Simulation CCA-F Questions, Real CCA-F Exam Questions

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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Claude Code Configuration & Workflows	20%	- Claude Code configuration 1. Project-level vs user-level configuration 2. CLAUDE.md hierarchy and scoping - CI/CD and workflow integration 1. Command vs plan mode usage 2. Automated pipeline integration
Agentic Architecture & Orchestration	27%	- Multi-agent orchestration 1. Coordinator / sub-agent patterns 2. Parallel task decomposition - Agentic loops & lifecycle design 1. Stop reason handling and control flow 2. Tool use loop execution (request → tool_use → result → next step)
Context Management & Reliability	15%	- Context window optimization 1. Managing long conversation degradation 2. "Lost in the middle" mitigation strategies - System reliability 1. Escalation strategies (fail vs retry vs human) 2. Error propagation handling
Prompt Engineering & Structured Output	20%	- Tool-augmented prompting 1. Tool-use driven reasoning patterns 2. Validation and retry loops - Instruction design 1. Deterministic output formatting (e.g., JSON) 2. Few-shot prompting strategies
Tool Design & MCP Integration	18%	- Tool interface design 1. Clear tool descriptions and boundaries 2. Structured tool input/output schemas - Model Context Protocol (MCP) 1. MCP server integration patterns 2. Tool selection and routing strategies

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q33-Q38):

NEW QUESTION # 33
During data extraction, a semantic validation check fails because the extracted line items do not sum to the total invoice amount. What is the recommended best practice for implementing the validation-retry loop?

A. Increase the max_tokens limit on the retry request to give the model more space to self-correct.
B. Rely entirely on the model's self-reported confidence scores to automatically adjust the extraction.
C. Send a generic retry message such as 'There were errors in your extraction. Please try again.' to reset the model's reasoning.
D. Append specific validation error details to the prompt, stating which field failed and the nature of the discrepancy.

Answer: D

Explanation:
Generic retry messages give the model no signal for what to fix. The recommended practice is to use specific error feedback (e.g., 'Line items total $450 doesn't match the stated subtotal $500'). This explicit feedback gives the model a clear correction target during the retry loop.

NEW QUESTION # 34
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 is configuring MCP servers in Claude Code. You want to add a shared venue lookup server that all team members should have access to, and you personally want to add an experimental music playlist server that only you are testing. Which configuration approach correctly applies MCP server scopes?

A. Add both servers to your local ~/.claude.json
B. Add venue server to ~/.claude.json and playlist server to .mcp.json
C. Add venue server to .mcp.json and playlist server to ~/.claude.json.
D. Add both servers to the project-level .mcp.json file

Answer: C

Explanation:
Project-scoped MCP servers are stored in .mcp.json and can be shared through version control with the whole team. Personal local or user-scoped servers are stored in ~/.claude.json and remain private to the individual user.

NEW QUESTION # 35
In a multi-agent research system, subagent A retrieves revenue data from a verified financial database, while subagent B extracts conflicting revenue data from an outdated PDF. How should the system handle this uncertainty before presenting it to a human reviewer?

A. Average the two values to provide a balanced estimate to the human reviewer.
B. Silently drop the PDF data and return the database value since databases are always correct.
C. Restart both subagents using a higher temperature setting to generate a consensus value.
D. Maintain structured claim-source mappings with information provenance (source, confidence, timestamp) so the coordinator or human can make an informed resolution.

Answer: D

Explanation:
When handling conflicting information, it is an anti-pattern to silently resolve conflicts or average them. The system must maintain information provenance (claim-source mappings including source, confidence, and timestamp) to provide an audit trail and enable informed conflict resolution.

NEW QUESTION # 36
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. Start with direct execution to gather initial information, then switch to plan mode to design a comprehensive solution before implementing any changes.
B. Use plan mode to analyze the error in context of the module's design, enumerate potential root causes, and prioritize fixes systematically.
C. Enter plan mode to explore the module's architecture and dependencies before attempting any fixes.
D. Use direct execution to examine the stack trace, read the relevant code, and implement a fix once you identify the root cause.

Answer: C

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 # 37
Which of the following statements correctly describe best practices for integrating Claude Code into a CI/CD pipeline? Choose 2 correct answers.

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

Answer: A,D

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 # 38
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The Claude Certified Architect Foundations (CCA-F) CCA-F Questions lead to Anthropic CCA-F certification. The CCA-F certification is for anyone new to the industry. Whether you have just graduated from college, making a career change, already working in the sector, or searching for new ways to progress, the Anthropic CCA-F Certification is ideal for you. If you want to appear in the CCA-F test of Anthropic CCA-F certification, you should have basic hands-on experience.

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