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| Section | Weight | Objectives |
|---|---|---|
| Solution Design & Architecture | 17% | - Translate business problems into Claude-based AI solutions - Align solutions to business value pillars - Select architectural patterns: workflow, agentic, augmented LLM - Design multi-agent systems and orchestration strategies - Design end-to-end architectures and feedback loops |
| Stakeholder Communication & Lifecycle Management | 14% | - Document architectures and support full lifecycle phases - Communicate architectural decisions and trade-offs - Manage stakeholder feedback and expectation alignment - Conduct structured discovery and requirement gathering |
| Governance, Safety & Risk Management | 14% | - Ensure regulatory compliance (GDPR, HIPAA, etc.) - Address ethical AI considerations and bias mitigation - Manage data privacy and security compliance - Implement guardrails and safety controls |
| Claude Models, Prompting & Context Engineering | 13% | - Mitigate prompt injection, leaks, and jailbreak risks - Select appropriate Claude models based on trade-offs - Apply context engineering and context management techniques - Design system prompts, templates, and guardrails |
| Integration | 19% | - Integrate with data pipelines and RAG systems - Design authentication, authorization, and observability - Integrate Claude with enterprise systems, APIs, and tools - Implement Model Context Protocol (MCP) integrations |
| Developer Productivity & Operational Enablement | 7% | - Support debugging, monitoring, and operational resolution - Improve developer workflows with AI-assisted tooling - Configure Claude tools and environments for teams |
| Evaluation, Testing & Optimization | 16% | - Test accuracy, reliability, latency, and cost - Optimize performance, prompting, and model selection - Implement iterative improvement pipelines - Define evaluation metrics and success criteria |
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NEW QUESTION # 50
You are rolling out monitoring for a Claude-based deployment and must complete the specification steps before instrumenting the deployment.
Which two steps must be completed BEFORE instrumenting the deployment to emit metrics and traces?
(Select two.)
Each correct answer presents part of the solution.
Answer: C,E
NEW QUESTION # 51
You are selecting a protocol for a single low-latency stateless tool call from a Claude-based assistant to an internal pricing service that already exposes a stable HTTP API.
Which integration mechanism is the most appropriate?
Answer: C
Explanation:
A direct call to the existing stable HTTP endpoint is the simplest mechanism that satisfies the stated requirements. The interaction is stateless, requires only one tool invocation, and has a strict latency objective.
Adding session management, message-bus translation, or another model-mediated agent would introduce unnecessary network hops, operational dependencies, failure modes, and processing latency.
The assistant's tool implementation should validate input parameters, authenticate through a server-side credential mechanism, apply narrowly scoped authorization, set explicit timeouts, and validate the pricing response before returning it to Claude. Credentials must never be supplied by or exposed to the model.
Appropriate logging should capture request attribution, endpoint outcome, and timing without unnecessarily recording sensitive data.
Anthropic describes the Claude API as a RESTful interface and supports custom tools in which the application executes the requested function or API operation. Claude API Overview , Tool Use Overview MCP could be justified when standardized discovery or reuse across clients is required, but the scenario already supplies a stable API and does not establish that additional requirement.
Study Guide references/topics: Protocol selection; direct API integration; stateless calls; latency minimization; scoped credentials; avoiding unnecessary agentic complexity.
NEW QUESTION # 52
An architect is reviewing a set of architecture documentation packages before handing off a Claude-based pipeline to an implementation team.
Which two characteristics indicate that a documentation package is sufficient to support implementation without ongoing architect involvement? (Select two.)
Answer: B,E
Explanation:
Implementation-ready documentation must provide both executable specifications and preserved architectural reasoning. Option A supplies the contracts an implementation team needs to build components independently:
configuration schemas, accepted inputs, produced outputs, validation requirements, and integration boundaries. These details prevent teams from inventing incompatible assumptions about data structures, tool behavior, error handling, or component ownership.
Option B complements the technical contracts with a decision log. Recording the selected design, underlying constraints, alternatives considered, and reasons for rejection enables implementers to distinguish deliberate architectural decisions from accidental omissions. It also prevents previously rejected approaches from being reintroduced without new evidence.
A high-level business narrative in Option C may explain purpose but cannot direct component-level implementation. Contact information in Option D provides an escalation route, but documentation is not sufficient if routine progress still depends on the architect's availability. Option E records activity rather than a decision; a model list without the selected model and selection rationale leaves critical cost, latency, capability, and evaluation assumptions unresolved.
A strong handoff package should permit implementation, testing, and support teams to proceed while escalating only genuinely new architectural questions.
Study Guide references/topics: Architecture documentation; interface contracts; configuration schemas; Architecture Decision Records; implementation handoff; decision traceability.
NEW QUESTION # 53
You are evaluating a Claude-based deployment for adherence to a specific regulation.
Which two steps must be completed BEFORE mapping deployment data flows to specific regulatory clauses?
(Select two.)
Each correct answer presents part of the solution.
Answer: B,E
Explanation:
Regulatory assessment must begin by establishing scope. Option B determines whether the regulation applies by examining processed data, affected jurisdictions, users, and deployment purpose. Without this analysis, clause mapping could apply irrelevant obligations or omit applicable ones. Option E establishes the platform's existing compliance capabilities, including audit records, retention controls, access governance, data residency, and compliance-export functionality. Anthropic's Trust Center provides control and certification information, while the Compliance API supports programmatic access to activity and governance records.
Options A and D occur after regulatory clauses have been mapped and gaps identified. Option C follows prioritization and approval of remediation actions.
Study Guide references/topics: Regulatory applicability; compliance affordance inventory; control mapping; gap assessment; residual risk; remediation sequencing.
NEW QUESTION # 54
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.
Answer: B,C
Explanation:
An ethics review must examine unsupported generalizations, stereotyping, disparate treatment, and other conclusions about people that are not justified by the evidence. It must also preserve identifiable human accountability for consequential decisions; responsibility cannot be transferred to a probabilistic system.
Licensing is a legal and commercial-control question, while latency and throughput are operational requirements. Both remain important, but neither is the central ethical test presented here. Restricting review to low-confidence or threshold-triggering outputs is also inadequate because models can express harmful or biased conclusions with high confidence. Ethical review should cover representative populations, protected and intersectional groups, high-impact outcomes, override mechanisms, transparency, and channels for challenge or appeal.
Study Guide references/topics: Bias and unsupported generalization; human accountability; consequential decisions; ethical oversight.
NEW QUESTION # 55
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