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

1. You need Claude to output raw JSON directly to the user interface of your application, without any conversational preamble or markdown formatting. Which prompt engineering technique achieves this?

A) Provide a 10-shot example list of raw JSON outputs.
B) Add "DO NOT USE MARKDOWN" to the end of the user prompt.
C) Set max_tokens to exactly match the length of the JSON string.
D) Combine Assistant Message Prefilling ```json with and use ```as a stop sequence.


2. You are tasked with integrating Claude Code into a Continuous Integration (CI) pipeline to run an automated security analysis on pull requests. Which execution flag must be included to ensure the automated job does not hang indefinitely?

A) Option B
B) Option A
C) Option D
D) Option C


3. An automated pipeline is using a PreToolUse hook to block unauthorized file reads by evaluating the requested file path. How does the hook command properly communicate to Claude *why* the action was blocked so the agent can adjust its behavior?

A) By overriding the context window entirely with a generic access denied template.
B) By silently terminating the session and initiating a new one with an updated system prompt.
C) By returning an exit code of 2 and writing the explanation to standard error, which is fed back to Claude as feedback.
D) By returning an empty JSON array [] on standard output.


4. You are building a code review tool and instruct the model to "be thorough and flag everything suspicious." Why is this considered a prompt engineering anti-pattern?

A) It causes the context window to rapidly exceed its maximum token limit.
B) It guarantees semantic correctness but compromises schema compliance.
C) It forces the model to bypass tool usage.
D) It leads to over-flagging and alert fatigue, which erodes developer trust in the system.


5. What is a primary architectural limitation of using a fixed prompt chaining pipeline for a complex debugging task?

A) It inherently exceeds the maximum token limit of the context window faster than single prompts.
B) It requires the use of the Message Batches API, adding a 24-hour latency to the execution.
C) It cannot dynamically adapt its approach if an intermediate analysis step reveals an unexpected root cause.
D) It forces the agent to use tool_choice: any, bypassing deterministic programmatic hooks.


Solutions:

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

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