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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Developer Productivity & Operational Enablement | 7% | - Debugging and operational issue resolution - AI-assisted developer workflows - Developer enablement - Claude tooling configuration for teams |
| Topic 2: Evaluation, Testing & Optimization | 16% | - Cost and performance optimization - Evaluation framework design - A/B testing - Evaluation metrics and datasets - Production monitoring and optimization - System issue diagnosis |
| Topic 3: Stakeholder Communication & Lifecycle Management | 14% | - Solution lifecycle management - Discovery and requirements gathering - Stakeholder management - Architecture documentation - Service-level agreements - Communicating architectural decisions |
| Topic 4: Governance, Safety & Risk Management | 14% | - Regulatory and compliance requirements - Ethical AI considerations - Security and risk management - Human-in-the-loop validation - AI safety and guardrails |
| Topic 5: Integration | 19% | - RAG pipeline design
- Authentication and authorization analysis |
| Topic 6: Claude Models, Prompting & Context Engineering | 13% | - Prompt reuse and context engineering strategies - Claude model selection and trade-offs - Guardrails - Context window optimization - System prompts and prompt templates |
| Topic 7: Solution Design & Architecture | 17% | - Multi-agent systems and orchestration - Architectural patterns
- End-to-end architecture design - Alignment with business value, cost, performance, and SLAs - Decomposition techniques for complex problem solving |
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NEW QUESTION # 68
You are reviewing a peer's Claude Code permission rules for an enterprise rollout. The rules grant unrestricted Bash access to all projects across all developers.
Which response is most appropriate?
Answer: D
Explanation:
Unrestricted Bash access exposes filesystem, credential, process, network, package-management, and potentially infrastructure-administration capabilities across every repository. Option C applies least privilege by identifying the commands genuinely required by approved workflows and permitting only those patterns.
Explicit deny rules should protect destructive commands, sensitive files, credential stores, deployment systems, and other prohibited operations.
Anthropic's permission system supports allow, ask, and deny rules, with deny evaluated before ask and allow.
It also warns that command patterns intended to constrain network utilities can be fragile, so stronger controls such as WebFetch domain restrictions, hooks, and sandbox boundaries may be required. Claude Code Permissions Enterprise configuration should combine managed baseline restrictions with project-specific permissions where necessary. High-impact commands should remain subject to confirmation, and sandboxing should provide operating-system-level filesystem and network containment.
Options A and D deliberately enlarge the attack surface. Option B treats configuration simplicity as more important than enterprise security and fails to account for prompt injection, accidental commands, compromised repositories, or excessive human approval. The configuration should be narrow, auditable, centrally governed, and validated against real development workflows.
Study Guide references/topics: Claude Code permissions; Bash restrictions; least privilege; managed controls; explicit deny rules; sandboxing; enterprise rollout security.
NEW QUESTION # 69
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: C
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 # 70
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,C
Explanation:
Empirical model testing requires a defined decision frame. Option D must occur first because the quality threshold, acceptable latency, expected request volume, and associated cost envelope determine what constitutes a successful result. Without these criteria, a representative-sample test can produce measurements but cannot support a defensible selection.
Option C is the next upstream step. Known model capabilities and the workload profile are used to identify a plausible candidate rather than testing models arbitrarily. Anthropic's model-selection guidance recommends evaluating capability, speed, cost, and effort requirements before narrowing the candidate set. Choosing the Right Model Option A occurs after empirical testing because the architect cannot know which lightest model consistently meets the quality bar until sample results have been evaluated. Option B belongs to ongoing lifecycle management after a new version becomes available. Option E is a deployment-governance activity that follows successful model selection, security review, and readiness validation.
The correct sequence is: define workload criteria, shortlist candidate models, run a representative evaluation, compare quality and operational metrics, select the least costly model that reliably satisfies all gates, and periodically retest the decision.
Study Guide references/topics: Requirements-driven model selection; representative sampling; quality thresholds; latency and volume requirements; capability-cost trade-offs; model lifecycle reassessment.
NEW QUESTION # 71
You are designing a test strategy for a Claude-based pipeline that handles sensitive financial data.
Which two test types should be prioritized to cover both safety under attack and cross-component correctness? (Select two.)
Answer: A,B
Explanation:
Adversarial tests directly evaluate behavior under attack, including prompt injection, malformed records, malicious document content, credential-extraction attempts, and unauthorized tool requests. Integration tests provide the complementary coverage required by the question: they verify authentication, retrieval, prompt construction, model invocation, validation, logging, and downstream actions as one end-to-end system.
Regression, smoke, and unit testing remain valuable, but they do not jointly satisfy the two stated objectives.
A stable regression set measures previously established behavior; smoke tests provide shallow availability confirmation; and prompt-rendering unit tests cover only one component. Anthropic recommends explicit prompt-injection defenses and task-specific evaluations that represent both normal and edge-case traffic.
Prompt-injection mitigation
NEW QUESTION # 72
You are investigating an MCP server that fails on first launch but succeeds on subsequent runs. System permission dialogs appeared during the first launch.
Which response is most appropriate?
Answer: D
Explanation:
The observed sequence provides direct causal evidence: the initial connection was interrupted while the operating system awaited authorization, and later attempts succeeded after permission was granted. The correct response is to verify repeatability, document the first-run requirement, and incorporate it into installation or onboarding instructions. Reinstalling the operating system is disproportionate and destroys useful diagnostic state. Disabling permission dialogs weakens endpoint security and bypasses the control rather than addressing expected behavior. Replacing a server that operates correctly after authorization misclassifies a transient initialization condition as a permanent defect. Claude Code uses explicit permission controls to balance capability and safety, so first-use approval behavior should be accommodated rather than suppressed. Claude Code permissions
NEW QUESTION # 73
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