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Anthropic CCA-F Exam Syllabus Topics:

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

1. A customer writes: "I've been going back and forth on this return for days. I just want to speak to someone who can actually help me." The agent has confirmed via lookup_order that the return is straightforward - within policy and eligible for immediate processing. What should the agent do?

A) Process the refund via process_refund to resolve the underlying issue, then inform them it's complete
B) Ask what specifically hasn't worked in previous attempts before deciding whether to escalate or resolve automatically
C) Call escalate_to_human immediately to honor the customer's request
D) Acknowledge frustration, inform them this is resolvable now, and offer to complete it or escalate

2. Your content curation agent discovers articles, analyzes each for relevance, then adds selected articles to themed collections. With separate discover_articles(topic), analyze_article(id), and add_to_collection(article_id, collection_id) tools, you observe 18+ sequential tool calls per request, causing latency issues. The agent must make editorial judgments about which articles fit a collection's theme - this requires seeing all candidates with their analysis scores simultaneously to select a cohesive set. What tool composition best addresses efficiency while preserving editorial judgment?

A) Create a discover_and_analyze(topic) composite tool that returns all candidates with their analysis scores, keeping add_to_collection separate for selective calls.
B) Keep all tools separate but implement response caching for analyze_article calls.
C) Create a curate_collection(topic, collection_id) tool that handles discovery, analysis, and selection internally using configurable quality thresholds.
D) Add a preview_curation(topic, collection_id) tool that shows what would be added based on predefined rules, with an approve_curation() tool to confirm.

3. 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.
You need to add a date validation check ensuring event dates are in the future. This requires adding a conditional statement to one existing function in a single file. What is the most appropriate approach?

A) Start with extended thinking mode enabled to ensure thorough reasoning about the validation logic.
B) Enter plan mode to analyze how the validation might impact other parts of the reservation flow.
C) Enter plan mode first to create a detailed implementation strategy before making the change.
D) Use direct execution to make the change.

4. 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.
When analyzing complex legal cases that cite multiple precedents, the document analysis subagent processes each sequentially. A landmark case citing 12 precedents takes over 3 minutes to analyze completely. What's the most effective way to reduce this latency while preserving the coordinator's ability to monitor and debug the system?

A) Enable the document analysis subagent to spawn its own specialized subagents dynamically when it encounters cases with many citations
B) Have the coordinator spawn parallel document analysis subagents, each handling a subset of precedents, then aggregate results before synthesis
C) Create a recursive agent hierarchy where analysis agents subdivide work among child agents until reaching single-precedent granularity
D) Implement a message queue where precedent analysis tasks are processed asynchronously by a pool of worker agents

5. 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) Read, starting with package.json files to trace dependency declarations
C) Bash, to execute find. -type d -name "*auth*" and explore matching directories
D) Grep, to search for the import statement pattern across file contents

Solutions: