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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Prompt patterns for agents 2. Schema-guided outputs
Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. Tool schema design 2. MCP client/server integration patterns
Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. Plan mode vs execution mode 2. CI/CD and workflow integration
Agentic Architecture & Orchestration	27%	- System orchestration patterns 1. Hub-and-spoke agent systems 2. Task decomposition strategies - Agentic loop design and execution lifecycle 1. Tool use decision flow (tool_use vs end_turn) 2. Multi-agent coordination and delegation patterns
Context Management & Reliability	15%	- Long-context optimization 1. Context window management 2. Reliability and retry strategies

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q109-Q114):

NEW QUESTION # 109
Which statements correctly describe the relationship between JSON schemas and validation loops in structured extraction? Choose 2 correct answers.

A. Semantic errors (e.g., values placed in wrong fields) are prevented entirely by strict JSON schemas.
B. Validation retries are most effective when the required information is completely missing from the document.
C. tool_use eliminates schema syntax errors, greatly reducing the need for syntax-focused retries.
D. Validation loops are necessary to catch semantic errors, such as line items failing to sum to the extracted total.

Answer: C,D

Explanation:
Tool use guarantees structural compliance (eliminating JSON syntax errors), but it does not guarantee semantic correctness. Therefore, validation loops are still absolutely necessary to catch semantic errors like bad mathematical summations or values placed in the wrong fields.

NEW QUESTION # 110
Why is evaluation important after deploying a Claude application?

A. It permanently changes model parameters.
B. It reduces network latency.
C. It measures response quality against defined objectives.
D. It increases context size.

Answer: C

Explanation:
Continuous evaluation allows organizations to measure accuracy, safety, consistency, and user satisfaction. Regular testing identifies regressions and supports iterative improvement of prompts, retrieval pipelines, and application workflows.

NEW QUESTION # 111
You are managing context in a long-running Claude Code session that has accumulated a large amount of exploratory tool calls. You want to free up context space without completely losing the memory of what was previously worked on. Which techniques are recommended? Choose 2 correct answers.

A. Delete older messages from the conversation array manually to ensure hard truncation.
B. Use the /clear command to erase all history and rely on the model's pre-trained knowledge.
C. Save key findings to a scratchpad file and delegate verbose exploration to subagents.
D. Use the /compact command to summarize conversation history and reclaim context space.

Answer: C,D

Explanation:
The recommended mitigation strategies for context degradation in extended sessions include using the Icompact command to compress history, persisting key state to scratchpad files, and using subagent delegation to keep the coordinator context clean. [clear removes all memory, which contradicts the goal of retaining previous work memory.

NEW QUESTION # 112
When using Claude Code for test generation and feature implementation, what is the recommended Test-Driven Development (TDD) iterative refinement pattern?

A. Use Plan Mode to write all tests simultaneously, then execute them in a single batch.
B. Run the /test slash command to automatically infer and generate missing unit tests for the entire project.
C. Write implementation write tests -> prompt Claude to 'make it better' -> refactor.
D. Write a failing test -> implement code to pass the test -> run tests -> refine implementation while keeping tests green.

Answer: D

NEW QUESTION # 113
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 wants Claude to follow a detailed code review checklist (8 items covering API changes, test coverage, documentation, security, etc.) when reviewing pull requests. The team also uses Claude extensively for other tasks: writing new features, debugging production issues, and generating documentation. Currently, developers paste the checklist at the start of each review session. Which approach best addresses this workflow need?

A. Create a /review slash command containing the checklist, invoked when starting reviews.
B. Add the checklist to the project's CLAUDE.md file under a "Code Review" section.
C. Configure plan mode as the default for code review sessions.
D. Create a dedicated review subagent with the checklist embedded in its configuration.

Answer: A

Explanation:
A reusable command is ideal for a checklist or procedure that developers invoke only during code reviews. It avoids repeatedly pasting the checklist and prevents review-specific instructions from consuming context during unrelated tasks.

NEW QUESTION # 114
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