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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Claude Models, Prompting & Context Engineering | 13% | - Design system prompts, templates, and guardrails - Apply context engineering and context management techniques - Select appropriate Claude models based on trade-offs - Mitigate prompt injection, leaks, and jailbreak risks |
| Topic 2: Stakeholder Communication & Lifecycle Management | 14% | - Communicate architectural decisions and trade-offs - Conduct structured discovery and requirement gathering - Document architectures and support full lifecycle phases - Manage stakeholder feedback and expectation alignment |
| Topic 3: Evaluation, Testing & Optimization | 16% | - Optimize performance, prompting, and model selection - Implement iterative improvement pipelines - Define evaluation metrics and success criteria - Test accuracy, reliability, latency, and cost |
| Topic 4: Solution Design & Architecture | 17% | - Align solutions to business value pillars - Design multi-agent systems and orchestration strategies - Translate business problems into Claude-based AI solutions - Design end-to-end architectures and feedback loops - Select architectural patterns: workflow, agentic, augmented LLM |
| Topic 5: 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 |
| Topic 6: Governance, Safety & Risk Management | 14% | - Ensure regulatory compliance (GDPR, HIPAA, etc.) - Implement guardrails and safety controls - Address ethical AI considerations and bias mitigation - Manage data privacy and security compliance |
| Topic 7: Integration | 19% | - Integrate Claude with enterprise systems, APIs, and tools - Integrate with data pipelines and RAG systems - Implement Model Context Protocol (MCP) integrations - Design authentication, authorization, and observability |
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NEW QUESTION # 126
When communicating an architectural decision to a security and compliance reviewer, which content set is most aligned with that audience's primary concerns?
Answer: D
Explanation:
Security and compliance reviewers must determine whether material threats have been identified, whether required controls address those threats, how remaining exposure will be accepted, and whether the decision can be demonstrated during an audit. Option C supplies exactly that evidence.
The threat model establishes protected assets, trust boundaries, adversaries, attack paths, and likely failure modes. Control mappings connect technical and procedural safeguards to organizational policies, regulatory requirements, and assurance frameworks. Residual-risk acceptance criteria define which risks may remain after mitigation, who has authority to accept them, and when further treatment is mandatory. Audit traceability connects requirements and decisions to implementation evidence, evaluations, approvals, logs, and operational monitoring.
Option A is designed primarily for product management. Option B addresses engineering planning and execution. Option D is appropriate for an executive sponsor who requires business justification and a concise risk summary but normally does not perform detailed control verification.
Audience adaptation should not alter the architectural decision itself. It changes the depth, terminology, evidence, and ordering used to communicate the decision. Security and compliance reviewers require verifiable control evidence rather than only schedule, implementation, or business-level summaries.
Study Guide references/topics: Audience-specific communication; threat modeling; compliance control mapping; residual-risk acceptance; audit evidence; architectural decision traceability.
NEW QUESTION # 127
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.
Answer: B,D
NEW QUESTION # 128
A Claude architect is configuring a shared Claude Code environment for a twelve-person development team.
Which two configuration decisions most directly establish a consistent, secure team environment? (Select two.)
Answer: A,B
NEW QUESTION # 129
You are evaluating an evaluation set used to score a Claude-based hiring-support tool. The set is drawn from one geographic region and one tenure band.
Which response is most appropriate?
Answer: B
Explanation:
An evaluation set must represent the populations, operating conditions, and use cases that the deployed system will encounter. A dataset drawn from only one geographic region and one tenure band cannot reliably demonstrate that the hiring-support tool performs consistently across its intended users. Expanding the evaluation set enables architects to identify regional performance differences, tenure-related errors, unsupported generalizations, and potentially discriminatory outcomes before broader deployment. The system should then be rescored using the expanded dataset, with results examined across relevant population slices rather than relying only on an aggregate score. Options A and B preserve or worsen the representation gap.
Option D is also inappropriate because qualitative feedback can supplement structured evaluation but cannot replace measurable, repeatable testing of accuracy, fairness, and reliability across the intended deployment population.
NEW QUESTION # 130
You are reviewing a peer's draft architecture decision record (ADR). The ADR states the decision and the technical detail but does not state the alternatives considered or the trade-offs accepted.
Which response is most appropriate?
Answer: B
Explanation:
An ADR must preserve not only the selected decision but also the context, alternatives evaluated, and trade- offs consciously accepted. Without this information, future engineers cannot determine whether the decision remains valid after requirements, Claude models, costs, security controls, or integration capabilities change.
Option B completes the record while retaining the valid technical detail already documented. Option A destroys useful evidence and replaces durable documentation with unreliable organizational memory. Option C produces an incomplete record that cannot support audits, onboarding, or later architectural review. Option D changes the decision without evidence or a decision-making process. For Claude solutions, ADRs should typically capture the chosen model and integration pattern, rejected alternatives, evaluation evidence, security implications, operational consequences, and conditions that would trigger reconsideration.
NEW QUESTION # 131
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