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

1. When designing an automated code review system for a large repository, you notice that developers are experiencing 'alert fatigue' because the AI flags too many non-issues and stylistic preferences. What is the most effective prompt engineering technique to reduce these false positives?

A) Instruct the model to be thorough and flag everything suspicious to ensure no bugs are missed.
B) Set the model's temperature to 0.0 to ensure deterministic output and eliminate all false positives.
C) Define explicit, measurable review criteria, such as flag functions exceeding 50 lines of code, instead of relying on vague instructions.
D) Provide at least 15 few-shot examples covering every possible coding style in the repository.


2. When configuring Claude Code for a new project, you want to establish team-wide TypeScript strict mode conventions, while keeping your personal Vim keybindings private. What is the correct architectural approach?

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


3. Your agent achieves a low first-contact resolution rate because it attempts to autonomously handle complex policy exceptions, while simultaneously escalating straightforward tasks. What is the most effective approach to improve this escalation calibration?

A) Require the agent to self-report a confidence score (1-10) and route to humans when confidence falls below 7.
B) Deploy a separate classifier model to predict which requests need escalation before the main agent begins.
C) Add explicit escalation criteria to the system prompt with few-shot examples demonstrating when to escalate versus resolve autonomously.
D) Implement sentiment analysis to detect frustration levels and automatically escalate when they are high.


4. When building a multi-agent research pipeline using the Claude Agent SDK, which of the following practices represent architectural anti- patterns that must be avoided? Choose 2 correct answers.

A) Requiring subagents to output structured claim-source mappings to preserve attribution.
B) Using a flat architecture where all agents share a global state and full conversation history.
C) Emitting multiple Task tool calls in a single coordinator response to execute subagents in parallel.
D) Silently returning empty result sets for failed API lookups instead of reporting access failures.


5. In a Continuous Integration (CI) pipeline, you run a script where a single Claude session generates a block of code and then immediately reviews its own changes in the same session. Why is this considered an architectural anti-pattern?

A) The reviewer retains the reasoning context from the code generation phase, creating confirmation bias and reducing the likelihood of catching subtle issues.
B) The Message Batches API does not support multi-turn tool calling within a single request.
C) Same-session reviews trigger rate limiting automatically, breaking the CI/CD pipeline.
D) It exceeds the maximum token limit for the context window, causing the session to silently truncate the generated code.


Solutions:

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

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