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| Section | Weight | Objectives |
|---|
| Context Management & Reliability | 15% | - System reliability
- 1. Error propagation handling
- 2. Escalation strategies (fail vs retry vs human)
- Context window optimization
- 1. "Lost in the middle" mitigation strategies
- 2. Managing long conversation degradation
|
| 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
|
| Prompt Engineering & Structured Output | 20% | - Instruction design
- 1. Deterministic output formatting (e.g., JSON)
- 2. Few-shot prompting strategies
- Tool-augmented prompting
- 1. Validation and retry loops
- 2. Tool-use driven reasoning patterns
|
| Claude Code Configuration & Workflows | 20% | - CI/CD and workflow integration
- 1. Automated pipeline integration
- 2. Command vs plan mode usage
- Claude Code configuration
- 1. CLAUDE.md hierarchy and scoping
- 2. Project-level vs user-level configuration
|
| Agentic Architecture & Orchestration | 27% | - Multi-agent orchestration
- 1. Coordinator / sub-agent patterns
- 2. Parallel task decomposition
- Agentic loops & lifecycle design
- 1. Tool use loop execution (request → tool_use → result → next step)
- 2. Stop reason handling and control flow
|
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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q92-Q97):
NEW QUESTION # 92
A customer support agent handles high-ambiguity requests. Which of the following is a valid, architecturally sound trigger for escalating a case to a human agent?
- A. The model's self-reported confidence score drops below 0.7.
- B. The agent detects a policy gap not covered by its existing rules.
- C. The conversation exceeds 10 turns.
- D. The customer exhibits highly negative sentiment.
Answer: B
Explanation:
Valid escalation triggers include policy gaps (situation not covered by rules), explicit customer requests for a human, capability limits, and business thresholds. Sentiment and self-reported confidence are unreliable metrics for escalation.
NEW QUESTION # 93
What configuration is strictly required for a coordinator agent to be able to spawn subagents?
- A. The tool_choice parameter must be set to 'auto'.
- B. A PreToolUse hook must be registered to manage process limits.
- C. The coordinator's allowedTools array must explicitly include the Task tool.
- D. The agent must be executed in plan mode rather than direct execution.
Answer: C
Explanation:
The Task tool is the mechanism used for spawning subagents. For a coordinator to invoke subagents, its allowedTools configuration must explicitly include 'Task'.
NEW QUESTION # 94
According to architectural best practices, which of the following characteristics describe tasks that necessitate the use of Plan Mode over Direct Execution? Choose 2 correct answers.
- A. Tasks requiring architectural decisions and evaluation of multiple valid approaches.
- B. Tasks involving large-scale changes and multi-file modifications.
- C. Tasks involving a single-file bug fix with a clear stack trace.
- D. Tasks involving minor style updates or typo corrections in documentation.
Answer: A,B
Explanation:
Plan mode is specifically designed for complex tasks that involve multiple valid approaches, architectural decisions, and multi-file modifications. Simple, well-scoped fixes should use direct execution.
NEW QUESTION # 95
How does utilizing path-scoped rules in Claude Code impact the session's context window?
- A. It loads the rules conditionally only when matching files are being edited, which reduces irrelevant context and saves token usage.
- B. It bypasses the context limit entirely by executing the rules in a background subprocess.
- C. It automatically compresses the conversation history using the /compact command whenever a new rule is loaded.
- D. It permanently reserves a block of 1024 tokens for rule processing, reducing the available context for the developer.
Answer: A
Explanation:
Path-scoped rules defined in the .claude/rules/ directory are loaded conditionally. They only activate and consume context window tokens when matching files are being edited. This targeted activation reduces irrelevant context and optimizes token usage.
NEW QUESTION # 96
A backend MCP tool encounters a timeout while querying a database. Which structured error response design is the correct approach to propagate this to the agent?
- A. Return a generic {"error": "Operation failed"} to secure internal infrastructure details.
- B. Terminate the MCP server process completely.
- C. Return a valid empty JSON array [ ] to avoid crashing the agentic loop.
- D. Return structured error metadata including an isError: true flag, the error category, and an isRetryable': true boolean.
Answer: D
Explanation:
Proper error propagation in MCP requires returning structured error metadata with 'isError: true', the error category (e.g., timeout), and an 'isRetryable' boolean. Returning generic errors hides context, and silently returning empty arrays is a critical anti-pattern because the agent will hallucinate that no data exists.
NEW QUESTION # 97
......
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