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| Section | Weight | Objectives |
|---|---|---|
| Product and Model Selection | 12% | - Managing context limitations and memory - Balancing quality, speed, and cost - Selecting Claude models - Selecting appropriate Claude product features |
| Workflow Integration and Solution Design | 16% | - Communicating Claude's value and limitations - Integrating Claude into existing workflows - Analyzing requirements and use cases - Solution design and iteration - Research, planning, and process optimization |
| Output Evaluation and Validation | 21% | - Identifying hallucinations, inconsistencies, and bias - Evaluating output accuracy and completeness - Editing, adapting, and refining outputs - Fact-checking and validation - Determining when human review or verification is required |
| Prompting and Task Execution | 14% | - Task decomposition - Creating effective prompts - Adapting prompting strategies to task types - Iterating prompts to improve output |
| Configuration and Knowledge Management | 12% | - Maintaining configuration and knowledge sources - Configuring Claude Projects - Managing uploaded knowledge and connectors - Managing instructions and knowledge sources |
| Troubleshooting and Optimization | 10% | - Optimizing workflows for efficiency and effectiveness - Adjusting approaches based on feedback and results - Diagnosing underperforming prompts and outputs |
| Governance, Risk, and Responsible Use | 15% | - Organizational AI governance and policies - Identifying appropriate and inappropriate AI use cases - Data sensitivity, privacy, and regulatory considerations - Ethical and responsible AI use |
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質問 # 67
A knowledge worker is explaining the cost, speed, and quality trade-offs across Claude models to a colleague.
Which generalization correctly describes the trade-off?
正解：A
解説：
Option B is the best generalization, although the source's original phrase "consume more of the rate limit" was technically imprecise and has been corrected to "consume more resources." Anthropic's current model comparison characterizes Haiku as the fastest and lowest-cost tier, Sonnet as a balance of speed and intelligence, and Opus or higher capability tiers as appropriate for more demanding work with greater cost or latency.
Option A incorrectly assumes that higher capability automatically reduces usage consumption. Option C makes the opposite unsupported absolute: lightweight models do not always require multiple passes. Option D ignores documented differences in latency, pricing, context capacity, tool support, and workload suitability.
The generalization must not be treated as a universal per-task law. Anthropic now advises evaluating cost per completed task rather than relying only on per-token pricing. A stronger model may complete difficult work in fewer turns and can occasionally cost less overall than repeated attempts with a smaller model. Teams should therefore define quality, latency, volume, and budget requirements, then benchmark candidate models on representative workloads. Option B remains the correct broad comparison, but empirical testing determines the actual production choice. See Anthropic's model comparison , model-selection guidance , and cost-per- task guidance .
質問 # 68
A Claude associate is incorporating reviewer feedback that named two specific issues with a Claude-drafted brief. The rest of the brief was accepted as written.
Which next step is most likely to produce a strong revision?
正解：C
解説：
Under the objective Iterate prompts to improve output quality , maintaining control over revisions requires isolating changes to verified defects while preserving approved content.
When downstream reviewers formally approve the vast majority of an artifact and highlight only two specific deficiencies, the optimal revision approach is surgical: instruct Claude or apply edits to remediate those two exact issues while leaving all approved sections untouched (Option C). Documenting the targeted changes ensures total traceability during subsequent review rounds. In contrast, rewriting the entire deliverable from scratch (Option B) risks introducing regressions into previously accepted sections. Similarly, arbitrarily altering unrelated paragraphs (Option A) or bundling unrequested personal improvements (Option D) creates scope creep and increases reviewer overhead.
質問 # 69
You are a compliance specialist applying the organization's policy to a proposed Claude use case.
Which policy-application step should be performed first?
正解：B
解説：
Answer A is correct. Policy application must begin by identifying the provisions that govern the proposed Claude use case. The specialist first needs to understand the use case's purpose, users, data, affected individuals, intended outputs, level of automation, and potential consequences. These characteristics determine which organizational requirements concerning privacy, security, human oversight, acceptable use, regulated activities, and recordkeeping are applicable.
After identifying the relevant provisions, the specialist compares the proposed use case against those requirements, corresponding to Option D. Based on that assessment, the specialist can approve the use case, require modifications or safeguards, or reject it, as described in Option B. The use case, analysis, controls, and final decision should then be recorded in the compliance register, corresponding to Option C. The logical sequence is therefore A, D, B, and C.
Starting with approval would be premature because no compliance analysis has occurred. Similarly, a meaningful comparison cannot be completed until the applicable provisions have been identified.
Documentation is important, but it records the assessment and decision rather than replacing them. Correct policy application therefore begins with scope determination and proceeds through comparison, decision, and documentation. This supports consistent governance and an auditable decision trail. Anthropic Usage Policy
質問 # 70
An associate is responding to an executive who claims that Claude will eliminate the need for any human review on customer-facing content. The executive is the budget approver for the team's AI tools.
Which response is most appropriate?
正解：A
解説：
Under the objective Communicate Claude's value and limitations to stakeholders (Domain 4: Workflow Integration and Solution Design), business professionals must balance diplomacy with responsible AI stewardship when engaging leadership.
Option D provides the professional and grounded response: it validates the executive's enthusiasm for AI efficiency and productivity acceleration, while clearly framing why human-in-the-loop oversight is non- negotiable for external, customer-facing deliverables. Providing concrete examples of hallucination risks, brand alignment nuances, and liability considerations grounds the explanation in business risk management.
Deferring to authority and eliminating human checks (Option C) or experimenting on live customers without review (Option B) creates severe reputational and commercial exposure. Bypassing the executive to escalate externally (Option A) damages working relationships and avoids direct stakeholder management.
質問 # 71
Preparing an AI-assisted work product for external delivery, a senior manager is applying the AI Fluency Framework Diligence competency.
Which step best reflects Diligence principles?
正解：C
解説：
Option D correctly applies Diligence because it preserves human accountability throughout the use of Claude.
AI assistance does not transfer responsibility for the accuracy, legality, suitability, or consequences of a deliverable to the model. The responsible professional must identify claims, calculations, citations, recommendations, and other elements requiring independent validation and must correct deficiencies before the material is distributed externally.
Anthropic defines Diligence as taking responsibility for what people do with AI and how they do it. This includes maintaining appropriate oversight, recognizing the limitations of generated content, and ensuring that important outputs receive review proportionate to their impact. Anthropic's hallucination-reduction guidance similarly states that critical information must be validated because techniques that reduce hallucinations cannot eliminate them entirely.
Options A and B explicitly attempt to transfer accountability to Claude, which is incompatible with Diligence.
Option C incorrectly treats fluent presentation as proof of factual accuracy. Language models can produce convincing but unsupported statements, so apparent confidence cannot replace verification. The manager must retain ownership of the final work product and independently validate the elements that could affect external stakeholders. Anthropic's AI Fluency definitions and hallucination guidance
質問 # 72
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