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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Claude Models, Prompting & Context Engineering | 13% | - Guardrails - Prompt reuse and context engineering strategies - Claude model selection and trade-offs - System prompts and prompt templates - Context window optimization |
| Topic 2: Evaluation, Testing & Optimization | 16% | - System issue diagnosis - Cost and performance optimization - A/B testing - Evaluation metrics and datasets - Production monitoring and optimization - Evaluation framework design |
| Topic 3: Integration | 19% | - Enterprise system integration - Claude integration mechanisms
|
| Topic 4: Stakeholder Communication & Lifecycle Management | 14% | - Communicating architectural decisions - Discovery and requirements gathering - Service-level agreements - Solution lifecycle management - Stakeholder management - Architecture documentation |
| Topic 5: Governance, Safety & Risk Management | 14% | - Regulatory and compliance requirements - Ethical AI considerations - AI safety and guardrails - Security and risk management - Human-in-the-loop validation |
| Topic 6: Developer Productivity & Operational Enablement | 7% | - Debugging and operational issue resolution - Claude tooling configuration for teams - AI-assisted developer workflows - Developer enablement |
| Topic 7: Solution Design & Architecture | 17% | - Multi-agent systems and orchestration - Alignment with business value, cost, performance, and SLAs - End-to-end architecture design - Architectural patterns
- Translating business problems into Claude-based AI solutions |
1. A healthcare organization is evaluating two Claude-powered AI architectures for a clinical documentation assistant. Architecture X produces higher output quality scores but costs $0.18 per documentation session and averages 4.2 seconds per response. Architecture Y scores slightly lower on quality metrics but costs $0.09 per session and averages 2.1 seconds per response. The stated SLA requires responses under 3 seconds, and the annual volume is projected at 2 million documentation sessions.
Which evaluation approach correctly applies business value pillar analysis to this decision?
A) Select Architecture X because the higher quality scores justify the cost premium, and any SLA gap can be addressed through infrastructure optimization after deployment.
B) Recommend a hybrid approach using Architecture X for complex cases and Architecture Y for routine cases, without additional analysis, since this preserves quality where it matters most.
C) Eliminate Architecture X on SLA grounds, then evaluate Architecture Y against the efficiency and solution cost pillars by calculating annual cost difference and assessing whether the quality delta materially impacts clinical workflow productivity.
D) Select Architecture Y based solely on the 50% cost reduction, since solution cost is the most important value pillar in healthcare budget-constrained environments.
2. You are reviewing instrumentation in a multi-agent system.
Which two findings constitute valid observability gaps in the instrumentation? (Select two.) Each correct answer presents a complete solution.
A) Latency and token usage on every span are emitted to the central metrics pipeline.
B) Request-scoped correlation identifiers do not propagate across agent and tool calls.
C) Model identity and version on each turn are not recorded with the turn artifacts.
D) Tool-call payloads and outcomes are recorded with redaction applied to known sensitive fields.
E) Trace spans for each agent step are exported to the shared distributed-tracing backend.
3. You are listing characteristics of robust guardrail design for an enterprise deployment.
Which two characteristics belong on the list? (Select two.)
Each correct answer presents a complete solution.
A) Periodic refresh of the system prompt wording to keep refusal language current and clear.
B) Adversarial-input coverage in the evaluation set with regression tracking on guardrail performance.
C) User feedback channels that route reported guardrail failures into the product backlog for triage.
D) Per-role tool allow-lists enforced at the orchestration layer before any tool call executes.
E) Centralized log retention for guardrail violations with quarterly review by the security team.
4. You are preparing a HIPAA-eligible deployment for a healthcare customer.
Which configuration supports HIPAA compliance using Anthropic-offered tools?
A) Claude Enterprise with a signed Business Associate Agreement, Zero Data Retention enabled, and audit logging configured for compliance tracking.
B) An ad-hoc personal Claude account used by individual clinicians for PHI-related tasks, with no Business Associate Agreement, no Zero Data Retention, and no audit logging configured.
C) Disabling all audit logging so that no PHI is recorded in any log store, on the assumption that the absence of logs satisfies HIPAA requirements without a signed BAA.
D) Claude Free with no contractual addendum, since consumer products meet HIPAA requirements out of the box.
5. A Claude-based research assistant begins producing responses that confidently contradict its retrieved source documents despite no change to the retrieval pipeline.
Which two diagnostic actions most directly identify the root cause of this behavior? (Select two.)
A) Determine whether the failure reproduces on the previous model version to test for a model mismatch.
B) Reduce the temperature setting to lower response variance across all query types.
C) Inspect the system-prompt grounding instructions to determine whether citation constraints remain intact.
D) Switch the retrieval index to a denser embedding model to improve chunk-relevance scores.
E) Increase the context-window size to allow more retrieved chunks per query.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B,C | Question # 3 Answer: B,D | Question # 4 Answer: A | Question # 5 Answer: A,C |
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