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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. You are evaluating model-selection claims used by a peer team.
For each statement, select yes if the statement is generally true. Otherwise, select no.

2. A loan pre-qualification assistant shows 94 percent approval recommendations that match the human underwriter decision. The fairness team has reviewed approval rate parity across protected groups and reported no significant difference. A board member has asked whether this evidence is sufficient to declare the assistant fair.
Which two Discernment-competency findings should you report? (Select two.) Each correct answer presents part of the solution.

A) Match with human underwriters does not establish freedom from underwriter-introduced bias.
B) The 94 percent match rate is sufficient evidence of fairness for the assistant's decisions.
C) A larger sample is needed before any meaningful fairness claim can be made about the model.
D) The fairness team's review process likely missed at least some of the protected groups studied.
E) Approval rate parity does not by itself assess error rate parity across protected groups.

3. An operations engineer reports that a Claude-based pipeline began returning malformed JSON responses after a scheduled maintenance window, causing downstream processing failures.
Which two investigative steps most directly isolate the root cause? (Select two.)

A) Replay a set of premaintenance requests against the current configuration and inspect the raw model output before downstream parsing.
B) Clear the prompt cache and resubmit all pending requests to eliminate stale cached prefixes.
C) Increase the max_tokens limit to determine whether output truncation is causing incomplete JSON structures.
D) Switch to a different Claude model tier to rule out provider-side changes as a contributing factor.
E) Compare the current system prompt and output schema configuration against the last known good version from before the maintenance window.

4. You are supporting an engineer whose newly added MCP server does not appear in their Claude Code session.
Which diagnostic step should be tried first?

A) Disable every MCP server in the configuration to isolate the issue, removing all tool access rather than confirming whether the new server is registered.
B) Switch the team to a different Claude product family unrelated to the existing workflow, abandoning the current configuration rather than diagnosing the registration issue.
C) Reinstall the developer's operating system from scratch, discarding all local configuration and tool state before attempting any targeted diagnostic steps.
D) Verify the MCP server is registered using the listing command, then reconnect the session if needed, since configuration changes typically require a restart to take effect.

5. You are evaluating retrieval-strategy claims used by a peer team.
For each claim, select yes if the statement is generally accurate. Otherwise, select no.

Solutions: