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Anthropic Claude Certified Architect - Professional 認定 CCAR-P 試験問題：

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

2. You are responding to a stakeholder request that adds significant scope to a deployment already in flight.
Which response best aligns expectations while respecting the stakeholder's underlying need?

A) Accept the additional scope into the current release without describing the timeline or descoping implications, allowing the delivery plan to absorb unacknowledged changes until they surface as delays.
B) Acknowledge the request, describe the scope and timeline implications transparently, and propose options-defer it, descope something else, or extend the timeline-for the stakeholder to choose.
C) Hide the scope-addition request from the broader delivery team to avoid a difficult conversation, allowing the change to proceed without team awareness of its timeline implications.
D) Decline the request outright without acknowledging the stakeholder's underlying need or offering alternatives such as deferral, descoping, or timeline extension.

3. A Claude architect is implementing safety controls for a customer-facing advice assistant that must never provide regulated investment recommendations.
Which two guardrail implementations most directly enforce this constraint? (Select two.)

A) Define explicit out-of-scope categories in the system prompt with fixed refusal phrasing for investment advice requests.
B) Increase response temperature to introduce variability that reduces the likelihood of specific recommendations.
C) Limit session length to reduce the volume of queries processed per user per day.
D) Log all user queries to a SIEM for post-hoc compliance review.
E) Add an output classifier that detects and blocks responses containing regulated investment- recommendation language.

4. After a prompt-template update, several previously passing test cases now produce unexpected outputs.
Which test type is specifically designed to detect this category of failure?

A) Adversarial tests that probe for prompt-injection vulnerabilities.
B) Smoke tests that confirm high-level system availability after the change.
C) Regression tests scored against a stable reference set of known-good behavior.
D) Integration tests that validate cross-component pipeline behavior.

5. A revenue projection assistant has missed its monthly cost target by 38 percent. Profiling shows three contributors: a 6,000-token policy preamble repeated on every call (45 percent of cost), retrieval of historical sales chunks averaging 3,000 tokens per call (30 percent), and inference on a flagship-tier model (25 percent).
Stakeholders require that projection accuracy remain unchanged.
Which two optimizations should you sequence first to reduce cost without affecting accuracy? (Select two.) Each correct answer presents part of the solution.

A) Cache common retrieved sales chunks accessed across many of the daily queries.
B) Switch the workload to a smaller, faster Claude model tier across all queries.
C) Truncate the policy preamble to remove non-essential clauses from the prompt.
D) Enable prompt caching on the static policy preamble across the recurring calls.
E) Reduce the number of historical sales chunks retrieved across each query run.

質問と回答：