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| Section | Weight | Objectives |
|---|---|---|
| Solution Design & Architecture | 17% | - End-to-end architecture design - Alignment with business value, cost, performance, and SLAs - Translating business problems into Claude-based AI solutions - Multi-agent systems and orchestration - Architectural patterns
|
| Governance, Safety & Risk Management | 14% | - Regulatory and compliance requirements - Security and risk management - Ethical AI considerations - AI safety and guardrails - Human-in-the-loop validation |
| Integration | 19% | - Authentication and authorization analysis - RAG pipeline design
- Claude integration mechanisms
|
| Developer Productivity & Operational Enablement | 7% | - AI-assisted developer workflows - Developer enablement - Debugging and operational issue resolution - Claude tooling configuration for teams |
| Stakeholder Communication & Lifecycle Management | 14% | - Architecture documentation - Discovery and requirements gathering - Service-level agreements - Solution lifecycle management - Stakeholder management - Communicating architectural decisions |
| Evaluation, Testing & Optimization | 16% | - Evaluation metrics and datasets - Cost and performance optimization - Evaluation framework design - System issue diagnosis - A/B testing - Production monitoring and optimization |
| Claude Models, Prompting & Context Engineering | 13% | - System prompts and prompt templates - Claude model selection and trade-offs - Context window optimization - Prompt reuse and context engineering strategies - Guardrails |
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問題 #30
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.)
答案：C,D
解題說明：
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
問題 #31
A customer support team has proposed delegating customer refund decisions to a Claude-driven workflow with no human review for refunds under 50 USD. The team's reasoning is that small refunds are low-risk and human review would erase the efficiency gain.
Which Delegation-competency principle should guide your response?
答案：D
解題說明：
Transaction value is only one component of risk. Even a small refund can create fraud exposure, discriminatory outcomes, contractual violations, account compromise, policy inconsistency, or cumulative financial loss. Delegation should therefore depend on the nature, detectability, reversibility, and aggregate impact of failure-not a monetary threshold alone. Option B supports risk-stratified automation: routine, well- evidenced cases may proceed automatically, while anomalous, identity-sensitive, disputed, or policy-edge cases require review or escalation. Anthropic's trustworthy-agent principles emphasize maintaining meaningful human control rather than imposing universal review or unrestricted autonomy. Option A is unnecessarily absolute; Option C prioritizes efficiency over governance; and Option D prohibits potentially safe, controlled automation without risk analysis.
Study Guide references/topics: Delegation competency; human control; risk classification; reversibility; cumulative exposure; escalation design.
問題 #32
You are assessing data-exfiltration risk in a Claude-based assistant that has tools for both internal-document retrieval and outbound HTTP calls.
Which scenario most directly indicates a data-exfiltration risk?
答案：B
解題說明：
Option C describes indirect prompt injection combined with an outbound transmission channel. The attacker embeds instructions in content that the assistant treats as evidence. If the model follows those instructions, it can retrieve sensitive information and transmit it through the HTTP tool to an attacker-controlled destination.
Authorization to read a document does not automatically authorize external disclosure. The architecture should treat retrieved content as untrusted, restrict outbound domains, separate data access from external communication, apply least-privilege tool permissions, and require approval for sensitive transmissions.
Options A, B, and D describe normal authorized behavior without evidence of unintended disclosure.
Anthropic specifically warns that combining untrusted content, sensitive data, and network tools creates exfiltration risk. Web-fetch security guidance ; handling untrusted tool results
問題 #33
You are running a risk assessment on a planned Claude-based deployment and must complete the inventory steps before assessing threats against assets.
Which two steps must be completed BEFORE assessing threats against assets to estimate likelihood and impact? (Select two.) Each correct answer presents part of the solution.
答案：A,B
解題說明：
Threat assessment requires an inventory of what must be protected and who or what may threaten it. Asset identification should cover prompts, retrieved documents, credentials, model outputs, audit logs, tools, external systems, and sensitive business or personal data. Sensitivity classifications establish the potential confidentiality, integrity, safety, and availability impact of compromise. Threat actors and attack vectors must then be enumerated so likelihood and impact can be assessed against specific assets. Mitigation recommendations, residual-risk acceptance, ownership, and final documentation follow the analysis; they cannot be completed coherently before the threats are understood. Anthropic's security transparency materials similarly emphasize maintaining threat models that reflect relevant attacker tactics and techniques. Anthropic Transparency Hub
問題 #34
A solutions architect is analyzing stakeholder feedback collected after the first quarter of a Claude-powered procurement automation deployment. The feedback includes four statements: (1) "Our procurement team is processing 3x more purchase orders per analyst per day." (2) "We have eliminated the manual data entry role entirely and redeployed those staff to vendor relationship management." (3) "The API integration costs are running 40% over the projected per-transaction budget." (4) "Response latency during end-of-month batch runs is averaging 11 seconds, against our committed 5-second SLA." Which of the following correctly identifies the primary business value pillar each stakeholder statement represents?
答案：C
解題說明：
Statement 1 measures efficiency because the same operating unit-one procurement analyst-now processes three times as many purchase orders per day. It reflects increased throughput and reduced effort per transaction within the existing procurement process.
Statement 2 represents transformation. The organization has not merely accelerated manual data entry; it has eliminated that role from the workflow and redirected employees toward higher-value vendor relationship management. This is a structural redesign of responsibilities and operating practices.
Statement 3 is a solution-cost issue because the measured API integration expense exceeds the approved per- transaction financial model by 40%. The architect must investigate token consumption, model routing, caching, retrieval overhead, tool calls, and integration charges while protecting the required quality level.
Statement 4 directly concerns the performance SLA. The observed 11-second latency is compared with an explicit contractual or operational target of five seconds. This is not simply an efficiency complaint; it is a measurable breach of a defined service-level commitment.
The architect should map each stakeholder statement to its dominant value pillar before recommending remediation because throughput, organizational transformation, cost control, and SLA compliance require different architectural responses.
Study Guide references/topics: Business-value pillars; efficiency; transformation; solution cost; performance SLAs; stakeholder-outcome classification.
問題 #35
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