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

1. When extracting financial summaries from unstructured documents, how can you design a self-correction validation flow directly within the extraction process?

A) Extract a calculated_total alongside the stated_total to programmatically flag discrepancies.
B) Increase the max_tokens limit to give the model more space to reason about the math.
C) Provide few-shot examples of flawless mathematical calculations.
D) Execute the extraction inside a PreToolUse hook.

2. A developer needs to safely explore two completely different architectural approaches for refactoring a database module without polluting the main conversation's context. Which Claude Code session command should be used?

A) / compact
B) fork_session
C) / clear
D) --resume

3. During a multi-agent handoff, the synthesis agent receives conflicting statistical data from two different research subagents. How should the system handle this uncertainty? Choose 2 correct answers.

A) Maintain structured claim-source mappings linking each output claim to its source for traceability.
B) Average the two conflicting values together to provide a balanced estimate.
C) Preserve information provenance including the source, confidence level, and timestamp.
D) Silently drop the older value and return the most recently retrieved data point.

4. During a long-running customer support session, critical details like the customer's account number and order amount are lost due to progressive summarization. What architectural pattern prevents this context degradation?

A) Increase the frequency of the summarization algorithm to trigger every 3 turns.
B) Write all customer details to an external database and run a lexical search on every turn.
C) Store critical transactional details in an immutable 'case facts' block positioned at the beginning of the context window.
D) Restart the session entirely and require the user to input their context again.

5. During code generation, Claude introduces several bugs. Two bugs are highly coupled, interacting with the same state object, while a third bug is a minor typo in an unrelated utility file. What is the recommended strategy for addressing these issues through iterative refinement?

A) Use a PostToolUse hook to programmatically decouple the bugs before sending them to Claude.
B) Fix the interacting problems in a single detailed message, and use sequential iteration to fix the independent issue.
C) Submit all three issues in a single prompt to save tokens.
D) Fix the independent typo first, run the /compact command, and then address the interacting bugs.

Solutions: