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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: 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
Topic 2: 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
Topic 3: Agentic Architecture & Orchestration	27%	- Agentic loops & lifecycle design 1. Stop reason handling and control flow 2. Tool use loop execution (request → tool_use → result → next step) - Multi-agent orchestration 1. Coordinator / sub-agent patterns 2. Parallel task decomposition
Topic 4: 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
Topic 5: 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 (Q37-Q42):

NEW QUESTION # 37
What is the primary architectural difference between handling a transient error and handling a valid empty result within an MCP tool's response payload?

A. Transient errors require the agent to spawn a subagent for resolution, whereas empty results are handled in the main thread.
B. Transient errors must bypass the MCP client and communicate directly via WebSockets, whereas empty results use standard HTTP.
C. Transient errors use isError: true with a specific errorCategory, while empty results use isError: false and return an empty data array.
D. There is no difference; both scenarios should return a generic HTTP 404 response.

Answer: C

Explanation:
An empty result signifies the tool executed flawlessly but found nothing, meaning isError must be false. A transient error (like a network timeout) means the tool failed to execute its primary purpose, so it must return isError: true along with contextual metadata like the errorCategory.

NEW QUESTION # 38
Which of the following represent best practices for managing context during a large codebase exploration? (Choose 2 correct answers)

A. Passing the full, uncompressed conversation history of the coordinator to every subagent.
B. Summarizing key findings from one exploration phase and injecting those summaries into the initial context for the next phase's subagents.
C. Using subagent delegation to isolate verbose search results and file reads from the coordinator's context.
D. Relying solely on the model's extended thinking capabilities instead of external scratchpad files.

Answer: B,C

Explanation:
Best practices include delegating verbose tasks to subagents to preserve coordinator context, and injecting summarized findings from previous phases into the context of newly spawned subagents. Passing full conversation history causes context pollution, and abandoning scratchpad files risks permanent context degradation.

NEW QUESTION # 39
During code generation, Claude introduces several bugs. Two bugs are highly coupled, interacting with the same state object, while a third bug is a minor typo in an unrelated utility file. What is the recommended strategy for addressing these issues through iterative refinement?

A. Submit all three issues in a single prompt to save tokens.
B. Fix the interacting problems in a single detailed message, and use sequential iteration to fix the independent issue.
C. Use a PostToolUse hook to programmatically decouple the bugs before sending them to Claude.
D. Fix the independent typo first, run the /compact command, and then address the interacting bugs.

Answer: B

Explanation:
When dealing with multiple issues during iterative refinement, interacting problems (coupled bugs) should be addressed in a single detailed message so the model can resolve the conflicts holistically. Independent problems (like an unrelated typo) are better addressed through sequential iteration.

NEW QUESTION # 40
Which tool must be explicitly included in a coordinator agent's configuration to enable spawning subagents?

A. Spawn
B. Fork
C. Task
D. SubAgent

Answer: C

Explanation:
The Task tool is the designated mechanism used for spawning subagents. A critical configuration requirement is that the coordinator's allowedTools array must explicitly include the 'Task' tool to enable subagent creation.

NEW QUESTION # 41
Your codebase has test files spread throughout multiple directories alongside the components they test (e.g., Button. test .tsx next to Button. tsx). How can you ensure Claude automatically applies specific testing conventions whenever it generates or edits a test file?

A. Place a separate CLAUDE .md file in every subdirectory containing test files.
B. Create a rule file in . claude/rules/ with YAML frontmatter specifying paths: . test.tsx"].
C. Define an MCP server resource to fetch testing standards dynamically.
D. Consolidate all testing conventions in the root CLAUDE .md file and rely on Claude's inference.

Answer: B

Explanation:
Using . claude/rules/ files with glob patterns in the paths field allows conventions to be automatically and conditionally applied based on file paths. This ensures the testing rules load deterministically whenever matching test files are generated or edited.

NEW QUESTION # 42
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