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Anthropic Claude Certified Architect - Professional Sample Questions:

1. An operations engineer reports that a Claude-based pipeline began returning malformed JSON responses after a scheduled maintenance window, causing downstream processing failures.
Which two investigative steps most directly isolate the root cause? (Select two.)

A) Increase the max_tokens limit to determine whether output truncation is causing incomplete JSON structures.
B) Clear the prompt cache and resubmit all pending requests to eliminate stale cached prefixes.
C) Switch to a different Claude model tier to rule out provider-side changes as a contributing factor.
D) Replay a set of premaintenance requests against the current configuration and inspect the raw model output before downstream parsing.
E) Compare the current system prompt and output schema configuration against the last known good version from before the maintenance window.

2. You are building an ethics-review checklist for deployments supported by artificial intelligence.
Which two checks belong on the list? (Select two.)
Each correct answer presents a complete solution.

A) Confirm that vendor licensing terms permit the planned production use of the model.
B) Restrict ethics review to outputs that exceed a defined model-confidence threshold.
C) Verify that outputs do not rely on generalizations about people that the underlying data does not support.
D) Confirm that high-impact decisions retain human accountability rather than being attributed to the model.
E) Confirm that latency and throughput targets are met across supported user populations.

3. You are reviewing a peer's end-to-end design for a Claude-based platform expected to scale to thousands of concurrent users.
For each statement, indicate Yes if it reflects sound architectural practice. Otherwise, select No.

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. You are evaluating an evaluation set used to score a Claude-based hiring-support tool. The set is drawn from one geographic region and one tenure band.
Which response is most appropriate?

A) Reduce the evaluation set further to a single demographic subgroup to simplify score interpretation, narrowing coverage rather than expanding it to match the intended user population.
B) Continue using the narrow evaluation set drawn from one region and one tenure band because the existing benchmark scores are already high on that subset.
C) Discard all quantitative evaluation and replace it with qualitative impressions collected from a small, convenience-selected group that may not represent the tool's full user population.
D) Expand the evaluation set to cover the geographic regions and tenure bands the tool will serve, and rescore the system on the expanded set before broader release.

Solutions: