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| Section | Objectives |
|---|---|
| Stakeholder Engagement and Solution Lifecycle | - Stakeholder discovery and architectural trade-off communication - Solution lifecycle, handoff, adoption, and operational enablement |
| Enterprise Integration and Production | - Enterprise integration architecture and production readiness - Cost, latency, reliability, and operational design |
| Governance, Safety, and Risk | - Safety controls and fail-closed system design - Security, compliance, risk management, and governance |
| Solution Design | - Model, architecture, context, and deployment strategy selection - Claude platform and solution architecture |
| Evaluation and Optimization | - Model and architecture optimization - Evaluation design and acceptance criteria |
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NEW QUESTION # 125
A technical team is cataloging risks specific to Claude's use in a document-grounded Q & A system.
Which two items represent failure modes that are intrinsic to LLM-based systems rather than generic software defects? (Select two.)
Answer: C,E
Explanation:
Options A and B describe model-specific behavioral risks. An overly broad safety response is a false positive caused by how the language model interprets contextual or surface-level signals. A plausible but unsupported answer is a hallucination: the generated statement appears credible but lacks grounding in the retrieved evidence. Anthropic recommends grounding factual responses in source material, requiring citations, allowing Claude to express uncertainty, and verifying generated claims. Options C, D, and E are conventional infrastructure or application failures involving certificates, routing, and database connectivity. They can occur in systems that do not use an LLM and should be addressed through standard monitoring, configuration management, retry policies, and operational testing. Anthropic: Reduce hallucinations
NEW QUESTION # 126
A Claude architect is auditing configuration scope assignments.
Which two statements correctly identify an appropriate use of user-scope configuration versus other scopes?
(Select two.)
Answer: B,E
Explanation:
User scope applies to one engineer across every project and is therefore appropriate for portable personal preferences. Option A fits this definition because an interface theme belongs to the individual rather than to a repository or organization. Option B also fits because Claude Code provides a language setting for the preferred response language, and placing that preference in user scope makes it apply across repositories.
Option C requires managed configuration because an organization-wide security control must be centrally deployed and resistant to individual override. Option D belongs in project scope because repository-specific MCP endpoints must be shared consistently with that repository's contributors.
Option E describes credential handling rather than merely a preference assignment. Credentials must not be placed in a repository, but avoiding version control alone is insufficient. They must be stored through a supported secure authentication mechanism, protected environment configuration, operating-system credential facility, or approved secrets manager-not inserted as plaintext into an ordinary settings file.
Anthropic defines user scope as affecting one user across all projects, project scope as shared repository configuration, and managed scope as the location for enforceable organizational controls. It also explicitly lists themes and other personal settings as user-scope use cases. Claude Code Configuration Scopes Study Guide references/topics: User scope; project scope; managed configuration; personal preferences; repository-shared MCP configuration; credential protection.
NEW QUESTION # 127
You are reviewing a customer-support agent's configuration. Each candidate tool falls into one of four categories: (1) required to complete defined tasks, (2) frequently used and reduces hand-offs, (3) occasionally useful for unrelated work, (4) speculative future utility.
Which categories should typically remain in the agent configuration?
Answer: B
Explanation:
Category 1 tools are necessary for the agent to complete its approved responsibilities and must remain.
Category 2 tools are also justified when they are regularly used and eliminate predictable hand-offs without expanding the agent beyond its defined operating role.
Categories 3 and 4 create capability bloat. A tool that is occasionally useful only for unrelated work does not belong to this agent's responsibility boundary. A speculative tool has no validated requirement and adds attack surface, context consumption, authorization complexity, evaluation burden, and operational dependencies without demonstrated value.
Tool inclusion should be based on task traceability: every configured capability should map to a documented user journey, responsibility, permission scope, and evaluation case. Anthropic recommends least privilege so that a successful injection or model error can cause minimal damage. Mitigate Jailbreaks and Prompt Injections The architect should periodically review tool-call telemetry and remove unused capabilities. New tools can be added when a validated workflow requires them, after security review and evaluation. The objective is not the smallest possible catalog regardless of usefulness; it is the smallest catalog that reliably completes the agent's approved tasks.
Study Guide references/topics: Capability-bloat analysis; tool necessity; hand-off reduction; least privilege; attack-surface management; tool lifecycle review.
NEW QUESTION # 128
You are selecting a model for a new production workload and must complete the upstream steps before testing candidate models empirically.
Which two steps must be completed BEFORE running a representative sample on a candidate model? (Select two.) Each correct answer presents part of the solution.
Answer: A,B
NEW QUESTION # 129
A senior architect is preparing briefing materials on a new retrieval architecture. The executive sponsor has requested a summary of the architectural decision. Which framing is most appropriate for that audience?
Answer: D
Explanation:
Executive sponsors generally need architecture decisions translated into business significance. The briefing should explain what outcomes the retrieval architecture enables, why the chosen approach is valuable, which material trade-offs were accepted, and what major risks require awareness or sponsorship. This allows the executive to assess strategic alignment, investment value, and organizational exposure without becoming immersed in component-level implementation details. Option A is more appropriate for architects and engineering teams conducting a technical review. Option C is primarily suited to product and program stakeholders managing features, scope, and roadmap dependencies. Option D is designed for security, compliance, and risk-governance audiences requiring detailed control evidence. Although those perspectives remain important, option B provides the concise, outcome-oriented framing needed for an executive architectural decision summary.
NEW QUESTION # 130
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