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Anthropic Claude Certified Architect - Professional Sample Questions:

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

2. You are compiling team-setup practices for a Claude Code rollout across an engineering organization.
Which two practices belong on the list? (Select two.)
Each correct answer presents a complete solution.

A) Use project scope for personal editor preferences so the preferences apply consistently within the project.
B) Use local scope for security-critical permission rules so each engineer can adapt them to ongoing work.
C) Use project scope for team-shared Model Context Protocol (MCP) servers and permission rules under version control.
D) Use user scope for team-shared MCP servers so every engineer on the team has consistent access.
E) Apply managed configuration centrally for security-critical settings that must not be overridden by individual engineers.

3. You are identifying the highest-impact optimization for a deployment whose token cost is dominated by a long, repeated system prompt and a large retrieved context per request.
Which optimization most directly targets the dominant cost driver?

A) Increase retrieval depth on every request to maximize recall, worsening the dominant cost driver by adding more retrieved tokens per request rather than reducing them.
B) Move the long, repeated system prompt into a cacheable prefix and trim retrieved context to the spans relevant to each query.
C) Add additional repeated content to the system prompt to give the model more guidance.
D) Switch every request to the heaviest available model to maximize output quality, accepting that higher per-request inference cost compounds rather than addresses the dominant cost driver.

4. You are reviewing instrumentation in a multi-agent system.
Which two findings constitute valid observability gaps in the instrumentation? (Select two.) Each correct answer presents a complete solution.

A) Trace spans for each agent step are exported to the shared distributed-tracing backend.
B) Request-scoped correlation identifiers do not propagate across agent and tool calls.
C) Latency and token usage on every span are emitted to the central metrics pipeline.
D) Tool-call payloads and outcomes are recorded with redaction applied to known sensitive fields.
E) Model identity and version on each turn are not recorded with the turn artifacts.

5. You are building an evaluation pipeline for a Claude-based deployment and must complete the specification steps before running the deployment against the dataset.
Which two steps must be completed BEFORE running the deployment against the evaluation dataset? (Select two.) Each correct answer presents part of the solution.

A) Score the deployment outputs against the reference labels and aggregate the metrics.
B) Define the metrics and slices the framework will report across representative, edge, and adversarial cases.
C) Curate and label the evaluation dataset to match the defined slices.
D) Review failure cases with subject matter experts to refine the scoring rubric.
E) Publish the aggregated metrics to a dashboard and gate releases on threshold checks.

Solutions: