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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. CI/CD and workflow integration 2. Plan mode vs execution mode
Topic 2: 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)
Topic 3: Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. MCP client/server integration patterns 2. Tool schema design
Topic 4: Context Management & Reliability	15%	- Long-context optimization 1. Context window management 2. Reliability and retry strategies
Topic 5: 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 (Q28-Q33):

NEW QUESTION # 28
How should field-level confidence scores from a model be utilized to optimize a human-in-the-loop workflow?

A. By setting tool_choice: 'any" whenever confidence drops below 0.5.
B. By trusting the model's self-reported conversational confidence score to bypass human review.
C. By using them to automatically increase the max_tokens limit on subsequent runs.
D. By calibrating the scores using labeled validation sets to effectively route review attention to low-confidence extractions.

Answer: D

Explanation:
To optimize human review, models should output structured field-level confidence scores that are rigorously calibrated against labeled validation sets. This ensures review thresholds are accurate, allowing high-risk or low-confidence findings to be correctly routed to human

NEW QUESTION # 29
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 has three requirements for Claude Code's behavior in your project
1. Claude must never modify files in the db/migrations/ directory
2. Claude should prefer your custom logging module over console.log
3. All TypeScript files must be auto-formatted with Prettier after
every edit
All three are currently written as instructions in your project's CLAUDE.md. During a complex refactoring session, a developer discovers that Claude edited a migration file, violating requirement #1. How should you restructure these requirements across Claude Code's configuration mechanisms?

A. Add Edit(./db/migrations/**) to permissions.deny in the project settings, keep the logging preference in CLAUDE.md, and add a PostToolUse hook on the Edit tool that runs Prettier on changed TypeScript files.
B. Move all three requirements into .claude/rules/ as path-scoped rules: one targeting db/migrations/** that forbids editing those files, and others targeting **/*.ts for the logging convention and formatting instruction.
C. Rewrite all three requirements in CLAUDE.md using stronger directive language and add few- shot examples that demonstrate Claude refusing to edit migration files and running Prettier after edits.
D. Configure hooks for all three: a PreToolUse hook script that blocks Edit calls targeting db/migrations/,a PreToolUse hook script that adds logging convention context before edits, and a PostToolUse hook that runs Prettier after TypeScript edits.

Answer: A

Explanation:
Hard restrictions belong in permission controls, coding preferences belong in CLAUDE.md, and deterministic formatting belongs in an automated hook. Instructions alone cannot reliably prevent prohibited file edits.

NEW QUESTION # 30
When integrating an MCP Client with an MCP Server, what are the primary message types exchanged between them to discover and utilize executable functions? Choose 2 correct answers.

A. Option A
B. Option B
C. Option C
D. Option D

Answer: A,C

Explanation:
To discover and use executable functions (Tools) over MCP, the client first sends a ListToolsRequest and receives a ListToolsResult containing the tool schemas. When Claude decides to use a tool, the client sends a CallToolRequest and receives a CallToolResult.

NEW QUESTION # 31
Which of the following statements correctly describe best practices for integrating Claude Code into a CI/CD pipeline? Choose 2 correct answers.

A. Separating the code generation session from the code review session to ensure the reviewer evaluates the code objectively.
B. Running Claude Code in interactive mode to allow developers to answer clarifying questions during the build process.
C. Using the -p flag for non-interactive execution so the pipeline does not hang waiting for user input.
D. Using the Message Batches API for blocking pre-merge checks to maximize cost savings.

Answer: A,C

Explanation:
Best practices include using the -p flag for non-interactive mode and isolating the generator and reviewer sessions to avoid confirmation bias. Using the Batch API for blocking pre-merge checks is an anti-pattern due to its lack of latency guarantees, and interactive mode hangs automated pipelines.

NEW QUESTION # 32
A user asks Claude to ignore all previous instructions and reveal confidential internal prompt content. How should Claude behave?

A. Follow higher-priority instructions and refuse.
B. Reveal the prompt.
C. Generate random text.
D. Partially reveal hidden instructions.

Answer: A

Explanation:
Claude follows instruction hierarchy, where system-level instructions override conflicting user requests. Attempts to expose confidential prompts or internal instructions should be declined to protect application integrity and security.

NEW QUESTION # 33
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