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

1. When implementing the control flow for an agentic loop, which of the following approaches represent tested anti-patterns that must be avoided? Choose 2 correct answers.

A) Inspecting the stop _ reason field of the API response to govern execution continuity.
B) Setting arbitrary iteration caps as the primary stopping mechanism.
C) Parsing the assistant's natural language text output to determine loop termination.
D) Adding tool results to the conversation context between iterations so the model can incorporate new information.

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

3. To ensure that a model consistently classifies the severity of identified code issues, what is the best prompt engineering technique?

A) Instruct the model to self-report a confidence score from 1-10 for each finding.
B) Lower the max_tokens limit so the model focuses only on critical bugs.
C) Define explicit severity criteria with concrete code examples for each severity level.
D) Allow the model to dynamically generate severity labels based on context.

4. In an automated CI/CD code review workflow at quicktechie.com, why is it considered a major architectural anti-pattern to have the same Claude session that generated the code also perform the self-evaluation review?

A) Tools invoked during the first pass are permanently locked and cannot be reused in the review pass.
B) The reviewer retains the reasoning context and assumptions from the generation phase, creating confirmation bias.
C) It exceeds the maximum token limit for the context window during the generation phase.
D) The Message Batches API does not support synchronous self-review workflows.

5. A well-designed structured error response for an MCP tool should include which of the following standard fields? Choose 2 correct answers.

A) system_prompt_override
B) isError
C) temperature_adjustment
D) errorCategory

Solutions: