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

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| Section | Weight | Objectives |
|---|
| Prompt Engineering & Structured Output | 20% | - 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 & Workflows | 20% | - 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 Integration | 18% | - 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 & Orchestration | 27% | - 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 & Reliability | 15% | - 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?
- A. Use Read to load the file, add the function at the appropriate location, then Write the updated file
- B. Use Edit's replace_all parameter to target a common pattern and embed the new function in the replacement text
- C. Use Edit with an extremely long old_string capturing 30+ lines of context to guarantee uniqueness
- D. Use Bash to append the function definition to the end of the file using heredoc syntax
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?
- A. Using the Read tool to parse the JSON contents directly into context.
- B. Invoking config.json") to output the file to the terminal.
- C. Using the Glob tool to verify the file's path exists before attempting to read it.
- D. Passing the file path directly to an approved MCP resource for validation.
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.
- A. Few-shot examples should be avoided when extracting data from documents with highly varied structures.
- B. Every few-shot example provided should use a completely different output format to show flexibility.
- C. Few-shot examples are highly effective for demonstrating ambiguous-case handling.
- D. The examples provided should maintain identical formatting to establish a clear pattern for the model to follow.
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.
- A. Using Grep to search for all occurrences of a deprecated function name across the src/ directory.
- B. Using Bash to execute find . "-name * .ts" to locate all TypeScript files.
- C. Using Glob to find all file paths that end in .test.tsx within the project.
- D. Using Write to fix a minor typo in an existing, heavily documented configuration file.
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?
- A. Increase the initial breadth of queries sent to web search and document analysis to reduce the probability of missing relevant information.
- B. Have the report generation agent note which research questions couldn't be answered, so users understand the limitations of the final output.
- C. Have the coordinator evaluate synthesis output for gaps, then re-delegate to web search and document analysis with targeted queries before invoking synthesis again.
- D. Give the synthesis agent direct access to web search tools so it can autonomously fill knowledge gaps without returning control to the coordinator.
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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