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

Pass CCA-F Exam Cram

Exam Code: CCA-F

Exam Name: Claude Certified Architect Foundations (CCA-F)

Updated: Jul 15, 2026

Q & A: 73 Questions and Answers

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

1. 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) 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.
B) 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.
C) 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.
D) Build a rules engine that maps specific issue types, customer segments, and product categories to escalation decisions, removing the need for model judgment calls.


2. The coordinator provides detailed step-by-step instructions to the web search subagent, specifying exact search queries, source priorities, and date filters. Production monitoring reveals three issues: (1) the subagent reports "insufficient results" rather than trying alternative approaches when pre-specified searches fail, (2) research quality drops for emerging topics that don't match expected patterns, and (3) the subagent rarely surfaces valuable tangential sources.
What's the most effective way to improve subagent adaptability?

A) Add explicit fallback directives to the detailed instructions: "If specified searches yield fewer than N results, attempt alternative query formulations before reporting failure."
B) Specify research goals and quality criteria (coverage breadth, source diversity, recency) rather than procedural steps, letting the subagent determine its search strategy.
C) Implement a topic classification step where the coordinator categorizes requests as "well-defined" or "exploratory" and uses different instruction styles for each category.
D) Remove procedural details entirely, delegating with simple goals like "research X thoroughly" and relying on the subagent's general capabilities.


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


4. What is the PRIMARY purpose of few-shot prompting?

A) Increase model size.
B) Reduce token costs.
C) Demonstrate desired output patterns.
D) Encrypt prompts.


5. A company wants Claude to summarize thousands of support tickets efficiently. Which design scales BEST?

A) Process tickets individually and combine summaries.
B) Send all tickets in one request.
C) Increase temperature.
D) Remove system prompts.


Solutions:

Question # 1
Answer: C
Question # 2
Answer: B
Question # 3
Answer: C
Question # 4
Answer: C
Question # 5
Answer: A

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