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

Exam Code: CCA-F

Exam Name: Claude Certified Architect Foundations (CCA-F)

Updated: Aug 13, 2026

Q & A: 112 Questions and Answers

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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Context Management & Responsible AI15%- Safety and compliance
  • 1. Refusal handling and risk mitigation
    • 2. Constitutional AI principles
      - Context window optimization
      • 1. Token management and truncation strategies
        • 2. Context retention and summarization
          Topic 2: Claude Code Configuration & Workflows20%- CI/CD and development integration
          • 1. Pipeline automation and review
            • 2. Plan mode vs direct execution
              - Configuration files and structure
              • 1. Custom commands and workflows
                • 2. CLAUDE.md and rules system
                  Topic 3: 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
                          Topic 4: Agentic Architecture & Orchestration27%- Agent design patterns
                          • 1. Agent loops and control flow
                            • 2. Hub-and-spoke multi-agent systems
                              - Anthropic Agent SDK usage
                              • 1. Task spawning and tool management
                                • 2. Session state and context handling
                                  Topic 5: 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

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

                                          1. 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 connected a custom MCP server that provides DevOps workflow templates. The server exposes several MCP prompts (such as deploy_checklist and incident_response) in addition to tools. How do these MCP prompts become accessible within Claude Code?

                                          A) They appear as slash commands (e.g., mcp_servername_deploy_checklist) that you can invoke, with arguments passed after the command name.
                                          B) They are automatically prepended to every conversation as additional system-level context, influencing Claude's behavior throughout the session.
                                          C) They are surfaced as @-mentionable resources alongside files, fetched and attached to your message when referenced.
                                          D) They are added to Claude Code's tool registry alongside the server's tools, invoked automatically by the model when relevant to the task.


                                          2. Production monitoring shows that follow-up queries like "summarize what we learned about market trends" consistently take 40+ seconds. Investigation reveals the coordinator spawns the synthesis subagent for each summarization request, passing 80K+ tokens of accumulated findings. The coordinator already has these findings in its context from orchestrating the research.
                                          What's the most effective way to improve response time for these follow-up summaries?

                                          A) Spawn the synthesis subagent with reduced context and have it request specific findings from the coordinator on-demand.
                                          B) Have the coordinator handle straightforward summarization requests directly using its existing context, reserving subagent spawning for complex analysis.
                                          C) Enable prompt caching on the synthesis subagent to reduce the overhead of repeatedly transferring the same research findings.
                                          D) Pre-generate and cache summaries at multiple granularities whenever new findings accumulate.


                                          3. After 30+ turns, your conversational assistant shows noticeably slower responses and occasionally produces less coherent outputs. Investigation reveals: (1) average conversations reach 50,000 tokens by turn 35, (2) production logs show 94% of user messages only reference the previous 3-5 exchanges, (3) the 6% of queries referencing earlier context typically ask about information the user could easily re-state. Your goal is to improve response speed and quality while maintaining good user experience. What's the most effective approach?

                                          A) Implement a summarization layer that progressively compresses older conversation turns into a running summary while keeping the most recent 5-6 turns verbatim, maintaining full historical context in condensed form.
                                          B) Build a retrieval system that stores all conversation turns and uses semantic search to pull in relevant historical context only when the current query appears to reference past information.
                                          C) Enable prompt caching and continue sending the complete conversation history, using cached prefixes to reduce per-request costs while preserving all context.
                                          D) Implement a sliding window keeping only the system prompt and last 8-10 turns. When users reference earlier context, acknowledge the limitation and ask them to re-state the relevant information.


                                          4. Claude produces occasional factual inaccuracies despite clear prompts. Which architectural enhancement is MOST effective?

                                          A) Remove examples.
                                          B) Shorten responses only.
                                          C) Add grounding through trusted retrieval.
                                          D) Increase temperature.


                                          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 has three requirements for Claude Code's behavior in your project
                                          1. Claude must never modify files in the db/migrations/ directory
                                          2. Claude should prefer your custom logging module over console.log
                                          3. 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) 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.
                                          B) 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.
                                          C) 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.
                                          D) Add Edit(./db/migrations/**) to permissions.deny in the project settings, keep the logging preference in CLAUDE.md, and add a PostToolUse hook on the Edit tool that runs Prettier on changed TypeScript files.


                                          Solutions:

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

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