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| Section | Weight | Objectives |
|---|---|---|
| Configuration and Knowledge Management | 12% | - Managing uploaded knowledge and connectors - Configuring Claude Projects - Managing instructions and knowledge sources - Maintaining configuration and knowledge sources |
| Troubleshooting and Optimization | 10% | - Adjusting approaches based on feedback and results - Diagnosing underperforming prompts and outputs - Optimizing workflows for efficiency and effectiveness |
| Governance, Risk, and Responsible Use | 15% | - Identifying appropriate and inappropriate AI use cases - Data sensitivity, privacy, and regulatory considerations - Organizational AI governance and policies - Ethical and responsible AI use |
| Prompting and Task Execution | 14% | - Task decomposition - Adapting prompting strategies to task types - Iterating prompts to improve output - Creating effective prompts |
| Product and Model Selection | 12% | - Selecting appropriate Claude product features - Balancing quality, speed, and cost - Selecting Claude models - Managing context limitations and memory |
| Output Evaluation and Validation | 21% | - Evaluating output accuracy and completeness - Fact-checking and validation - Editing, adapting, and refining outputs - Determining when human review or verification is required - Identifying hallucinations, inconsistencies, and bias |
| Workflow Integration and Solution Design | 16% | - Solution design and iteration - Analyzing requirements and use cases - Communicating Claude's value and limitations - Research, planning, and process optimization - Integrating Claude into existing workflows |
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NEW QUESTION # 17
A learning specialist is configuring a Claude Project for a recurring course-design workflow.
Which configuration approach best leverages a Skill alongside other Project elements?
Answer: C
Explanation:
Under the objective Configure Claude Projects with instructions and knowledge sources (Domain 5:
Configuration and Knowledge Management), maximizing the utility of Claude Projects involves harmonizing all built-in platform capabilities: custom instructions, knowledge bases, and specialized Skills.
Option B exemplifies an integrated configuration: packaging procedural execution logic into a Project Skill, uploading pedagogical frameworks and curriculum standards to Project knowledge, and authoring system instructions that explicitly define how Claude should utilize the Skill in conjunction with the knowledge repository. In contrast, creating contradictory instructions (Option A) causes prompt collisions and erratic behavior. Disabling skills (Option C) forces repetitive manual prompt engineering in every chat. Omitting supporting reference knowledge and system instructions (Option D) leaves the Project ungrounded and under- configured.
NEW QUESTION # 18
You are running a weekly feedback-and-adjustment cycle.
Which is the correct order of cycle steps?
(1) Translate feedback into one or two targeted adjustments for the next cycle.
(2) Run the next cycle and compare results against the prior cycle.
(3) Capture the specific feedback received during the review.
(4) Document what changed, what effect it produced, and any remaining issues.
(5) Decide whether to continue iterating, switch approach, or escalate.
Answer: D
Explanation:
Under the objective Adjust approach based on feedback and results , structured workflow iteration follows a disciplined empirical sequence to guarantee controlled optimization.
The feedback loop begins with intake: systematically capturing concrete, specific feedback and defect observations from the recent review session (Step 3). Next, that feedback is translated into one or two targeted, hypothesis-driven prompt or workflow modifications (Step 1). The practitioner then executes the revised workflow and directly benchmarks the new outputs against the previous baseline (Step 2). After execution, the practitioner documents the exact changes made, the measurable effects observed, and any residual edge cases (Step 4). Finally, the practitioner evaluates the results to determine the strategic direction-whether to perform another iteration cycle, pivot to an alternative prompting approach, or escalate to human stakeholders (Step 5). This establishes the correct operational sequence as 3, 1, 2, 4, 5 .
NEW QUESTION # 19
You are an analyst fact-checking a Claude-generated report. Two cited sources give conflicting dates for the same event.
Which approach is correct?
Answer: D
Explanation:
When cited sources conflict, the analyst must resolve the discrepancy through source hierarchy and corroboration. Option C is correct because a primary or authoritative source-such as the original announcement, official record, regulatory filing, or responsible organization's publication-provides stronger evidence than assumptions based on publication timing or repetition.
Publishing both dates without resolution transfers the analyst's verification responsibility to the reader.
Averaging dates is logically invalid because event dates are categorical facts, not measurements that can be meaningfully averaged. Selecting the newer source is also unreliable; a later publication can repeat an earlier error, refer to a different milestone, or introduce a transcription mistake. The analyst should determine whether the sources describe the same event, locate the most authoritative record, and retain a citation showing how the final date was confirmed.
Anthropic recommends making claims auditable through citations and checking generated statements against supporting source material. Its hallucination guidance further advises retracting a claim when adequate support cannot be found. Consequently, if no authoritative source resolves the discrepancy, the report should clearly disclose the uncertainty rather than manufacture a definitive date. Anthropic's guidance on reducing hallucinations
NEW QUESTION # 20
You are evaluating whether a "redesign new-hire onboarding" request should be decomposed before prompting Claude.
Which feature of the request most strongly indicates decomposition will help?
Answer: D
Explanation:
Option B presents a compound assignment with three materially different deliverables: a process map, supporting content, and a measurement plan. Each requires different inputs, reasoning steps, evaluation criteria, and output structures. Decomposing the request allows the team to define the onboarding objective, map the current process, design the future-state workflow, draft the supporting materials, establish success measures, and then integrate the components into a coherent package.
Task decomposition improves control because each intermediate result can be reviewed before it becomes an input to the next stage. It also prevents one large prompt from underdeveloping a component, overlooking dependencies, or blending incompatible formats. For example, measurement criteria should be based on the redesigned process rather than generated independently before the workflow is defined.
Options A, C, and D describe familiar or narrowly bounded work that can reasonably be handled with one structured prompt. Anthropic's workflow guidance recommends breaking complex interactions into unique tasks and using prompt chains when additional structure is needed. Decomposition should therefore be driven by the number of distinct deliverables and their dependencies, not simply by the length of the request.
Anthropic's Claude workflow guidance
NEW QUESTION # 21
You have iterated a Claude prompt eight times, and the output quality has plateaued for the last four attempts.
Which conclusion is most appropriate?
Answer: D
NEW QUESTION # 22
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