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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Agentic Architecture & Orchestration	27%	- Agentic loop design and execution lifecycle 1. Tool use decision flow (tool_use vs end_turn) 2. Multi-agent coordination and delegation patterns - System orchestration patterns 1. Hub-and-spoke agent systems 2. Task decomposition strategies
Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. MCP client/server integration patterns 2. Tool schema design
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
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 (Q14-Q19):

NEW QUESTION # 14
In a financial application, identity verification must be completed before processing transactions. What is the most architecturally sound method to enforce this prerequisite workflow?

A. Write a capitalized warning in the prompt: 'NEVER process a transaction before verifying identity'.
B. Set tool_choice:"any" so the agent can evaluate the financial risk dynamically before acting.
C. Provide negative few-shot examples in the system prompt demonstrating the agent refusing to process unverified transactions.
D. Implement programmatic prerequisites that block downstream tool calls (e.g., process_transaction) until the identity verification step has successfully completed.

Answer: D

Explanation:
When deterministic compliance is required (like identity verification before financial operations), prompt instructions alone are probabilistic and carry a non-zero failure rate. Implementing programmatic prerequisites (gates) that block downstream tool calls ensures 100% reliable compliance.

NEW QUESTION # 15
A developer needs to perform a monolith-to-microservices migration spanning 45+ files. Why is Plan Mode recommended over Direct Execution for this task?

A. It automatically forks the session into a persistent subagent.
B. It uses the Message Batches API to reduce token costs by 50 percent during execution.
C. It bypasses the token limit context window by executing across multiple continuous sessions automatically.
D. It enables safe codebase exploration and design to determine architectural approaches before making costly file modifications.

Answer: D

Explanation:
Plan mode is designed for complex tasks involving large-scale changes, multiple valid approaches, and architectural decisions. It enables safe codebase exploration and design before committing to changes, which prevents costly rework compared to Direct Execution.

NEW QUESTION # 16
You are designing a prompt to extract structured data from unstructured documents. You decide to use tool_use with a strict JSON schem a. What specific guarantee does this approach provide?

A. It eliminates JSON syntax errors and guarantees structural compliance, but does not prevent semantic errors.
B. It guarantees the model will not hallucinate missing information.
C. It guarantees both structural compliance and the semantic correctness of the extracted data.
D. It eliminates the need for validation-retry loops.

Answer: A

Explanation:
Using tool_use with JSON schemas guarantees structural compliance (all required fields present, valid types, syntax correct) but does NOT guarantee semantic correctness (the actual values may still be inaccurate or hallucinated). You still need semantic validation rules.

NEW QUESTION # 17
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. Routing - classify each PR by type (feature, bugfix, refactor) first, then route to different review prompts optimized for that category.
B. 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.
C. Single comprehensive prompt - include all instructions in one prompt and let the model handle all three aspects simultaneously.
D. 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.

Answer: D

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 # 18
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.
Your team's CLAUDE.md includes a rule: "Use 4-space indentation and always run Prettier formatting." Despite this, code reviews reveal that roughly 30% of files Claude Code generates use inconsistent formatting - sometimes 2-space indentation, sometimes missing trailing commas. Adding emphasis ("IMPORTANT: You MUST use Prettier formatting") reduces violations to about 15%, but doesn't eliminate them. What is the most effective way to ensure all generated code is consistently formatted?

A. Extract the formatting rules into a dedicated skill that Claude loads automatically when generating code, with more detailed examples of correct formatting.
B. Configure a PostToolUse hook with an Edit|Write matcher that automatically runs Prettier on each file Claude modifies.
C. Add a Stop hook with a prompt-based check that evaluates whether generated code follows formatting standards and prompts Claude to fix violations.
D. Split the formatting rules into path-scoped .claude/rules/files that load when Claude works on matching file types.

Answer: B

Explanation:
Hooks provide deterministic enforcement. Running Prettier automatically after every file edit or write guarantees consistent formatting, whereas instructions, rules, skills, or prompt-based checks still depend on model compliance.

NEW QUESTION # 19
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