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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Evaluation, Testing & Optimization | 16% | - Cost and performance optimization - System issue diagnosis - A/B testing - Evaluation framework design - Evaluation metrics and datasets - Production monitoring and optimization |
| Topic 2: Solution Design & Architecture | 17% | - Decomposition techniques for complex problem solving - Multi-agent systems and orchestration - Architectural patterns
- End-to-end architecture design - Alignment with business value, cost, performance, and SLAs |
| Topic 3: Developer Productivity & Operational Enablement | 7% | - Debugging and operational issue resolution - Claude tooling configuration for teams - Developer enablement - AI-assisted developer workflows |
| Topic 4: Stakeholder Communication & Lifecycle Management | 14% | - Discovery and requirements gathering - Architecture documentation - Solution lifecycle management - Communicating architectural decisions - Stakeholder management - Service-level agreements |
| Topic 5: Governance, Safety & Risk Management | 14% | - Ethical AI considerations - Human-in-the-loop validation - Security and risk management - Regulatory and compliance requirements - AI safety and guardrails |
| Topic 6: Integration | 19% | - Claude integration mechanisms
- Enterprise system integration - RAG pipeline design
|
| Topic 7: Claude Models, Prompting & Context Engineering | 13% | - System prompts and prompt templates - Prompt reuse and context engineering strategies - Claude model selection and trade-offs - Context window optimization - Guardrails |
1. A senior architect is managing stakeholder expectations for a Claude-based reporting assistant midway through development. Stakeholders have escalating concerns about response latency.
Which two actions most directly address stakeholder expectation alignment in this situation? (Select two.)
A) Replace the current Claude model with a third-party model that may offer lower latency without evaluation.
B) Present measured p50 and p95 latency baselines against the agreed SLA thresholds so stakeholders have accurate data.
C) Communicate that latency concerns are a known LLM limitation and outside the architecture team's control.
D) Revise the SLA definition collaboratively with stakeholders if current targets are not achievable given production constraints.
E) Pause all development and reallocate engineering resources entirely to latency optimization.
2. A business sponsor has requested an AI solution to "improve customer experience." The sponsor cannot articulate which customer journey is failing, which metric reflects the failure, or which decisions the AI should support. The sponsor is asking you to begin design work next week.
Which delegation-competency action should you take first?
A) Propose a fixed scope that you commit to by default based on your own assumptions.
B) Recommend that the sponsor revise the request and resubmit it later for evaluation.
C) Facilitate a structured discovery to define the failing decision and the target metric.
D) Begin prototyping a generic assistant against the broad request before the next deadline.
3. You are defining an SLA for a Claude-based assistant.
Which SLA definition is most operationally meaningful?
A) A measurable target with a defined metric, threshold, evaluation window, and consequence for breach- for example, "p95 per-request latency under 800 ms over a 28-day window."
B) A target that names the metric and threshold but omits the evaluation window and breach consequence, leaving compliance periods and remediation triggers undefined.
C) A target tied to a stakeholder sentiment measure such as "the team feels satisfied," which cannot be measured objectively or used to trigger a documented breach response.
D) A qualitative commitment such as "the system will be fast and reliable," which names no metric, threshold, or evaluation window.
4. You are presenting an architectural decision to a mixed audience that includes an executive sponsor and the engineering leads who will implement the decision.
Which presentation strategy best serves both audiences?
A) Open with a deep dive into low-level implementation details targeted at engineering leads, and stop there without addressing the business outcomes or trade-offs the executive sponsor needs.
B) Skip the rationale, alternatives, and trade-off discussion entirely and simply announce the chosen decision, leaving both audiences without the context needed to implement or validate it.
C) Present a single undifferentiated narrative that addresses technical and business concerns with equal weight throughout, treating both audiences as requiring the same depth on every section.
D) Lead with the decision, the business outcomes it serves, and the trade-offs accepted; follow with the technical rationale, alternatives, and implementation implications for the engineering audience.
5. 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.
A) Role-based access control is enforced only at the response-rendering layer after the model accesses restricted data.
B) Tool inputs and outputs are encrypted in transit using transport-layer security between services.
C) Service credentials are placed in the prompt context, where they can leak into logs and traces.
D) Tool calls execute server-side under a least-privilege service principal scoped to the requested action.
E) Per-user OAuth tokens are exchanged with scope-restricted permissions and refreshed within the active session.
Solutions:
| Question # 1 Answer: B,D | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: A,C |
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