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

2. You are comparing patterns for a batch document-classification job that follows fixed steps: extract metadata, classify, summarize, and persist.
Which pattern is the best fit and why?

A) An agentic pattern, because agents are categorically more accurate than workflows and therefore always preferable regardless of step predictability.
B) An agentic pattern, because the open-ended planning capability of agents produces more consistent structured outputs than a fixed workflow graph on classification tasks.
C) A workflow pattern, because the steps are well-defined and predictable per-request token cost is preferred over flexibility.
D) A workflow pattern, because agentic patterns do not support tool invocations and therefore cannot execute the persist step that writes results to the downstream store.

3. 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) Model identity and version on each turn are not recorded with the turn artifacts.
B) Trace spans for each agent step are exported to the shared distributed-tracing backend.
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) Request-scoped correlation identifiers do not propagate across agent and tool calls.

4. You are integrating Claude Code into the team's pull-request workflow. The team wants AI-assisted review without removing human approval.
Which integration design best fits this requirement?

A) Claude Code silently deletes pull requests it assesses as low quality without posting a comment or notifying the author.
B) Claude Code merges every pull request automatically after completing its analysis, bypassing human approval and the existing branch-protection rules.
C) Claude Code disables all existing branch-protection rules to streamline the merge process, removing human approval as a required gate.
D) Claude Code reviews the pull request and posts a structured analysis as a comment, while a human reviewer retains the approval decision under the existing branch-protection rules.

5. You are a solution architect designing a Claude-based assistant with access to 60 internal tools across multiple business domains. Loading every tool definition on every request increases token usage and time to first response.
Which design pattern best addresses this issue without sacrificing capability breadth?

A) Hard-code a fixed set of five tools per request to reduce token usage, regardless of whether those tools are relevant to the current task.
B) Apply progressive tool discovery so a curated initial subset is exposed and additional tools are loaded on demand based on the task.
C) Use a separate model call to summarize all 60 tool definitions before each user turn.
D) Increase the maximum context length and load all 60 tool definitions on every request, accepting the higher token cost and latency as necessary for full capability.

Solutions: