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| Section | Objectives |
|---|---|
| Evaluation and Optimization | - Model and architecture optimization - Evaluation design and acceptance criteria |
| Solution Design | - Claude platform and solution architecture - Model, architecture, context, and deployment strategy selection |
| Governance, Safety, and Risk | - Safety controls and fail-closed system design - Security, compliance, risk management, and governance |
| 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 |
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NEW QUESTION # 63
A research summarization assistant has been deployed for six months. A user has flagged that a generated summary contained a fabricated citation. The product team has asked whether the incident requires architectural action or whether it is an isolated case.
Which two Diligence-competency actions should you take? (Select two.)
Each correct answer presents part of the solution.
Answer: B,D
Explanation:
A single confirmed fabrication requires investigation, but it does not establish the population-level failure rate. Sampling recent summaries determines prevalence, affected content types, and whether the incident correlates with particular prompts, documents, or model versions. The architecture must also be examined for grounding controls, including source-constrained generation, citation rendering, claim-to-source verification, and rejection of unsupported statements. Anthropic recommends making factual outputs auditable through citations and requiring supporting quotations for important claims. Immediate universal shutdown may become necessary if the risk is severe, but doing so before establishing scope is not the most disciplined first response. Options D and E dismiss evidence without validation and would prevent corrective action.
Reducing hallucinations
NEW QUESTION # 64
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: A,C
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 # 65
A business sponsor has requested an AI solution to "improve customer experience." The sponsor cannot articulate which customer journey is failing, which metric reflects the failure, or which decisions the AI should support. The sponsor is asking you to begin design work next week.
Which delegation-competency action should you take first?
Answer: C
Explanation:
The request is not yet design-ready because it lacks a defined failure, affected user journey, supported decision, target population, and measurable outcome. The architect should therefore facilitate structured discovery rather than prematurely selecting an AI pattern or model.
Discovery should identify where the current customer journey breaks down, who experiences the problem, what decision or task requires assistance, what data is available, and which metric would demonstrate improvement. The team can then establish baseline performance, target thresholds, operational constraints, risks, and explicit non-goals. Anthropic's evaluation guidance states that an LLM application should begin with clearly defined success criteria and a method for measuring them. Define Success Criteria and Build Evaluations Option A abandons the sponsor instead of helping translate a business concern into an actionable problem.
Option B risks producing a generic demonstration unrelated to a validated customer need. Option C substitutes the architect's assumptions for stakeholder evidence and may commit the organization to the wrong scope.
Competent delegation begins by defining the decision, intended outcome, authority boundaries, and target metric before determining which responsibilities should be assigned to Claude, conventional software, or human reviewers.
Study Guide references/topics: Structured discovery; delegation competency; problem definition; target metrics; decision support; measurable business outcomes.
NEW QUESTION # 66
An architect is reviewing a Claude-based candidate-screening tool prior to deployment. A stakeholder asserts that because the model was not trained on company data, no bias evaluation is necessary.
Which two responses most accurately challenge this assertion? (Select two.)
Answer: A,C
Explanation:
The absence of company-specific training does not establish unbiased behavior. A foundation model may reflect demographic associations or unequal treatment patterns originating from pretraining data, model behavior, prompt framing, retrieval content, or the surrounding decision workflow. Because candidate screening can materially affect employment opportunities, the complete system must be evaluated across relevant protected groups before deployment. Appropriate measures include selection-rate differences, false- positive and false-negative rates, calibration, intersectional slices, and human override patterns. Disclosure that AI is used does not replace empirical fairness testing. Protected-class labels need not have been explicit in training data for proxy variables or inferred attributes to produce disparities. Provider policies similarly do not validate a customer's specific implementation. Anthropic system cards document discriminatory-bias evaluations, reinforcing the need for application-level testing. Claude model system card
NEW QUESTION # 67
You are defining when to introduce a project subagent versus relying on Claude Code's general capabilities.
Which scenario most directly justifies a dedicated subagent?
Answer: D
Explanation:
A dedicated subagent is justified when specialization is recurring and operationally valuable. Option A allows the team to encode a database-review role once, including its system prompt, triggering description, permitted tools, model, and review criteria. This improves consistency across sessions, isolates specialized context, and applies least privilege by withholding unrelated capabilities. Anthropic's custom subagent documentation supports task-specific prompts, model selection, tool allowlists, permission modes, hooks, skills, and persistent memory. A one-time question does not justify the maintenance overhead of a reusable agent definition, while Options C and D explicitly provide no specialization requirement. The subagent should also have clear invocation conditions, evaluation cases, ownership, and lifecycle review.
Study Guide references/topics: Claude Code subagents; task specialization; context isolation; model routing; scoped permissions; reusable automation.
NEW QUESTION # 68
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