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| Section | Weight | Objectives |
|---|
| Agentic Architecture & Orchestration | 27% | - Agentic loop design and execution lifecycle
- 1. Multi-agent coordination and delegation patterns
- 2. Tool use decision flow (tool_use vs end_turn)
- System orchestration patterns
- 1. Task decomposition strategies
- 2. Hub-and-spoke agent systems
|
| Context Management & Reliability | 15% | - Long-context optimization
- 1. Context window management
- 2. Reliability and retry strategies
|
| Claude Code Workflows & Configuration | 20% | - Claude Code operational patterns
- 1. Plan mode vs execution mode
- 2. CI/CD and workflow integration
|
| Tool Design & MCP Integration | 18% | - Model Context Protocol (MCP)
- 1. Tool schema design
- 2. MCP client/server integration patterns
|
| Prompt Engineering & Structured Output | 20% | - Reliable structured generation
- 1. Prompt patterns for agents
- 2. Schema-guided outputs
|
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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q43-Q48):
NEW QUESTION # 43
Which of the following describe valid core components and capabilities provided by an MCP server integration? Choose 2 correct answers.
- A. Exposing Resources that provide static or parameterized data catalogs to the client.
- B. Persisting cross-session conversation memory natively inside the MCP client.
- C. Automatically training custom embedding models for proprietary semantic search pipelines.
- D. Exposing Tools that allow the agent to execute actions or mutations on external systems.
Answer: A,D
Explanation:
MCP servers expose three primary components to extend capabilities: Tools (executable functions/actions), Resources (fetchable data/catalogs), and Prompts (pre-built templates). They do not train embedding models or natively handle long-term agent memory persistence.
NEW QUESTION # 44
A quicktechie.com developer needs Claude to implement a distributed caching mechanism in an unfamiliar domain. To ensure edge cases are handled before implementation begins, the developer prompts: "Ask me 3 questions to surface potential design flaws or failure modes before you start." What is this iterative refinement technique called?
- A. Sequential Decomposition
- B. The Generator-Verifier Pattern
- C. The Interview Pattern
- D. Concrete Transformation
Answer: C
Explanation:
The Interview Pattern involves having Claude ask questions to surface design considerations, cache invalidation strategies, or failure modes that the developer may not have anticipated, refining the requirements before writing code.
NEW QUESTION # 45
During an extended codebase exploration session, the context window fills with verbose discovery output and tool results, leading to degraded reasoning. Which built-in command is designed to mitigate this issue while preserving key session findings?
- A. fork_session
- B. / compact
- C. / clear
- D. / init
Answer: B
Explanation:
The /compact command is specifically designed to compress conversation history and reduce context usage during extended exploration sessions. It frees up context space while attempting to preserve the essential knowledge Claude has accumulated, unlike /clear which completely wipes the slate clean.
NEW QUESTION # 46
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.
You've documented API error handling conventions in a CLAUDE.md file at your project root, specifying that endpoint handlers should use a custom ApiError class. After several sessions, you notice Claude Code sometimes follows these conventions and sometimes uses generic try/catch blocks with string messages. The inconsistency appears random across different coding sessions. What's the most efficient first diagnostic step?
- A. Add a more detailed code examples to your CLAUDE.md showing the exact ApiError usage pattern for different endpoint types.
- B. Create path-specific rules in .claude/rules/handlers.md with YAML frontmatter scoping the error handling instructions to your API handler files.
- C. Run /memory to check which memory files are loaded and verify your CLAUDE.md is included.
- D. Search for conflicting instructions in ~/.claude/CLauDe.md or ~/.claude/rules/ that might override your project conventions.
Answer: C
Explanation:
Before rewriting or reorganizing the instructions, first confirm that Claude Code is actually loading the intended CLAUDE.md. The /memory command lets you inspect the active memory files, making it the fastest way to diagnose inconsistent loading across sessions.
NEW QUESTION # 47
When implementing a hub-and-spoke multi-agent architecture using the Claude Agent SDK, which of the following statements about subagent spawning and execution are correct? Choose 2 correct answers.
- A. Parallel execution is achieved when the coordinator agent emits multiple Task tool calls in a single response.
- B. The coordinator agent must have Task included in its allowedTools configuration to spawn subagents.
- C. A single coordinator response cannot emit multiple Task tool calls; subagents must be spawned sequentially across separate turns.
- D. Subagents automatically inherit the full conversation history of the coordinator agent by default.
Answer: A,B
Explanation:
To spawn subagents, the coordinator must be configured with 'Task' in its allowedTools. Furthermore, emitting multiple Task tool calls in a single response allows the subagents to execute their tasks in parallel. Subagents do not automatically inherit conversation history, and forcing sequential spawning is inefficient.
NEW QUESTION # 48
......
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