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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

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

2. You are selecting a protocol for a single low-latency stateless tool call from a Claude-based assistant to an internal pricing service that already exposes a stable HTTP API.
Which integration mechanism is the most appropriate?

A) An agent-to-agent handoff that introduces another Claude-based agent in front of the pricing service.
B) A long-lived stateful session protocol for a stateless single-call interaction.
C) A bespoke streaming protocol layered over an unrelated asynchronous message bus.
D) A direct API call to the existing endpoint with the appropriate scoped credentials.

3. You are choosing the level of detail for an implementation guide. The audience is a delivery team that will build the deployment.
Which guidance composition best serves them?

A) An architecture overview and sequence diagrams for the dominant flows, without interface contracts, configuration-parameter tables, or operational runbooks for the delivery team to follow.
B) Component responsibilities and interface contracts only, without sequence diagrams of the dominant flows, configuration parameters with defaults, or runbooks to guide operational tasks.
C) Component responsibilities, contracts between components, sequence diagrams of the dominant flows, configuration parameters with defaults, and operational runbooks.
D) An architecture overview and a list of known limitations, without component-level diagrams, interface contracts, configuration parameters, or operational runbooks to support implementation.

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

5. You are integrating human review into a high-volume classification pipeline where reviewing every output is infeasible.
Which sampling strategy best balances throughput with quality oversight?

A) Universal review of every output regardless of confidence or throughput impact.
B) No sampling, relying entirely on user complaints to reveal quality and safety problems after they affect users.
C) Inverse sampling that reviews only high-confidence routine outputs and skips low-confidence and high- impact outputs.
D) Risk-stratified sampling that reviews all low-confidence and high-impact outputs and a smaller random sample of high-confidence routine outputs.

Solutions: