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| Section | Weight | Objectives |
|---|---|---|
| Troubleshooting and Optimization | 10% | - Adjust prompts and configuration to improve results - Identify causes of poor or unexpected outputs - Diagnose context and performance issues |
| Prompting and Task Execution | 14% | - Apply task decomposition to structure complex requests - Adapt prompting strategies by task type - Iterate prompts to improve output quality - Create effective prompts for business and technical tasks |
| Product and Model Selection | 12% | - Match model capabilities to task requirements - Understand model differences and use cases - Select appropriate Claude product features |
| Output Evaluation and Validation | 21% | - Apply fact-checking and validation methods - Determine when human review is required - Evaluate outputs for accuracy, completeness, and consistency - Detect hallucinations, biases, and inconsistencies |
| Configuration and Knowledge Management | 12% | - Configure Claude Projects with instructions - Maintain consistent system-level behavior - Manage knowledge sources and context |
| Governance, Risk, and Responsible Use | 15% | - Apply responsible AI principles and policies - Understand limitations and ethical boundaries - Manage data sensitivity and privacy risks |
| Workflow Integration and Solution Design | 16% | - Plan end-to-end Claude-augmented workflows - Integrate Claude into existing business workflows - Design AI-assisted processes and solutions |
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問題 #113
You are reviewing items proposed for inclusion in a Project that supports policy summaries.
Which two items are appropriate to include in the Project? (Select two.) Each correct answer presents part of the solution.
答案：A,B
解題說明：
Under the objective Configure Claude Projects with instructions and knowledge sources , curating Project scope requires adding only persistent, relevant reference assets while maintaining strict boundaries against unrelated context.
Option A represents foundational system instructions and prompt scaffolding: specifying target formatting schemas, structural sections, and audience expectations ensures consistent, repeatable policy summaries across all chats. Option B provides the canonical ground truth: uploading the current active policy documentation into the Project knowledge base gives Claude the direct reference material needed to generate factually grounded summaries. In contrast, uploading general presentation slide decks (Option C) injects unneeded token overhead. Including active legal case files (Option D) or employee onboarding records from unrelated workflows (Option E) causes context bleed, violates data compartmentalization principles, and wastes context window capacity.
問題 #114
You are an analyst working on a one-off complex problem that genuinely requires multi-step reasoning over an extended chain of thought.
Which model is best suited to this work?
答案：D
解題說明：
Among the models presented in the answer choices, Opus is the best fit for a one-off, highly complex problem requiring sustained multi-step reasoning. Opus models are intended for demanding knowledge work and advanced reasoning where output quality is more important than obtaining the lowest latency or cost.
Anthropic's model guidance distinguishes higher-capability Opus models from balanced Sonnet models and faster, more economical Haiku models. Claude Platform Docs Option A incorrectly prioritizes speed and cost even though the task explicitly requires complex reasoning.
Haiku is more appropriate for high-volume, latency-sensitive, or comparatively straightforward tasks. Option B identifies a genuine advantage of Sonnet-its balance of capability, speed, and cost-but the task is described as sufficiently difficult to justify choosing the stronger reasoning option. Option D is incorrect because model performance does not remain identical as task complexity increases.
Model selection should follow the actual requirements of the work. Important considerations include reasoning depth, accuracy requirements, latency, expected usage volume, and cost. A routine, repeatable classification workflow might favor Haiku, while many everyday professional tasks fit Sonnet. A difficult specialized problem where reasoning quality is the primary concern supports selecting Opus from the available choices.
問題 #115
You are validating evaluation criteria proposed for a Claude-generated business brief.
Which three criteria are valid for evaluating a Claude-generated brief? (Select three.) Each correct answer presents part of the solution.
答案：A,B,D
解題說明：
Options A, B, and C are correct. The source document incorrectly instructed the reader to select two and omitted Option B, even though Anthropic explicitly recognizes tone and style as valid evaluation dimensions.
The question has therefore been corrected to "Select three."
Factual accuracy measures whether claims faithfully reflect the supplied sources. Style consistency evaluates whether the brief follows the organization's established voice, terminology, and audience expectations.
Format and length compliance determine whether Claude followed explicit deliverable constraints. Together, these criteria cover factual fidelity, audience suitability, and instruction adherence.
Option D is not a sound criterion because an external industry word-count benchmark may have no relationship to the actual business need. The relevant measure is compliance with the requested length and sufficient coverage of the required material. Option E is also invalid as written: an executive summary is required only if the task specification, template, or audience needs call for one. Automatically demanding it would evaluate an unstated requirement.
Anthropic's evaluation documentation identifies task fidelity, relevance, tone and style, context utilization, and other task-specific success criteria as valid dimensions. It also stresses that criteria should be specific, measurable, achievable, and relevant. See Anthropic's official evaluation guidance .
問題 #116
You are prioritizing optimization actions across a recurring Claude workflow.
Which optimization action typically has the highest impact in a recurring knowledge workflow?
答案：B
解題說明：
Option A generally creates the greatest recurring benefit because it converts an informal, repeatedly reconstructed process into a reusable Claude workspace. A properly configured Project can preserve stable instructions, authoritative reference materials, terminology rules, audience requirements, output expectations, and workflow constraints across related conversations. This reduces repeated context-setting and helps different team members obtain more consistent results.
Option C may improve the next execution, but a prompt stored informally can still be copied incorrectly, separated from its references, or used without the latest organizational requirements. Codifying the workflow within a Project makes the improved prompt and its supporting context reusable. Option B can make deliverables easier to read, but it primarily affects presentation rather than the reliability and efficiency of the complete workflow. Option D improves file organization after the output is generated but does not directly strengthen Claude's input, reasoning context, or output consistency.
The Project should still be tested with representative requests and maintained over time. Teams must update stale references, refine instructions when recurring defects appear, and document any required human-review steps. Nevertheless, when a knowledge workflow is repeated frequently, centralizing its persistent context and instructions typically produces a broader improvement than editing a single prompt, template, or storage location.
問題 #117
A knowledge worker is defining what "workflow optimization" means at the Associate level for the team's recurring AI-supported workflows.
Which description is most accurate?
答案：A
解題說明：
Option B gives the most accurate definition of workflow optimization. The objective is to improve measurable performance-such as cycle time, quality, consistency, cost, or throughput-without removing controls that protect accuracy, privacy, compliance, and accountable decision-making. Claude should be introduced where its capabilities provide clear leverage, such as drafting, summarization, classification, source synthesis, or structured extraction.
Option A incorrectly assumes that fewer steps always produce a better workflow. Some steps, including validation, escalation, approval, and documentation, exist because they control significant risks. Removing them may reduce apparent processing time while increasing rework or downstream harm. Option C similarly treats maximum automation as the goal. A manual step should remain human-controlled when it requires authority, empathy, professional judgment, or responsibility for a consequential decision. Option D confuses optimization with inflexible standardization. Templates can improve consistency, but workflows must still accommodate legitimate differences in inputs and risk.
A sound optimization process maps the current workflow, measures its bottlenecks, removes duplication, selects suitable Claude-supported steps, defines hand-offs, retains necessary reviews, and pilots the revised process against a baseline. The change is successful only when evidence shows that it improves the intended operational outcomes without weakening quality or governance.
問題 #118
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