Anthropic CCA-F Actual PDF : Claude Certified Architect Foundations (CCA-F)

Anthropic CCA-F Actual PDF
  • Exam Code: CCA-F
  • Exam Name: Claude Certified Architect Foundations (CCA-F)
  • Updated: Aug 08, 2026
  • Q & A: 112 Questions and Answers
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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Agentic Architecture & Orchestration27%- Agent design patterns
  • 1. Hub-and-spoke multi-agent systems
    • 2. Agent loops and control flow
      - Anthropic Agent SDK usage
      • 1. Task spawning and tool management
        • 2. Session state and context handling
          Claude Code Configuration & Workflows20%- CI/CD and development integration
          • 1. Plan mode vs direct execution
            • 2. Pipeline automation and review
              - Configuration files and structure
              • 1. Custom commands and workflows
                • 2. CLAUDE.md and rules system
                  Prompt Engineering & Structured Output20%- Advanced prompting techniques
                  • 1. System prompts and role framing
                    • 2. Few-shot and chain-of-thought prompting
                      - Structured data generation
                      • 1. Output validation and reliability
                        • 2. JSON schema enforcement
                          Tool Design & MCP Integration18%- Tool definition and best practices
                          • 1. Error handling and validation
                            • 2. Tool descriptions and selection logic
                              - Model Context Protocol (MCP)
                              • 1. Tools, resources, and prompts integration
                                • 2. MCP server and client setup
                                  Context Management & Responsible AI15%- Safety and compliance
                                  • 1. Constitutional AI principles
                                    • 2. Refusal handling and risk mitigation
                                      - Context window optimization
                                      • 1. Token management and truncation strategies
                                        • 2. Context retention and summarization

                                          Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:

                                          1. Users report that final reports sometimes lack depth on specific subtopics. Investigation shows that the document analysis agent frequently identifies gaps - for instance, noting "the retrieved sources discuss API authentication but lack details on token refresh patterns" - but under the current strict pipeline, this insight isn't actionable since search has already completed. What's the most effective architectural change?

                                          A) Have the analysis agent report specific gaps to the coordinator, which triggers targeted searches and re-invokes analysis until sufficient.
                                          B) Have the coordinator review analysis output for gap indicators and re-invoke search with gap- informed queries when gaps are detected.
                                          C) Add a research planning agent before the search phase that decomposes topics into specific sub- questions.
                                          D) Have the synthesis agent attach confidence scores to each section and flag areas with insufficient coverage for manual review.


                                          2. Compliance requires that refunds exceeding $500 must automatically escalate to a human agent
                                          - this rule cannot be left to model discretion. Despite clear system prompt instructions, production logs show the agent occasionally processes high-value refunds directly (3% failure rate). How should you achieve guaranteed compliance?

                                          A) Strengthen the system prompt with emphatic language: "CRITICAL POLICY: Refunds over $500 MUST trigger human escalation. NEVER process these directly."
                                          B) Implement a hook to intercept tool calls; when the refund process amount exceeds $500, block it and invoke human escalation.
                                          C) Add few-shot examples to the prompt showing correct escalation behavior at various refund amounts ($400, $500, $600).
                                          D) Modify the refund tool to return an error with message "Amount exceeds policy limit - please escalate" when threshold is exceeded.


                                          3. Your agent is handling a billing dispute. After calling get_customer and lookup_order, it identifies that the dispute involves a promotional pricing error requiring manager approval - beyond the agent's authorization level. How should the workflow handle this mid-process escalation?

                                          A) Persist the complete conversation and tool response history to a database, then call escalate_to_human with a reference ID.
                                          B) Call escalate_to_human passing only the customer's original message.
                                          C) Compile a structured handoff with customer details, order info, and the identified issue before calling escalate_to_human.
                                          D) Attempt the refund with process_refund anyway, escalating only if the system rejects the transaction.


                                          4. The web search agent has gathered several relevant sources for a research topic. The document analysis agent now needs to examine these sources. How does information typically flow between these two specialized subagents?

                                          A) The agents communicate through an event-driven message queue, with the document analysis agent subscribing to web search completion events.
                                          B) The coordinator agent receives the web search agent's output and includes relevant findings in the prompt when invoking the document analysis agent.
                                          C) The web search agent directly invokes the document analysis agent, passing the discovered sources as parameters.
                                          D) Both agents access a shared memory store where the web search agent writes findings and the document analysis agent reads them.


                                          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's CLAUDE.md includes a rule: "Use 4-space indentation and always run Prettier formatting." Despite this, code reviews reveal that roughly 30% of files Claude Code generates use inconsistent formatting - sometimes 2-space indentation, sometimes missing trailing commas. Adding emphasis ("IMPORTANT: You MUST use Prettier formatting") reduces violations to about 15%, but doesn't eliminate them. What is the most effective way to ensure all generated code is consistently formatted?

                                          A) Split the formatting rules into path-scoped .claude/rules/files that load when Claude works on matching file types.
                                          B) Extract the formatting rules into a dedicated skill that Claude loads automatically when generating code, with more detailed examples of correct formatting.
                                          C) Add a Stop hook with a prompt-based check that evaluates whether generated code follows formatting standards and prompts Claude to fix violations.
                                          D) Configure a PostToolUse hook with an Edit|Write matcher that automatically runs Prettier on each file Claude modifies.


                                          Solutions:

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

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