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Anthropic Claude Certified Architect - Professional Sample Questions:
1. A Claude architect observes that after a recent model-version upgrade, grounded responses began including claims not supported by the retrieved source documents.
Which mitigation is most directly targeted at this failure mode?
A) Score each new model version against a stable adversarial evaluation set.
B) Treat retrieved data as untrusted and apply input classifiers at ingestion time.
C) Replace the shared API key with per-user OAuth tokens to restrict data access.
D) Constrain responses to source-supported content, require citations, and add a verification step.
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) A workflow pattern, because the steps are well-defined and predictable per-request token cost is preferred over flexibility.
C) An agentic pattern, because the open-ended planning capability of agents produces more consistent structured outputs than a fixed workflow graph on classification tasks.
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. When communicating an architectural decision to a security and compliance reviewer, which content set is most aligned with that audience's primary concerns?
A) Decision rationale, business outcomes, and high-level risk summary for executive review.
B) Implementation timeline, component interfaces, and deployment sequence for the engineering team.
C) Threat model, control mappings, residual-risk acceptance criteria, and audit traceability.
D) Feature delivery schedule, roadmap dependencies, and scope boundaries for the product manager.
4. A pilot AI assistant for procurement specialists shows 89 percent first-response acceptance, but follow-up surveys reveal that specialists frequently override the assistant's vendor recommendations after considering criteria the assistant did not evaluate. The pilot owner wants to ship the assistant unchanged because of the strong acceptance rate.
Which two Discernment-competency observations should you raise BEFORE approving the launch? (Select two.)
A) The unconsidered criteria represent a scope gap in the assistant's input space.
B) The survey response rate may not be statistically representative of all specialists.
C) Acceptance does not establish whether recommendations remain correct after specialist review.
D) The acceptance rate alone proves readiness for general production use.
E) The pilot duration was probably too short to demonstrate reliability across the full year.
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) Apply progressive tool discovery so a curated initial subset is exposed and additional tools are loaded on demand based on the task.
B) Use a separate model call to summarize all 60 tool definitions before each user turn.
C) 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.
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:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: A,C | Question # 5 Answer: A |





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