Question 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.)

Options :

A : Clear the prompt cache and resubmit all pending requests to eliminate stale cached prefixes.

B : Compare the current system prompt and output schema configuration against the last known goodversion from before the maintenance window.

C : Switch to a different Claude model tier to rule out provider-side changes as a contributing factor.

D : Increase the max_tokens limit to determine whether output truncation is causing incomplete JSONstructures

E : Replay a set of premaintenance requests against the current configuration and inspect the raw modeloutput before downstream parsing

Answer: B,E

Question 2

uestion #:30 - [Developer Productivity and Operational Enablement] 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?

Options :

A : Claude Code reviews the pull request and posts a structured analysis as a comment, while a humanreviewer retains the approval decision under the existing branch-protectionrules

B : Claude Code merges every pull request automatically after completing its analysis, bypassing humanapproval and the existing branch-protection rules

C : Claude Code disables all existing branch-protection rules to streamline the merge process, removinghuman approval as a required gate

D : Claude Code silently deletes pull requests it assesses as low quality without posting a comment ornotifying the author

Answer: A

Question 3

You are reviewing an integration specification for security gaps. Which two findings constitute valid security gaps in the specification? (Select two.) Each correct answer presents a complete solution.

Options :

A : Tool calls execute server-side under a least-privilege service principal scoped to the requested action.

B : Service credentials are placed in the prompt context, where they can leak into logs and traces.

C : Role-based access control is enforced only at the response-rendering layer after the model accessesrestricted data

D : Per-user OAuth tokens are exchanged with scope-restricted permissions and refreshed within the activesession

E : Tool inputs and outputs are encrypted in transit using transport-layer security between services.

Answer: B,C

Question 4

You are selecting a pattern for a compliance Q & A assistant that must answer policy questions with citations to the authoritative internal source set. Latency, cost, and audit predictability are prioritized.Which pattern is the best fit?

Options :

A : ugmented LLM with retrieval-augmented generation over the indexed authoritative corpus andcitation rendering on each answer

B : Multi-agent orchestration with a planner, researcher, and writer agent for every query.

C : A pure agent loop with open web-browsing tools to surface the most current policy information,without constraining retrieval to the authoritative internal corpus

D : A static prompt with the entire policy corpus concatenated into every request.

Answer: A

Question 5

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.)

Options :

A : The acceptance rate alone proves readiness for general production use.

B : The survey response rate may not be statistically representative of all specialists.

C : The unconsidered criteria represent a scope gap in the assistant’s input space.

D : Acceptance does not establish whether recommendations remain correct after specialist review.

E : The pilot duration was probably too short to demonstrate reliability across the full year.

Answer: C,D

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