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Anthropic CCA-F Exam Syllabus Topics:

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

1. Your product search tool queries an external catalog API and returns matching items. In production, you observe the agent frequently retries searches immediately after receiving zero results, treating "no matches found" as a failure requiring retry. The external API returns HTTP 200 with an empty results array - a valid response. How should you restructure the tool's result to help the agent correctly interpret empty result sets?

A) Return a structured result with a success boolean and results array, reserving isError: true for actual execution failures only.
B) Return a result object with isError: true and a message explaining no products matched.
C) Return a natural language string describing the outcome, allowing the agent to interpret the result contextually based on the message content.
D) Add a suggestions field containing alternative search strategies when results are empty, helping guide the agent toward more productive follow-up queries.

2. 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've asked Claude to write a data migration script, but the initial output doesn't correctly handle records with null values in required fields. What's the most effective way to iterate toward a working solution?

A) Add "think harder about edge cases" to your prompt and request a complete rewrite of the migration logic.
B) Provide a test case with example input containing null values and the expected output, then ask Claude to fix it.
C) Describe the null value problem in detail and ask Claude to regenerate the entire script with improved edge case handling.
D) Manually edit the generated code to fix the null handling, then continue working with Claude on other parts.

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

4. After investigating a billing dispute over 25+ turns, you've identified that duplicate charges occurred due to a payment gateway timeout triggering retry logic. The required refund ($847) exceeds your $500 authorization limit You need to call escalate_to_human, and the human agent won't have access to your conversation transcript. What context should you pass to enable effective resolution?

A) Your diagnosis and the refund amount only.
B) A structured summary: customer ID, root cause, refund amount, and recommended action.
C) The customer's original complaint verbatim plus the tool result excerpts showing duplicate transactions.
D) The complete conversation transcript with all tool results.

5. A team wants to reduce hallucinations without significantly changing application logic. Which improvement should be implemented FIRST?

A) Remove role instructions.
B) Raise temperature.
C) Shorten all outputs.
D) Add reliable retrieval sources.

Solutions: