Exam CCA-F Pattern - Reliable CCA-F Exam Syllabus

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

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                                          Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q106-Q111):

                                          NEW QUESTION # 106
                                          You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
                                          Your agent needs to insert a new helper function into the middle of a 150-line utility module, between two existing functions. The Edit tool fails because its old_string parameter cannot find unique text to match - the file has repetitive docstrings, variable names, and structural patterns.
                                          What's the most reliable way to complete this insertion?

                                          Answer: A

                                          Explanation:
                                          When Edit cannot identify a unique match, rewriting the fully read file is the most reliable way to control the exact insertion point. The other options are brittle, place the function incorrectly, or risk unintended replacements.


                                          NEW QUESTION # 107
                                          An agent executing a workflow at quicktechie.com needs to inspect the contents of a config. json file to understand current project settings. Which approach represents an architectural anti-pattern?

                                          Answer: B

                                          Explanation:
                                          Using Bash for file operations when dedicated built-in tools are available is a heavily tested anti-pattern. The agent should use the purpose-built Read tool to examine file contents rather than executing shell commands like 'cat'.


                                          NEW QUESTION # 108
                                          Which of the following statements correctly describe best practices for few-shot prompting? Choose 2 correct answers.

                                          Answer: C,D

                                          Explanation:
                                          Best practices dictate that few-shot examples should demonstrate ambiguous-case handling and edge cases, and all examples must maintain identical formatting to establish a reliable pattern. Few-shot examples are actually highly recommended for documents with varied structures.


                                          NEW QUESTION # 109
                                          When utilizing Claude Code's built-in tools for codebase exploration and modification, which of the following usages represent correct tool selections? Choose 2 correct answers.

                                          Answer: A,C

                                          Explanation:
                                          Grep is the correct tool for searching file contents for text patterns, and Glob is the correct tool for matching file naming patterns. Using Write to fix a typo in an existing file is wrong (Edit should be used), and using Bash to run 'find' is an anti-pattern because the native Glob tool should be used instead.


                                          NEW QUESTION # 110
                                          The synthesis agent completes its initial pass but flags that three key research questions remain unanswered because the web search and document analysis agents didn't find relevant information on those specific subtopics. The coordinator currently proceeds directly to report generation, producing reports with incomplete coverage. What change would most effectively improve research completeness?

                                          Answer: C

                                          Explanation:
                                          The coordinator should treat unanswered research questions as gaps in the workflow and route them back to the appropriate specialist agents with targeted follow-up tasks. This creates an iterative research loop that improves completeness before the final report is generated.


                                          NEW QUESTION # 111
                                          ......

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