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1. A revenue projection assistant has missed its monthly cost target by 38 percent. Profiling shows three contributors: a 6,000-token policy preamble repeated on every call (45 percent of cost), retrieval of historical sales chunks averaging 3,000 tokens per call (30 percent), and inference on a flagship-tier model (25 percent).
Stakeholders require that projection accuracy remain unchanged.
Which two optimizations should you sequence first to reduce cost without affecting accuracy? (Select two.) Each correct answer presents part of the solution.
A) Truncate the policy preamble to remove non-essential clauses from the prompt.
B) Switch the workload to a smaller, faster Claude model tier across all queries.
C) Cache common retrieved sales chunks accessed across many of the daily queries.
D) Enable prompt caching on the static policy preamble across the recurring calls.
E) Reduce the number of historical sales chunks retrieved across each query run.
2. A Claude architect at a health services organization is defining evaluation metrics for a clinical-summary pipeline. The pipeline must remain within a per-query cost ceiling and must never surface patient data to unauthorized roles.
Which two metrics directly address these requirements? (Select two.)
A) Response latency at the 95th percentile across a one-week sample window
B) Role-based access-control enforcement rate measured on a red-team dataset
C) Throughput measured as successful requests processed per minute
D) BLEU score computed against a human-annotated reference summary set
E) Per-query token cost measured against the defined cost ceiling
3. You are evaluating prompting claims in a peer's design document.
For each claim, select yes if the claim reflects sound practice. Otherwise, select no.
4. You are integrating Claude Code into a workflow that runs against a production database.
Which guardrail design most directly preserves safety on data-modifying operations?
A) Configure the database MCP server with a fully privileged credential that can perform any read or write operation, and allow all operations to proceed without explicit human confirmation.
B) Disable all logging and auditing on database operations through the MCP server to reduce alert noise, removing the observability needed to detect unintended data modifications.
C) Configure the database MCP server with a read-only credential by default, restrict the subagent's tool list to read-only operations, and require explicit human confirmation on any operation that would modify data.
D) Allow Claude Code to write directly to the production database without subagent scoping, read-only credential defaults, or human confirmation gates on data-modifying operations.
5. 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.
Solutions:
| Question # 1 Answer: C,D | Question # 2 Answer: B,E | Question # 3 Answer: Only visible for members | Question # 4 Answer: C | Question # 5 Answer: Only visible for members |
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