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1. You are classifying token-management tactics by where each tactic applies in the request lifecycle: "Input Preparation," "Prompt Construction," or "Output Handling."
2. You are responding to a stakeholder request that adds significant scope to a deployment already in flight.
Which response best aligns expectations while respecting the stakeholder's underlying need?
A) Decline the request outright without acknowledging the stakeholder's underlying need or offering alternatives such as deferral, descoping, or timeline extension.
B) Hide the scope-addition request from the broader delivery team to avoid a difficult conversation, allowing the change to proceed without team awareness of its timeline implications.
C) Acknowledge the request, describe the scope and timeline implications transparently, and propose options-defer it, descope something else, or extend the timeline-for the stakeholder to choose.
D) Accept the additional scope into the current release without describing the timeline or descoping implications, allowing the delivery plan to absorb unacknowledged changes until they surface as delays.
3. A technical team is debating whether to implement a new capability for generating regulatory filings from internal data as a Claude Skill or as an MCP server. The capability requires a fixed authoring procedure with embedded examples, does not need to call live external systems, and must be portable across three Claude deployments: claude.ai, an internal API integration, and Claude Code.
Which factor most strongly favors implementing the capability as a Skill?
A) The capability is procedural knowledge with no live external-system calls required.
B) The capability requires direct authentication against the corporate identity provider.
C) The capability needs to query a live database for the most recent regulatory filings.
D) The capability must also be callable from a developer's command-line interface.
4. 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) Define explicit out-of-scope categories in the system prompt with fixed refusal phrasing for investment advice requests.
B) Add an output classifier that detects and blocks responses containing regulated investment- recommendation language.
C) Limit session length to reduce the volume of queries processed per user per day.
D) Log all user queries to a SIEM for post-hoc compliance review.
E) Increase response temperature to introduce variability that reduces the likelihood of specific recommendations.
5. You are running a controlled experiment to compare two prompts and must complete the design steps before executing the experiment.
Which two steps must be completed BEFORE running the experiment with random assignment? (Select two.) Each correct answer presents part of the solution.
A) Document the recommendation, the trade-offs accepted, and the alternatives considered.
B) Determine the minimum detectable effect size and the sample size needed for power.
C) Define the hypothesis and the primary success metric for the comparison.
D) Analyze the results against the predefined success metric and significance threshold.
E) Decide whether to promote, reject, or iterate the candidate based on the analysis.
Solutions:
| Question # 1 Answer: Only visible for members | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: A,B | Question # 5 Answer: B,C |
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