Criteria, Golden Answers and Edge Cases

      Subdomain 4.2: Design evaluation datasets and test frameworks using mixed methodologies

      2 pages17 min read2.67% of the exam3 questions
    22. 22.

      Domain 4: Evaluation, Testing & Optimization

      A/B Testing Prompts and Models Against a Baseline

      Subdomain 4.3: Conduct A/B testing and iterative improvements

      2 pages14 min read2.67% of the exam3 questions
    23. 23.

      Domain 4: Evaluation, Testing & Optimization

      Diagnosing Claude hallucinations: detect, ground and verify

      Subdomain 4.4: Diagnose system issues

      9 min read2.67% of the exam3 questions
    24. 24.

      Domain 4: Evaluation, Testing & Optimization

      Optimizing token usage, latency, and cost-performance trade-offs

      Subdomain 4.5: Optimize token usage, latency, and cost-performance trade-offs

      18 min read2.67% of the exam3 questions
    25. 25.

      Domain 4: Evaluation, Testing & Optimization

      Claude Agent Observability with OpenTelemetry: Metrics, Logs and Traces

      Subdomain 4.6: Monitor system performance using logging and observability tools

      2 pages20 min read2.67% of the exam3 questions
    26. 26.

      Domain 5: Governance, Safety & Risk Management

      Implementing guardrails and safety controls around Claude

      Subdomain 5.1: Implement guardrails and safety controls

      18 min read2.8% of the exam3 questions
    27. 27.

      Domain 5: Governance, Safety & Risk Management

      Risks, Limitations, and Failure Modes of LLM Systems

      Subdomain 5.2: Identify risks, limitations, and failure modes of LLM systems

      15 min read2.8% of the exam3 questions
    28. 28.

      Domain 5: Governance, Safety & Risk Management

      Human Approval Checkpoints for Claude Agent Tool Calls

      Subdomain 5.3: Apply human-in-the-loop validation strategies

      2 pages15 min read2.8% of the exam3 questions
    29. 29.

      Domain 5: Governance, Safety & Risk Management

      HIPAA on Claude: BAAs, Eligible Services and Zero Data Retention

      Subdomain 5.4: Ensure compliance with regulations

      2 pages15 min read2.8% of the exam3 questions
    30. 30.

      Domain 5: Governance, Safety & Risk Management

      Ethical AI: Bias, Fairness, and Transparency in Claude Deployments

      Subdomain 5.5: Address ethical AI considerations

      11 min read2.8% of the exam3 questions
    31. 31.

      Domain 6: Stakeholder Communication & Lifecycle Management

      Structured Discovery and Requirement Gathering for AI Solutions

      Subdomain 6.1: Conduct structured discovery and requirement gathering

      9 min read2.8% of the exam3 questions
    32. 32.

      Domain 6: Stakeholder Communication & Lifecycle Management

      Communicating architectural decisions and trade-offs

      Subdomain 6.2: Communicate architectural decisions and trade-offs

      9 min read2.8% of the exam3 questions
    33. 33.

      Domain 6: Stakeholder Communication & Lifecycle Management

      Stakeholder Feedback Loops, Expectation Alignment and SLAs for Claude Solutions

      Subdomain 6.3: Manage stakeholder feedback loops and expectation alignment

      10 min read2.8% of the exam3 questions
    34. 34.

      Domain 6: Stakeholder Communication & Lifecycle Management

      Documenting Claude Architectures and Writing Implementation Guidance

      Subdomain 6.4: Document architectures and provide implementation guidance

      10 min read2.8% of the exam3 questions
    35. 35.

      Domain 6: Stakeholder Communication & Lifecycle Management

      Support lifecycle phases: from discovery to deprecation

      Subdomain 6.5: Support lifecycle phases

      9 min read2.8% of the exam3 questions
    36. 36.

      Domain 7: Developer Productivity & Operational Enablement

      Claude Code Team Setup: Providers, Settings Scopes and Policy Delivery

      Subdomain 7.1: Configure Claude tools and environments for teams

      2 pages15 min read2.33% of the exam3 questions
    37. 37.

      Domain 7: Developer Productivity & Operational Enablement

      Prompting Claude Code: Verification, Planning and Context

      Subdomain 7.2: Improve developer workflows using AI-assisted tooling

      2 pages17 min read2.33% of the exam3 questions
    38. 38.

      Domain 7: Developer Productivity & Operational Enablement

      Claude Code Error Messages, Automatic Retries and Tool-Use Failures

      Subdomain 7.3: Support debugging and operational issue resolution

      2 pages17 min read2.33% of the exam3 questions