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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Agentic Architecture & Orchestration	27%	- Multi-agent orchestration 1. Parallel task decomposition 2. Coordinator / sub-agent patterns - Agentic loops & lifecycle design 1. Stop reason handling and control flow 2. Tool use loop execution (request → tool_use → result → next step)
Prompt Engineering & Structured Output	20%	- Tool-augmented prompting 1. Tool-use driven reasoning patterns 2. Validation and retry loops - Instruction design 1. Deterministic output formatting (e.g., JSON) 2. Few-shot prompting strategies
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
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. Automated pipeline integration 2. Command vs plan mode usage
Tool Design & MCP Integration	18%	- Tool interface design 1. Structured tool input/output schemas 2. Clear tool descriptions and boundaries - Model Context Protocol (MCP) 1. Tool selection and routing strategies 2. MCP server integration patterns

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CCA-F Exam Preparatory: Claude Certified Architect Foundations (CCA-F) & CCA-F Test Questions

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q23-Q28):

NEW QUESTION # 23
What is the recommended way to handle a subagent timeout during a complex research task to enable intelligent recovery?

A. Terminate the entire research workflow and notify the user.
B. Return a generic string {"error": "Search unavailable"} to the coordinator.
C. Return structured error context including failure type, attempted query, and partial results.
D. Catch the timeout and return an empty result set marked as successful.

Answer: C

Explanation:
Structured error context gives the coordinator the information it needs to make intelligent recovery decisions (e.g., retry with a modified query, try an alternative approach, or proceed with partial results). Returning a generic status or silently marking an empty result as successful prevents informed recovery.

NEW QUESTION # 24
Which of the following scenarios describe valid and effective uses of Agent SDK hooks (such as PreToolUse and PostToolUse)? Choose 2 correct answers.

A. Intercepting tool results to normalize heterogeneous data formats (like dates or status codes) before the model processes them.
B. Guaranteeing that a generated JSON object contains no semantic reasoning errors.
C. Intercepting outgoing tool calls to block policy-violating actions and redirecting to human escalation workflows.
D. Controlling the total number of subagents that can be spawned simultaneously during multi-agent orchestration.

Answer: A,C

Explanation:
Hooks are designed for programmatic intervention during the tool lifecycle. Valid uses include PostToolUse hooks for normalizing data returned by tools, and PreToolUse hooks for intercepting and blocking policy-violating actions deterministically before they execute. Hooks do not guarantee semantic accuracy or inherently manage subagent concurrency limits.

NEW QUESTION # 25
Which of the following tasks is the MOST appropriate use case for Direct Execution rather than Plan Mode?

A. Designing an implementation approach for a new API integration with unknown dependencies.
B. Changing the state management library from Redux to Zustand across a large React application.
C. Restructuring the database schema and updating all corresponding repository models.
D. Fixing a specific bug with a clear stack trace in a single TypeScript file.

Answer: D

Explanation:
Direct execution is appropriate for simple, well-scoped changes such as a single-file bug fix with a clear stack trace. Plan mode adds unnecessary overhead for simple fixes, but is essential for complex architectural changes or multi-file migrations.

NEW QUESTION # 26
Using the @anthropic-ai/claude-agent-sdk, you want to programmatically narrow the set of tools available to a specific query loop to prevent the agent from making unintended modifications. Which configuration is used to restrict tools in the SDK?

A. Edit the . mcp. j son file to globally disable the write tools for the entire project.
B. Pass the allowedTooIs: [ " Read , '" ' Glob"] array inside the options object of the query() function.
C. Inject a permissions: read-only tag into the top-level AgentDefinition.
D. Set tool choice: "none" to force the model to only use search tools.

Answer: B

Explanation:
In the @anthropic-ai/claude-agent-sdk, you restrict the toolset for a specific execution loop by passing the 'allowedTools' array (e.g., ["Read", "Glob")) in the options object of the 'query()' function. This maps to the CLI's -allowedTools flag.

NEW QUESTION # 27
You want to ensure specific testing conventions are automatically applied whenever Claude generates or edits a test file (e.g., *. test. tsx). These test files are spread across dozens of different subdirectories. What is the most maintainable configuration approach?

A. Create a rule file in . claude/rules/ with YAML frontmatter specifying paths: test .tsx"].
B. Place a separate CLAUDE .md file in every single subdirectory that contains test files.
C. Create a custom slash command that manually injects testing rules when invoked during a session.
D. Consolidate all testing conventions in the root CLAUDE. md file under a general testing header and rely on semantic inference.

Answer: A

Explanation:
Using .claude/rules/ files with YAML frontmatter paths fields containing glob patterns (like *P.test.tsx) is the recommended approach for conditional rule activation across scattered files. This ensures rules load only when editing matching files, saving context window tokens and eliminating the need to duplicate CLAUDE.md files in every directory.

NEW QUESTION # 28
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