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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Solution Design & Architecture | 17% | - Alignment with business value, cost, performance, and SLAs - Translating business problems into Claude-based AI solutions - End-to-end architecture design - Multi-agent systems and orchestration - Architectural patterns
|
| Topic 2: Evaluation, Testing & Optimization | 16% | - Cost and performance optimization - A/B testing - Production monitoring and optimization - System issue diagnosis - Evaluation metrics and datasets - Evaluation framework design |
| Topic 3: Governance, Safety & Risk Management | 14% | - AI safety and guardrails - Human-in-the-loop validation - Security and risk management - Ethical AI considerations - Regulatory and compliance requirements |
| Topic 4: Developer Productivity & Operational Enablement | 7% | - Claude tooling configuration for teams - AI-assisted developer workflows - Debugging and operational issue resolution - Developer enablement |
| Topic 5: Integration | 19% | - Authentication and authorization analysis - RAG pipeline design
|
| Topic 6: Claude Models, Prompting & Context Engineering | 13% | - Context window optimization - System prompts and prompt templates - Claude model selection and trade-offs - Prompt reuse and context engineering strategies - Guardrails |
| Topic 7: Stakeholder Communication & Lifecycle Management | 14% | - Service-level agreements - Architecture documentation - Stakeholder management - Communicating architectural decisions - Solution lifecycle management - Discovery and requirements gathering |
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NEW QUESTION # 47
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.
Answer: C,E
Explanation:
Credentials must never be supplied as prompt content. Prompts can be retained in traces, debugging output, caches, or logs, and model output may inadvertently expose included secrets. Credentials should instead be resolved server-side through an approved secret store or delegated authentication mechanism. Option C is also a serious gap because post-response RBAC occurs after unauthorized data has already entered model context.
Authorization must be enforced before retrieval and prompt construction. Options A, D, and E describe appropriate controls: least-privilege service identities, per-user scoped OAuth, and encrypted transport.
Anthropic's prompt-leak guidance recommends excluding unnecessary sensitive information, while Claude Code security relies on permission-based enforcement rather than natural-language instructions alone. Reduce prompt leak
NEW QUESTION # 48
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: D
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 # 49
You are building an ethics review checklist for deployments supported by artificial intelligence (AI). Which two checks belong on the list? (Select two.) Each correct answer presents a complete solution.
Answer: C,D
Explanation:
High-impact AI-supported decisions must retain clearly assigned human accountability. Claude may provide recommendations, classifications, or generated content, but responsibility for consequential outcomes cannot be transferred to the model. An ethics review should also investigate whether outputs make unsupported generalizations about individuals or groups, because such behavior can produce discriminatory, misleading, or harmful outcomes. Therefore, B and E directly address ethical accountability and fairness. Licensing in option A is an important legal and procurement concern, but it is not the strongest ethics-focused control presented.
Latency and throughput in option D are operational performance requirements. Option C is inappropriate because ethics risks are not limited to outputs above a confidence threshold; confidence values may also be poorly calibrated and do not prove that an output is fair, accurate, or ethically acceptable.
NEW QUESTION # 50
You are listing characteristics of strong architectural-decision communication.
Which two characteristics belong on the list? (Select two.)
Each correct answer presents a complete solution.
Answer: A,D
Explanation:
Strong decision communication must explain both how the decision was reached and how it will remain governed. Option D provides the reasoning structure: the alternatives considered and the criteria used to compare them. This allows reviewers to verify that capability, cost, latency, security, maintainability, integration complexity, and business outcomes were evaluated consistently rather than selectively.
Option A establishes lifecycle accountability. Architectural decisions depend on assumptions about requirements, models, data, regulations, usage volume, and operational constraints. Naming an owner and review cadence ensures the decision is reconsidered when those assumptions materially change.
Option B imposes a meeting mechanism rather than describing decision quality. Mandatory attendance by senior leaders may add delay without improving the clarity or correctness of the record. Option C removes important evidence and increases the chance that rejected approaches will be proposed again without addressing the original objections. Option E can improve consistency and discoverability, but visual standardization alone does not establish substantive architectural communication.
A strong decision record should therefore be evidence-based, audience-accessible, traceable to requirements, explicit about alternatives and consequences, assigned to an accountable owner, and governed by defined review triggers.
Study Guide references/topics: Architectural-decision communication; alternatives analysis; evaluation criteria; decision ownership; review cadence; changing assumptions; lifecycle governance.
NEW QUESTION # 51
You are supporting an engineer whose newly added MCP server does not appear in their Claude Code session.
Which diagnostic step should be tried first?
Answer: D
Explanation:
The first diagnostic action must establish whether Claude Code has loaded the MCP server configuration and whether it can connect to the registered endpoint. The official management command is claude mcp list; within Claude Code, /mcp can also be used to inspect server status. The listing distinguishes registered and connected servers from configurations that require authentication, approval, or connection troubleshooting.
Connect Claude Code to Tools via MCP
If the server was added or its configuration changed after the current session began, reconnecting or restarting the relevant Claude Code session is a proportionate next step. This ensures that configuration state and available tool definitions are refreshed before more intrusive troubleshooting begins. If the server is listed but unhealthy, the engineer can then inspect it with claude mcp get < name > and investigate transport, command path, credentials, workspace approval, or endpoint connectivity.
Options A, B, and D are operationally unsound because they discard working capabilities or environments before confirming the basic registration state. Disabling all MCP servers eliminates useful diagnostic comparisons; changing product families abandons the relevant configuration; reinstalling the operating system is grossly disproportionate and risks destroying evidence needed for diagnosis.
Study Guide references/topics: Claude Code environment configuration; MCP registration; server-status inspection; session refresh; targeted operational troubleshooting.
NEW QUESTION # 52
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