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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. A security team is evaluating two proposed controls. Control A adds an outbound tool allow-list with destination restrictions and per-call review. Control B scores responses against a stable adversarial evaluation set after each model-version change.
Which two risk categories are correctly matched to these controls? (Select two.)

A) Control A - data exfiltration via outbound tool calls
B) Control B - silent quality drift after a model-version upgrade
C) Control A - silent quality drift after a model-version upgrade
D) Control A - prompt injection from adversarial content in retrieved data
E) Control B - data exfiltration via outbound tool calls

2. A senior architect is managing stakeholder expectations for a Claude-based reporting assistant midway through development. Stakeholders have escalating concerns about response latency.
Which two actions most directly address stakeholder expectation alignment in this situation? (Select two.)

A) Revise the SLA definition collaboratively with stakeholders if current targets are not achievable given production constraints.
B) Communicate that latency concerns are a known LLM limitation and outside the architecture team's control.
C) Pause all development and reallocate engineering resources entirely to latency optimization.
D) Replace the current Claude model with a third-party model that may offer lower latency without evaluation.
E) Present measured p50 and p95 latency baselines against the agreed SLA thresholds so stakeholders have accurate data.

3. You are compiling guardrail tactics for a customer-facing assistant.
Which two tactics belong on the guardrail list?
Each correct answer presents a complete solution.

A) Embed approved override phrases that let trusted users relax guardrails on demand.
B) Validate the model output against a structured schema before downstream actions are taken.
C) Layer prompt-level guardrails with runtime content checks rather than relying on either alone.
D) Rely on a single hardened system prompt that enumerates every disallowed behavior.
E) Lower sampling temperature globally to reduce the chance of off-policy completions.

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

5. A security audit uncovers two issues: (1) all end users share a single API key, and (2) tool calls are executed without logging the initiating user.
Which two mitigations directly address these specific findings? (Select two.)

A) Move credentials out of the prompt context and resolve them from a server-side secret store.
B) Add actor attribution to tool-call logs so each call records the initiating user identity.
C) Replace the shared API key with per-user OAuth tokens carrying scope-restricted permissions.
D) Enforce RBAC at the retrieval layer before content enters the model context.
E) Validate structured outputs against a schema before downstream actions are executed.

Solutions: