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

  • Exam Code: CCA-F
  • Exam Name: Claude Certified Architect Foundations (CCA-F)
  • Updated: Aug 14, 2026
  • Q & A: 112 Questions and Answers

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

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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Prompt Engineering & Structured Output20%- Tool-augmented prompting
  • 1. Tool-use driven reasoning patterns
    • 2. Validation and retry loops
      - Instruction design
      • 1. Few-shot prompting strategies
        • 2. Deterministic output formatting (e.g., JSON)
          Agentic Architecture & Orchestration27%- Multi-agent orchestration
          • 1. Parallel task decomposition
            • 2. Coordinator / sub-agent patterns
              - Agentic loops & lifecycle design
              • 1. Tool use loop execution (request → tool_use → result → next step)
                • 2. Stop reason handling and control flow
                  Claude Code Configuration & Workflows20%- Claude Code configuration
                  • 1. CLAUDE.md hierarchy and scoping
                    • 2. Project-level vs user-level configuration
                      - CI/CD and workflow integration
                      • 1. Automated pipeline integration
                        • 2. Command vs plan mode usage
                          Context Management & Reliability15%- Context window optimization
                          • 1. Managing long conversation degradation
                            • 2. "Lost in the middle" mitigation strategies
                              - System reliability
                              • 1. Escalation strategies (fail vs retry vs human)
                                • 2. Error propagation handling
                                  Tool Design & MCP Integration18%- Tool interface design
                                  • 1. Structured tool input/output schemas
                                    • 2. Clear tool descriptions and boundaries
                                      - Model Context Protocol (MCP)
                                      • 1. Tool selection and routing strategies
                                        • 2. MCP server integration patterns

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

                                          1. Your update_user_profile tool accepts a user_id (required) and an optional fields_to_update object. In testing, Claude frequently omits user_id or passes incorrectly structured data. What is most critical for helping Claude understand what parameter values to provide?

                                          A) Detailed error responses explaining why invalid parameter values were rejected
                                          B) Verbose parameter names encoding format hints, such as user_id_string_uuid_format
                                          C) Strict JSON Schema type constraints marking user_id as required and defining fields_to_update as an object type
                                          D) Clear parameter descriptions explaining expected format, such as "user_id: UUID of the user to update (required)"


                                          2. A legal department requires Claude to answer only when sufficient evidence exists in retrieved documents. What should Claude do if evidence is insufficient?

                                          A) Search social media automatically.
                                          B) Increase creativity.
                                          C) Invent a likely answer.
                                          D) Clearly indicate insufficient information.


                                          3. The coordinator agent has AgentDefinitions configured for all four specialized subagents, each with appropriate descriptions, prompts, and tool restrictions. During testing, you notice the coordinator correctly reasons about when to delegate - it generates messages like "I'll ask the web search agent to find sources on this topic" - but no subagent execution ever occurs. The coordinator then proceeds as if the delegation happened and continues with incomplete information. Logs show no errors. What is the most likely cause?

                                          A) The coordinator's allowedTools configuration doesn't include "Task", so while it can reason about delegation, it cannot invoke the tool required to spawn subagents.
                                          B) The AgentDefinitions are configured correctly, but the coordinator's system prompt doesn't explicitly list the available subagent types, preventing the model from knowing they can be invoked.
                                          C) The coordinator's max_tokens setting is too low, causing the Task tool invocation to be truncated before the subagent type parameter can be specified.
                                          D) Subagent context isolation means task descriptions from the coordinator don't automatically reach subagents; you need to configure explicit context forwarding in ClaudeAgentOptions.


                                          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
                                          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) 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.
                                          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) 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. 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) Attempt the refund with process_refund anyway, escalating only if the system rejects the transaction.
                                          C) Compile a structured handoff with customer details, order info, and the identified issue before calling escalate_to_human.
                                          D) Call escalate_to_human passing only the customer's original message.


                                          Solutions:

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

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