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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:
1. When implementing a multi-agent research system for a enterprise application, a coordinator agent must delegate a market analysis task to a specialized subagent. What is the correct approach for passing context to this subagent?
A) Allow the subagent to access a shared global state object where the coordinator writes its findings.
B) Share the entire coordinator conversation history to ensure the subagent has maximum context.
C) Pass only the specific, explicit context relevant to the subagent's assigned subtask in the prompt.
D) Use the /compact command to summarize the coordinator history before passing it to the subagent.
2. When implementing a structured error response for an MCP tool, which property explicitly indicates to the agent whether it should attempt the exact same tool call again?
A) tool_choice
B) errorCategory
C) isRetryable
D) isError
3. A quicktechie.com team wants to run a nightly code quality audit across the entire codebase using Claude Code to reduce API costs.
Which approach is most cost-effective and architecturally sound?
A) Run claude -p synchronously for each file in a loop.
B) Use the Message Batches API for non-urgent batch processing to achieve 50 percent cost savings.
C) Run multiple Claude Code instances in parallel.
D) Schedule a single long-running Claude Code session overnight.
4. Which of the following are recommended architectural practices for preserving information provenance and handling uncertainty in a multi-agent system at quicktechie.com? Choose 2 correct answers.
A) Requiring subagents to output structured claim-source mappings (including source URLs, document names, and excerpts) that downstream agents must preserve.
B) Omitting publication dates from the metadata to save valuable token space in the coordinator's context window.
C) Structuring reports with explicit sections that distinguish well-established findings from contested ones, preserving the original methodological context.
D) Silently dropping contested findings to ensure the final synthesis report appears highly confident.
5. To systematically analyze why developers dismiss certain automated code review findings in a quicktechie.com application, which architectural pattern should be implemented?
A) Use the Message Batches API to delay findings until end-of-week review.
B) Execute a multi-pass review on every pull request to ensure consensus.
C) Add a detected_pattern field to the structured findings to track and aggregate dismissal reasons.
D) Run a separate classifier model to predict which findings will be ignored.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: A,C | Question # 5 Answer: C |



