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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Tool Design & MCP Integration	18%	- Tool definition and best practices 1. Error handling and validation 2. Tool descriptions and selection logic - Model Context Protocol (MCP) 1. Tools, resources, and prompts integration 2. MCP server and client setup
Topic 2: Claude Code Configuration & Workflows	20%	- CI/CD and development integration 1. Plan mode vs direct execution 2. Pipeline automation and review - Configuration files and structure 1. CLAUDE.md and rules system 2. Custom commands and workflows
Topic 3: Context Management & Responsible AI	15%	- Safety and compliance 1. Constitutional AI principles 2. Refusal handling and risk mitigation - Context window optimization 1. Context retention and summarization 2. Token management and truncation strategies
Topic 4: Agentic Architecture & Orchestration	27%	- Anthropic Agent SDK usage 1. Session state and context handling 2. Task spawning and tool management - Agent design patterns 1. Agent loops and control flow 2. Hub-and-spoke multi-agent systems
Topic 5: Prompt Engineering & Structured Output	20%	- Structured data generation 1. Output validation and reliability 2. JSON schema enforcement - Advanced prompting techniques 1. System prompts and role framing 2. Few-shot and chain-of-thought prompting

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q10-Q15):

NEW QUESTION # 10
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.
A critical bug is affecting production users. Error logs show exceptions in the OrderProcessing module with a clear stack trace pointing to a specific function. You haven't worked with this module before. What's the most effective approach?

A. Use direct execution to examine the stack trace, read the relevant code, and implement a fix once you identify the root cause.
B. Enter plan mode to explore the module's architecture and dependencies before attempting any fixes.
C. Use plan mode to analyze the error in context of the module's design, enumerate potential root causes, and prioritize fixes systematically.
D. Start with direct execution to gather initial information, then switch to plan mode to design a comprehensive solution before implementing any changes.

Answer: B

Explanation:
Because the module is unfamiliar, plan mode allows safe, read-only investigation of the stack trace, relevant code, and dependencies before changing production code. Anthropic recommends planning when working with unfamiliar code.

NEW QUESTION # 11
What is the recommended way to handle a subagent timeout during a complex research task to enable intelligent recovery?

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

Answer: D

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 # 12
During a tool execution step, your agent's lookup_customer tool fails to connect to the external database due to a timeout. What is the architecturally correct way to handle this error and propagate it back to Claude?

A. Return a generic string like { "error" : " Operation failed" } to prevent leaking internal database infrastructure details to the LLM.
B. Throw a fatal system exception to immediately terminate the agentic loop and trigger a fallback to a human operator.
C. Return a structured error response with isError: true, specify the error category (e.g., timeout), indicate if it is retryable, and provide context about what was attempted.
D. Silently return an empty JSON array [J so the agent can smoothly transition to trying an alternative lookup method.

Answer: C

Explanation:
Access failures (e.g., timeouts, database down) must be explicitly distinguished from empty results (e.g., checked database, found zero matches). Returning a structured error with isError, errorCategory, and isRetryable gives the agent the context it needs to make an intelligent recovery decision. Returning an empty array for an access failure is a catastrophic anti-pattern.

NEW QUESTION # 13
To extract metadata from a highly variable set of invoices, you use an enum field for document_type. How should you handle unexpected document types to maintain extraction quality?

A. Omit the enum constraint entirely and use an open-ended string field.
B. Provide an enum containing only known types and rely on the model to find the closest match.
C. Implement a PreToolUse hook to drop unrecognized document types.
D. Include an other enum value paired with a detail string field for extensible categorization.

Answer: D

Explanation:
To handle ambiguous or unexpected data during structured extraction, schemas should include an 'other' (or 'unclear') enum value paired with a detail string field. This prevents the model from forcing unexpected data into incorrect predefined categories.

NEW QUESTION # 14
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. Define an MCP server resource to fetch testing standards dynamically.
C. Create a rule file in . claude/rules/ with YAML frontmatter specifying paths: . test.tsx"].
D. Consolidate all testing conventions in the root CLAUDE .md file and rely on Claude's inference.

Answer: C

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 # 15
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