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

1. What is the primary architectural difference between enforcing a business rule via a system prompt versus using an Agent SDK hook?

A) Prompts execute after the tool runs, while hooks execute before the prompt is processed.
B) Hooks provide 100% reliable deterministic enforcement, whereas prompts are probabilistic and can occasionally be ignored by the LLM.
C) Prompts are deterministic, while hooks rely on the model's probabilistic reasoning.
D) Prompts require an active MCP server connection, while hooks run strictly within the Claude desktop application.

2. A customer support agent handles high-ambiguity requests. Which of the following is a valid, architecturally sound trigger for escalating a case to a human agent?

A) The model's self-reported confidence score drops below 0.7.
B) The agent detects a policy gap not covered by its existing rules.
C) The customer exhibits highly negative sentiment.
D) The conversation exceeds 10 turns.

3. You are managing context in a long-running Claude Code session that has accumulated a large amount of exploratory tool calls. You want to free up context space without completely losing the memory of what was previously worked on. Which techniques are recommended? Choose 2 correct answers.

A) Use the /compact command to summarize conversation history and reclaim context space.
B) Delete older messages from the conversation array manually to ensure hard truncation.
C) Save key findings to a scratchpad file and delegate verbose exploration to subagents.
D) Use the /clear command to erase all history and rely on the model's pre-trained knowledge.

4. A data extraction pipeline fails because the line items do not sum to the extracted total. How should the follow-up retry request be structured for the highest probability of success?

A) Automatically increase the model's temperature parameter and resubmit the original prompt.
B) Return a generic message: There were errors in your extraction. Please try again.
C) Send a follow-up request including the original document, the failed extraction, and the specific validation error details.
D) Clear the context window completely and ask for the specific field that failed.

5. When providing Claude with a 50-page document, you notice it accurately recalls details from the first and last pages but misses a critical instruction buried on page 25. What is this phenomenon called?

A) Progressive summarization
B) The "lost in the middle" effect
C) Context truncation
D) Attention dilution

Solutions: