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Anthropic CCA-F Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Prompt Engineering & Structured Output | 20% | - Reliable structured generation
|
| Context Management & Reliability | 15% | - Long-context optimization
|
| Tool Design & MCP Integration | 18% | - Model Context Protocol (MCP)
|
| Agentic Architecture & Orchestration | 27% | - System orchestration patterns
|
| Claude Code Workflows & Configuration | 20% | - Claude Code operational patterns
|
Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:
During a billing dispute resolution, your agent successfully retrieves customer info via get_customer and order details via lookup_order, but when attempting to call process_refund, the tool returns a timeout error. The agent has enough information to explain the charges and verify refund eligibility, but cannot actually process the refund due to the backend failure. What approach best balances first-contact resolution with appropriate error handling?
- A. Implement automatic retries with exponential backoff for process_refund, keeping the conversation open until the refund is successfully processed
- B. Escalate immediately to a human agent since the refund action cannot be completed
- C. Confirm the refund will be processed and close the conversation, since the system has all necessary information to complete it automatically
- D. Explain the billing confirm refund eligibility, acknowledge the system issue preventing immediate processing, and offer escalation or retry later
Correct Answer: D 🗳️
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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. Configure plan mode as the default for code review sessions.
- B. Create a dedicated review subagent with the checklist embedded in its configuration.
- C. Create a /review slash command containing the checklist, invoked when starting reviews.
- D. Add the checklist to the project's CLAUDE.md file under a "Code Review" section.
Correct Answer: C 🗳️
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You are building a multi-agent research system using the Claude Agent SDK. A coordinator agent delegates to specialized subagents: one searches the web, one analyzes documents, one synthesizes findings, and one generates reports. The system researches topics and produces comprehensive, cited reports.
A user is expanding the research system beyond its single web search agent by adding specialized data sources. They add a financial API agent that returns structured JSON with revenue, margins, and growth rates; a news monitoring agent that returns prose summaries of recent developments; and a patent analysis agent that returns structured lists of technology areas. The synthesis agent combines these into executive briefings. Currently, it converts everything to bullet points, causing financial comparisons to lose tabular clarity and news summaries to lose narrative flow. What change would most improve briefing quality?
- A. Standardize all subagent outputs to prose summaries with inline citations
- B. Add a format conversion layer between subagents and synthesis that transforms all outputs to a common intermediate representation
- C. Standardize all subagent outputs to JSON with fields for claim, evidence, source, and confidence
- D. Update the synthesis agent to render each content type appropriately - financial data as tables, news as prose
Correct Answer: D 🗳️
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You're implementing the escalation logic for when the agent should call escalate_to_human. Your team proposes four different approaches for triggering escalation. Which approach will most reliably identify cases that genuinely require human intervention?
- A. Implement sentiment analysis that monitors for frustration indicators (negative language, repeated questions, exclamation marks) and trigger escalation when the frustration score exceeds a configured threshold.
- B. Configure the agent to escalate after three consecutive tool calls that fail to resolve the customer's stated issue, ensuring a reasonable attempt before involving a human.
- C. Build a rules engine that maps specific issue types, customer segments, and product categories to escalation decisions, removing the need for model judgment calls.
- D. Instruct the agent to escalate when the customer requests a human, when the issue requires policy exceptions, or when the agent cannot make meaningful progress.
Correct Answer: D 🗳️
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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.
An engineer asks the agent to find all files in the monorepo that import the @company/auth package to understand how authentication is used across services. Which built-in tool is most appropriate for this task?
- A. Glob, to find files with "auth" in their filename or path
- B. Grep, to search for the import statement pattern across file contents
- C. Bash, to execute find. -type d -name "*auth*" and explore matching directories
- D. Read, starting with package.json files to trace dependency declarations
Correct Answer: B 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
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