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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Evaluation, Testing & Optimization | 16% | - Optimize performance, prompting, and model selection - Define evaluation metrics and success criteria - Implement iterative improvement pipelines - Test accuracy, reliability, latency, and cost |
| Topic 2: Integration | 19% | - Design authentication, authorization, and observability - Integrate Claude with enterprise systems, APIs, and tools - Implement Model Context Protocol (MCP) integrations - Integrate with data pipelines and RAG systems |
| Topic 3: Stakeholder Communication & Lifecycle Management | 14% | - Conduct structured discovery and requirement gathering - Manage stakeholder feedback and expectation alignment - Document architectures and support full lifecycle phases - Communicate architectural decisions and trade-offs |
| Topic 4: Claude Models, Prompting & Context Engineering | 13% | - Design system prompts, templates, and guardrails - Mitigate prompt injection, leaks, and jailbreak risks - Select appropriate Claude models based on trade-offs - Apply context engineering and context management techniques |
| Topic 5: Developer Productivity & Operational Enablement | 7% | - Configure Claude tools and environments for teams - Support debugging, monitoring, and operational resolution - Improve developer workflows with AI-assisted tooling |
| Topic 6: Governance, Safety & Risk Management | 14% | - Address ethical AI considerations and bias mitigation - Manage data privacy and security compliance - Ensure regulatory compliance (GDPR, HIPAA, etc.) - Implement guardrails and safety controls |
| Topic 7: Solution Design & Architecture | 17% | - Design multi-agent systems and orchestration strategies - Align solutions to business value pillars - Design end-to-end architectures and feedback loops - Select architectural patterns: workflow, agentic, augmented LLM - Translate business problems into Claude-based AI solutions |
1. You are assessing a Claude-based system whose dominant risk is silent quality drift on safety-relevant outputs after a model-version upgrade.
Which assessment activity most directly addresses this risk?
A) Maintain an adversarial evaluation set with version-attributed scoring so each upgrade is measured against the same set before promotion.
B) Rotate adversarial inputs randomly so no two upgrades are scored on the same set.
C) Disable adversarial evaluation entirely during model-version upgrade cycles to reduce evaluation cost, accepting that safety drift will go undetected until it appears in production.
D) Skip evaluation on each model-version upgrade and rely on user-submitted complaints to surface safety drift after the upgraded model has already served production traffic.
2. You are an architect supporting the iteration phase of a deployed Claude-based system.
Which activity most directly fits this phase?
A) Discard the evaluation framework and reference set once the deployment is in production, accepting that future iterations will have no structured basis for measuring the impact of changes.
B) Stop measuring production outcomes once the deployment has successfully launched, treating the go- live milestone as the end of the evaluation and iteration cycle.
C) Rebuild the entire system architecture from scratch at the start of every iteration cycle regardless of what production telemetry, evaluations, and stakeholder feedback indicate is needed.
D) Review production telemetry, sampled output evaluations, and stakeholder feedback to identify the highest-impact change for the next cycle, then plan the change against the evaluation framework.
3. You are building an ethics-review checklist for deployments supported by artificial intelligence.
Which two checks belong on the list? (Select two.)
Each correct answer presents a complete solution.
A) Restrict ethics review to outputs that exceed a defined model-confidence threshold.
B) Confirm that high-impact decisions retain human accountability rather than being attributed to the model.
C) Confirm that latency and throughput targets are met across supported user populations.
D) Verify that outputs do not rely on generalizations about people that the underlying data does not support.
E) Confirm that vendor licensing terms permit the planned production use of the model.
4. 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) Revise the SLA definition collaboratively with stakeholders if current targets are not achievable given production constraints.
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) Pause all development and reallocate engineering resources entirely to latency optimization.
E) Replace the current Claude model with a third-party model that may offer lower latency without evaluation.
5. You are defining escalation criteria for ambiguous cases in an automated workflow.
Which set of criteria best supports consistent escalation?
A) No escalation criteria; the model decides independently on every turn whether to escalate, without explicit confidence thresholds, impact categories, or classifier-based ambiguity flags.
B) A confidence score below a defined threshold, presence of high-impact decision categories, ambiguity flags raised by content classifiers, and the user's explicit request for review.
C) Escalation at the discretion of whoever is available when the team's on-call engineer has spare capacity, without a defined threshold, category, or ambiguity criterion.
D) Escalation only after an affected customer has contacted support to complain, after the automated workflow has already completed without human review.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: B,D | Question # 4 Answer: A,B | Question # 5 Answer: B |
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