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| Section | Weight | Objectives |
|---|
| 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
|
| Prompt Engineering & Structured Output | 20% | - Instruction design
- 1. Few-shot prompting strategies
- 2. Deterministic output formatting (e.g., JSON)
- Tool-augmented prompting
- 1. Validation and retry loops
- 2. Tool-use driven reasoning patterns
|
| Context Management & Reliability | 15% | - System reliability
- 1. Escalation strategies (fail vs retry vs human)
- 2. Error propagation handling
- Context window optimization
- 1. "Lost in the middle" mitigation strategies
- 2. Managing long conversation degradation
|
| Agentic Architecture & Orchestration | 27% | - Multi-agent orchestration
- 1. Parallel task decomposition
- 2. Coordinator / sub-agent patterns
- Agentic loops & lifecycle design
- 1. Tool use loop execution (request โ tool_use โ result โ next step)
- 2. Stop reason handling and control flow
|
| Tool Design & MCP Integration | 18% | - Model Context Protocol (MCP)
- 1. MCP server integration patterns
- 2. Tool selection and routing strategies
- Tool interface design
- 1. Clear tool descriptions and boundaries
- 2. Structured tool input/output schemas
|
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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q40-Q45):
NEW QUESTION # 40
When implementing multi-pass review architectures for automated CI/CD pipelines, why is configuring the exact same Claude SDK session to review its newly generated code considered a major anti-pattern?
- A. It causes the token limit of the context window to exceed its maximum capacity.
- B. The reviewer retains the reasoning context from the generation phase, creating confirmation bias and reducing the likelihood of catching subtle flaws.
- C. Tools invoked in the first pass are permanently locked and cannot be reused in the second pass.
- D. The Message Batches API does not support synchronous self-review workflows.
Answer: B
Explanation:
Same-session self-review is ineffective because the model retains its original reasoning context and assumptions in the conversation history, creating a blind spot or confirmation bias. Using an independent review instance with fresh context objectively evaluates the code much better.
NEW QUESTION # 41
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 Write to fix a minor typo in an existing, heavily documented configuration file.
- D. Using Glob to find all file paths that end in .test.tsx within the project.
Answer: A,D
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 # 42
If the Edit tool fails to modify an existing file because it cannot find unique anchor text matching its targeted changes, which of the following represent valid, reliable fallback strategies? Choose 2 correct answers.
- A. Use the Bash tool to execute a sed or awk command to force the text replacement regardless of unique anchors.
- B. Retry the Edit tool by modifying the target block to match a smaller, more specific and unique text segment.
- C. Use the Read tool to load the full file contents, followed by the Write tool to rewrite the entire file with the modifications applied.
- D. Delete the file entirely using Bash, and rely on the Glob tool to recreate it from a cached state.
Answer: B,C
Explanation:
When Edit fails due to non-unique text matches, the recommended fallbacks are to either retry the Edit with a smaller, more unique text block, or use Read to load the full contents followed by Write to rewrite the file safely. Using Bash (like sed) to force replacements is an anti-pattern.
NEW QUESTION # 43
Which of the following are valid applications of few-shot prompting in a structured data extraction workflow? Choose 2 correct answers.
- A. Demonstrating the specific desired output format, including location, issue, and severity, to achieve consistency.
- B. Replacing the need for a validation-retry loop by guaranteeing 100% semantic correctness.
- C. Demonstrating ambiguous-case handling, such as extracting informal measurements.
- D. Enforcing JSON syntax compliance and eliminating trailing comma errors in outputs.
Answer: A,C
Explanation:
Few-shot examples are ideal for demonstrating ambiguous-case handling and showing the specific desired output format to achieve consistency. They do not guarantee 100% semantic correctness or eliminate syntax errors as reliably as tool_use with JSON schemas.
NEW QUESTION # 44
A developer asks the agent to 'read the project configuration file to determine the database connection string'. Which built-in tool represents the correct architectural choice for this task?
- A. "database", "config. j son
- B. Read (" config. j son
- C. Grep( Glob ( " config. j son " )
- D. Bash("cat config. j son")
Answer: B
Explanation:
The Read tool is the purpose-built tool for reading full file contents. Using Bash (like 'cat') is an anti-pattern when a dedicated tool exists. Grep is for searching patterns across files, and Glob is for finding file paths based on naming patterns.
NEW QUESTION # 45
......
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