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| Section | Weight | Objectives |
|---|---|---|
| Troubleshooting and Optimization | 10% | - Optimize workflows for efficiency and effectiveness - Adjust approaches based on feedback and results - Identify and diagnose issues with underperforming prompts or poor outputs |
| Prompting and Task Execution | 14% | - Iterate prompts to improve output quality - Create effective prompts for business and technical tasks - Adapt prompting strategy by task type - Apply task decomposition techniques to structure complex requests |
| Governance, Risk, and Responsible Use | 15% | - Follow organizational AI policies and governance standards - Apply data sensitivity, regulatory, and privacy considerations - Identify appropriate and inappropriate use cases - Understand ethical implications of Claude use |
| Product and Model Selection | 12% | - Differentiate between Claude model types - Manage context limitations and memory - Align model selection with task requirements - Select appropriate Claude product features |
| Workflow Integration and Solution Design | 16% | - Analyze requirements and use cases - Use Claude for research, planning, and process optimization - Support solution design through iteration - Integrate Claude into existing workflows and communicate its value and limitations |
| Configuration and Knowledge Management | 12% | - Maintain and update configurations - Configure Claude Projects with instructions and knowledge sources - Manage uploaded knowledge and connectors - Create effective system-level instructions |
| Output Evaluation and Validation | 21% | - Apply fact-checking and validation techniques - Organize and curate information and select appropriate output formats - Edit and adapt outputs for the intended audience - Identify hallucinations, inconsistencies, and biases in responses - Determine when human review or additional verification is required - Evaluate Claude-generated outputs for accuracy and completeness |
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NEW QUESTION # 86
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: C
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 # 87
The first output from Claude is partially useful but has tone and detail issues.
Which two refinement actions are most likely to produce a meaningfully better output? (Select two.) Each correct answer presents a complete solution.
Answer: B,E
Explanation:
Option A directly addresses the tone problem by specifying both the required voice and the audience for whom the response is being written. Audience context helps Claude determine vocabulary, technical depth, formality, and emphasis. Option B addresses ambiguity by providing a concrete example that demonstrates the desired structure, detail level, tone, and overall quality.
Option C may produce superficial variation, but it does not correct the prompt's underlying deficiencies.
Option D supplies no actionable description of what must improve. Option E increases output variability without clarifying the missing tone or detail requirements and may make results less consistent.
Prompt iteration should be diagnostic. The user should identify the specific defect, modify one or more prompt elements that control that defect, generate a new output, and compare it with the original success criteria. If the response remains too general, the next revision might add required sections, source material, minimum depth, or an evaluation rubric.
Anthropic's prompting guidance recommends clear instructions, relevant context, examples, and explicit output requirements. Examples are particularly useful when the intended standard is difficult to describe abstractly. A and B therefore introduce information Claude can act upon, while the other choices merely repeat or randomize the same insufficient instruction. Anthropic's prompt-engineering guidance
NEW QUESTION # 88
You are an operations lead sorting Claude-driven research tasks by which deliver the most value.
Which two Claude-driven research tasks deliver the highest value in a typical analysis workflow? (Select two.) Each correct answer presents a complete solution.
Answer: D,E
Explanation:
Options A and D provide the highest analytical leverage. Synthesizing a large collection of interview transcripts requires reading extensive qualitative material, finding repeated themes, comparing perspectives, and organizing evidence into a usable structure. Claude can significantly reduce the time required for this work, provided the analyst validates the themes and retains traceability to the underlying interviews.
Drafting a comparative summary from public materials is similarly valuable because Claude can organize information across multiple sources, identify meaningful differences, and create a consistent comparison framework. The reviewer must still verify factual claims, source currency, and whether important counterevidence was omitted.
Option B is primarily visual formatting work and does not capitalize on Claude's strongest language-analysis capabilities. Option C may be useful, but basic transcription is normally a narrower processing task than cross- source synthesis or comparative analysis. Option E is inappropriate because fabricated "representative" quotations could be mistaken for actual customer evidence. Claude should summarize themes or label synthetic examples explicitly, never manufacture quotations and present them as research findings.
Claude creates the greatest research value when it accelerates source-grounded synthesis while a human remains responsible for validation, interpretation, and downstream decisions.
NEW QUESTION # 89
You are reviewing Connector setups that colleagues have proposed for various tasks.
Which two Connector setups represent safe and appropriate uses? (Select two.) Each correct answer presents a complete solution.
Answer: A,E
Explanation:
Under the objective Manage uploaded knowledge and connectors (e.g., Google Drive, Gmail) , establishing data connectors requires adhering to the principle of least privilege, strict scope boundary management, and robust data classification.
Option B is an authorized, safe integration: connecting Claude to an approved, bounded project management workspace with explicit scope controls allows the model to summarize tasks and sprint updates safely. Option D is an ideal read-only integration, granting access to public documentation and reference repositories where confidential data leakage risks are zero. Conversely, connecting AI tools to core payroll infrastructure (Option E) or sensitive personnel/HR databases (Option A) introduces severe compliance, privacy, and unauthorized access liabilities. Linking personal cloud storage repositories containing unvetted mixed personal data (Option C) violates data governance standards by risking unintentional exposure of private files.
NEW QUESTION # 90
You are a marketing manager using Claude to ideate concepts for a campaign and must complete the framing steps before generating concepts.
Which two framing steps must be completed BEFORE asking Claude to generate concepts? (Select two.) Each correct answer presents part of the solution.
Answer: C,D
Explanation:
Effective ideation requires a clear creative frame. Option A defines what the campaign is intended to achieve and how success will be assessed. Option D defines the intended audience and brand voice, ensuring that generated concepts are relevant to the people being addressed and consistent with the organization's identity.
Options B and C occur after concepts have been generated. A finalist cannot be selected or developed until candidate concepts exist. Option E concerns execution planning and should follow concept selection, validation, and approval. Scheduling does not provide the creative direction Claude needs during initial ideation.
A strong ideation prompt might specify the campaign objective, audience characteristics, brand attributes, channel, constraints, prohibited themes, desired number of concepts, and the dimensions along which the ideas should differ. Claude can then explore broadly within meaningful boundaries. Success metrics also create criteria for evaluating ideas after generation, preventing selection from being driven solely by subjective preference.
Anthropic's prompting guidance emphasizes providing clear context, objectives, audience information, and output expectations. For brainstorming, the framing should constrain relevance without prescribing the final answer so tightly that concept diversity is eliminated. Anthropic's prompting best practices
NEW QUESTION # 91
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