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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
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. Schema-guided outputs 2. Prompt patterns for agents
Agentic Architecture & Orchestration	27%	- System orchestration patterns 1. Hub-and-spoke agent systems 2. Task decomposition strategies - Agentic loop design and execution lifecycle 1. Multi-agent coordination and delegation patterns 2. Tool use decision flow (tool_use vs end_turn)
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. CI/CD and workflow integration 2. Plan mode vs execution mode

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q29-Q34):

NEW QUESTION # 29
Why is returning an empty array [ ] for a database timeout considered an architectural anti-pattern in error propagation?

A. It misleads the coordinator into concluding the data does not exist, rather than knowing an access failure occurred.
B. It automatically triggers an infinite retry loop within the subagent.
C. It exceeds the context window limits of the coordinator.
D. It violates strict JSON schema syntax requirements for tool results.

Answer: A

Explanation:
Silently suppressing errors by returning empty results as success is a catastrophic anti-pattern If a database is down (timeout) and returns l], the agent mistakenly concludes that no data exists, rather than understanding it failed to access the system.

NEW QUESTION # 30
What is the primary architectural advantage of using glob-pattern rules in a . claude/rules/ file rather than placing a CLAUDE. md file in a subdirectory?

A. Glob patterns automatically apply the rules to the global system-level /etc/c1aude/CLAUDE .md configuration.
B. Glob patterns bypass the Model Context Protocol (MCP) server requirements for fetching dynamic rules.
C. Glob patterns disable Claude's semantic inference, forcing it to use exact keyword matching for all prompts.
D. Glob patterns allow conventions to apply to files by type regardless of their directory location, which is essential for conventions that span multiple directories.

Answer: D

Explanation:
The advantage of glob-pattern rules over directory-level CLAUDE.md files is that they can apply conventions to files spread across the codebase by type regardless of directory location (e.g., test files located next to components). Subdirectory CLAUDE.md files only apply to that specific directory and its children.

NEW QUESTION # 31
After updating a tool description to perfectly define its purpose and boundaries, Claude still occasionally misroutes specific requests to an older, less appropriate tool. What hidden factor is most likely causing this unintended tool association?

A. The Model Context Protocol automatically defaults to tools with shorter alphabetical names.
B. The tool_choice parameter is set to auto instead of any.
C. Keyword-sensitive instructions embedded in the system prompt are overriding the tool descriptions.
D. The agent is executing a PostToolUse hook that rewrites the tool execution payload.

Answer: C

Explanation:
System prompts exert strong influence over model behavior. Keyword-sensitive instructions within the system prompt can create unintended tool associations that overpower well-written tool descriptions. Reviewing and adjusting system prompt wording is necessary when tools are inexplicably misrouted despite clear descriptions.

NEW QUESTION # 32
Which of the following are valid applications of few-shot prompting in a structured data extraction workflow? Choose 2 correct answers.

A. Demonstrating the specific desired output format, including location, issue, and severity, to achieve consistency.
B. Demonstrating ambiguous-case handling, such as extracting informal measurements.
C. Enforcing JSON syntax compliance and eliminating trailing comma errors in outputs.
D. Replacing the need for a validation-retry loop by guaranteeing 100% semantic correctness.

Answer: A,B

Explanation:
Few-shot examples are ideal for demonstrating ambiguous-case handling and showing the specific desired output format to achieve consistency. They do not guarantee 100% semantic correctness or eliminate syntax errors as reliably as tool_use with JSON schemas.

NEW QUESTION # 33
You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
Your code review assistant needs to analyze pull requests and provide feedback on three aspects: code style compliance, potential security issues, and documentation completeness.
Each aspect requires reading files, running analysis tools, and generating a report section. The review process follows the same three-step workflow for every PR. Which task decomposition pattern is most appropriate for this workflow?

A. Orchestrator-workers - have a central LLM analyze each PR to dynamically determine which checks are needed, then delegate to specialized worker LLMs for each identified subtask.
B. Prompt chaining - break the review into sequential steps where each aspect (style, security, documentation) is analyzed separately, with outputs combined in a final synthesis step.
C. Routing - classify each PR by type (feature, bugfix, refactor) first, then route to different review prompts optimized for that category.
D. Single comprehensive prompt - include all instructions in one prompt and let the model handle all three aspects simultaneously.

Answer: B

Explanation:
The review always follows the same predefined stages-style, security, and documentation-so each can be analyzed separately and then combined into a final report. Orchestrator-workers is better when subtasks must be determined dynamically.

NEW QUESTION # 34
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