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Last Updated: Sep 05, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Evaluation, Testing & Optimization | 16% | - Production monitoring and optimization - Evaluation metrics and datasets - System issue diagnosis - Cost and performance optimization - A/B testing - Evaluation framework design |
| Topic 2: Claude Models, Prompting & Context Engineering | 13% | - Guardrails - System prompts and prompt templates - Prompt reuse and context engineering strategies - Claude model selection and trade-offs - Context window optimization |
| Topic 3: Integration | 19% | - Enterprise system integration - Claude integration mechanisms
|
| Topic 4: Stakeholder Communication & Lifecycle Management | 14% | - Discovery and requirements gathering - Communicating architectural decisions - Solution lifecycle management - Architecture documentation - Stakeholder management - Service-level agreements |
| Topic 5: Governance, Safety & Risk Management | 14% | - Regulatory and compliance requirements - Ethical AI considerations - Security and risk management - AI safety and guardrails - Human-in-the-loop validation |
| Topic 6: Solution Design & Architecture | 17% | - End-to-end architecture design - Decomposition techniques for complex problem solving - Multi-agent systems and orchestration - Alignment with business value, cost, performance, and SLAs - Architectural patterns
|
| Topic 7: Developer Productivity & Operational Enablement | 7% | - AI-assisted developer workflows - Debugging and operational issue resolution - Claude tooling configuration for teams - Developer enablement |
Question 1
You are compiling a diagnostic toolkit for Claude Code operational issues.
Which two diagnostic actions belong in the toolkit? (Select two.)
Each correct answer presents a complete solution.
A. List the configured Model Context Protocol (MCP) servers and inspect server status to identify connection failures.
B. Increase the model sampling temperature so that intermittent issues surface more frequently for analysis.
C. Roll back to the previous Claude Code version immediately to confirm whether the issue is version specific.
D. File a support ticket with vendor support before any local reproduction or evidence collection.
E. Reproduce the issue with a minimal reproduction case that isolates one variable at a time.
Question 2
A security team is evaluating two proposed controls. Control A adds an outbound tool allow-list with destination restrictions and per-call review. Control B scores responses against a stable adversarial evaluation set after each model-version change.
Which two risk categories are correctly matched to these controls? (Select two.)
A. Control A - silent quality drift after a model-version upgrade
B. Control A - data exfiltration via outbound tool calls
C. Control B - silent quality drift after a model-version upgrade
D. Control A - prompt injection from adversarial content in retrieved data
E. Control B - data exfiltration via outbound tool calls
Question 3
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. Switch the workload to a smaller, faster Claude model tier across all queries.
B. Reduce the number of historical sales chunks retrieved across each query run.
C. Truncate the policy preamble to remove non-essential clauses from the prompt.
D. Cache common retrieved sales chunks accessed across many of the daily queries.
E. Enable prompt caching on the static policy preamble across the recurring calls.
Question 4
You are auditing a procurement-assistant agent whose defined responsibility is to draft purchase requests for review.
For each tool currently configured on the agent, select yes if the tool should remain after a least-privilege audit. Otherwise, select no if it should be removed.
Question 5
The compliance team at a firm has approved a Claude Skill that generates client-facing investment summaries. The Skill includes the firm's required disclaimers and prohibited-language list. A product manager has asked whether additional guardrails are needed at the application layer or whether the Skill alone is sufficient.
Which two guardrail responsibilities should remain at the application layer rather than the Skill? (Select two.) Each correct answer presents part of the solution.
A. Verify the requesting user is authorized to generate investment summaries at all.
B. Format output sections according to the firm's standardized house style guidelines.
C. Log every generated summary to the firm's compliance audit trail for retention.
D. Apply the disclaimer template that the compliance team has standardized firm-wide.
E. Apply the prohibited-language list that the compliance team maintains and updates.
Solutions:
| Question 1 Answer: A,E | Question 2 Answer: B,C | Question 3 Answer: D,E | Question 4 Answer: Only visible for members | Question 5 Answer: A,C |
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