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| Section | Weight | Objectives |
|---|---|---|
| Solution Design & Architecture | 17% | - Design multi-agent systems and orchestration strategies - Translate business problems into Claude-based AI solutions - Design end-to-end architectures and feedback loops - Align solutions to business value pillars - Select architectural patterns: workflow, agentic, augmented LLM |
| Governance, Safety & Risk Management | 14% | - Manage data privacy and security compliance - Implement guardrails and safety controls - Address ethical AI considerations and bias mitigation - Ensure regulatory compliance (GDPR, HIPAA, etc.) |
| Stakeholder Communication & Lifecycle Management | 14% | - Conduct structured discovery and requirement gathering - Document architectures and support full lifecycle phases - Communicate architectural decisions and trade-offs - Manage stakeholder feedback and expectation alignment |
| Developer Productivity & Operational Enablement | 7% | - Improve developer workflows with AI-assisted tooling - Support debugging, monitoring, and operational resolution - Configure Claude tools and environments for teams |
| Claude Models, Prompting & Context Engineering | 13% | - Apply context engineering and context management techniques - Select appropriate Claude models based on trade-offs - Design system prompts, templates, and guardrails - Mitigate prompt injection, leaks, and jailbreak risks |
| Evaluation, Testing & Optimization | 16% | - Implement iterative improvement pipelines - Optimize performance, prompting, and model selection - Define evaluation metrics and success criteria - Test accuracy, reliability, latency, and cost |
| Integration | 19% | - Design authentication, authorization, and observability - Integrate with data pipelines and RAG systems - Integrate Claude with enterprise systems, APIs, and tools - Implement Model Context Protocol (MCP) integrations |
Question 1
You are reviewing a peer's draft system prompt that contains contradictory instructions: one section says never to speculate beyond the supplied source, while another says to confidently fill in any gaps.
Which response is most appropriate?
A. Add a priority instruction directing the model to evaluate all instructions and apply whichever appears most contextually appropriate on each request.
B. Keep both instructions and rely on the model to decide which one to follow on each request.
C. Increase temperature so output randomness masks the contradiction.
D. Remove or rewrite the gap-filling instruction so the prompt consistently constrains the model to source- supported content.
Question 2
You are compiling continuity practices that span the deployment lifecycle.
Which two practices belong on the list? (Select two.)
Each correct answer presents a complete solution.
A. Maintain a stakeholder register and notify the listed parties at every phase transition event.
B. Lock decisions made in early phases to prevent revisiting them as later phases begin.
C. Archive every phase deliverable in long-term storage to preserve a record of what was produced.
D. Capture lessons learned at the end of each phase and surface them as inputs to the next phase.
E. Carry the evaluation framework and reference set forward across iterations rather than rebuilding each time.
Question 3
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. 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.
D. 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.
Question 4
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. Enable prompt caching on the static policy preamble across the recurring calls.
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. Reduce the number of historical sales chunks retrieved across each query run.
E. Truncate the policy preamble to remove non-essential clauses from the prompt.
Question 5
You are evaluating model-selection claims used by a peer team.
For each statement, select yes if the statement is generally true. Otherwise, select no.
Solutions:
| Question 1 Answer: D | Question 2 Answer: D,E | Question 3 Answer: D | Question 4 Answer: A,C | Question 5 Answer: Only visible for members |
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