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| Section | Weight | Objectives |
|---|---|---|
| Output Evaluation and Validation | 21% | - Apply fact-checking and validation techniques - Evaluate Claude-generated outputs for accuracy and completeness - Edit and adapt outputs for the intended audience - Organize and curate information and select appropriate output formats - Identify hallucinations, inconsistencies, and biases in responses - Determine when human review or additional verification is required |
| Configuration and Knowledge Management | 12% | - Create effective system-level instructions - Maintain and update configurations - Configure Claude Projects with instructions and knowledge sources - Manage uploaded knowledge and connectors |
| Governance, Risk, and Responsible Use | 15% | - Understand ethical implications of Claude use - Apply data sensitivity, regulatory, and privacy considerations - Identify appropriate and inappropriate use cases - Follow organizational AI policies and governance standards |
| Prompting and Task Execution | 14% | - Iterate prompts to improve output quality - Create effective prompts for business and technical tasks - Apply task decomposition techniques to structure complex requests - Adapt prompting strategy by task type |
| Workflow Integration and Solution Design | 16% | - Integrate Claude into existing workflows and communicate its value and limitations - Analyze requirements and use cases - Support solution design through iteration - Use Claude for research, planning, and process optimization |
| Product and Model Selection | 12% | - Select appropriate Claude product features - Align model selection with task requirements - Manage context limitations and memory - Differentiate between Claude model types |
| Troubleshooting and Optimization | 10% | - Identify and diagnose issues with underperforming prompts or poor outputs - Adjust approaches based on feedback and results - Optimize workflows for efficiency and effectiveness |
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NEW QUESTION # 27
You are designing a checklist for evaluating Claude outputs and must complete the upstream steps before scoring an output.
Which two steps must be completed BEFORE scoring a Claude output against the checklist? (Select two.) Each correct answer presents part of the solution.
Answer: B,C
Explanation:
An evaluation cannot be applied consistently until the organization defines what the output must achieve and what score constitutes an acceptable result. Therefore, the evaluator must first define task-specific criteria, such as factual accuracy, completeness, relevance, tone, format compliance, privacy preservation, or citation quality. The evaluator must then establish a threshold or decision rule that separates acceptable from unacceptable performance.
Anthropic's evaluation guidance states that successful AI applications begin with clearly defined success criteria followed by evaluations that measure performance against those criteria. Effective criteria should be specific, measurable, achievable, and relevant to the application's purpose. A threshold converts those criteria into an operational decision-for example, requiring all material claims to be supported or setting a minimum score across defined dimensions.
Options A, D, and E occur after evaluation. Promotion into production follows an acceptable result.
Escalation to a senior reviewer occurs after an output fails or presents elevated risk. Recording the final score and reviewer comments also follows the scoring activity. Without B and C, different reviewers could apply inconsistent standards or approve an output without knowing what "acceptable" means. Anthropic's evaluation guidance
NEW QUESTION # 28
You are a communications specialist preparing to describe Claude's role in a workflow to multiple stakeholder groups and must complete the preparation steps before drafting messages.
Which two preparation steps must be completed BEFORE drafting the stakeholder messages? (Select two.) Each correct answer presents part of the solution.
Answer: A,B
Explanation:
Under the Claude objective Communicate Claude's value and limitations to stakeholders , crafting effective change-management and enablement communications requires establishing core positioning and audience segmentation prior to drafting content.
Before composing stakeholder updates, the specialist must first define the core ground truth: what specific operational role Claude plays, what tasks it augments, and what strict boundaries or limitations exist (Option C), including human review requirements and non-delegable tasks. Simultaneously, the specialist must segment audience cohorts (e.g., leadership, end users, compliance teams) to identify their distinct concerns, technical familiarity, and required takeaways (Option B). Establishing these two pillars ensures that communications are accurate, targeted, and set realistic expectations. Post-drafting activities such as sending materials (Option D), archiving (Option A), or hosting follow-up forums (Option E) occur only after foundational messaging is developed.
NEW QUESTION # 29
You are a business analyst deciding which output-formatting and context-window practices to recommend to teammates.
Which two practices represent effective use of the context window? (Select two.) Each correct answer presents part of the solution.
Answer: A,D
Explanation:
Answers D and E are correct. Trimming irrelevant material keeps the context concentrated on information that can influence the requested result. This reduces distraction, avoids wasting context capacity, and lowers the chance that stale or unrelated content will compete with authoritative sources. Clear section headers separate instructions, source material, examples, and task inputs, helping Claude distinguish their functions and attribute claims correctly. Anthropic's prompting guidance recommends structured long-context inputs and descriptive XML tags for exactly this reason: explicit boundaries reduce ambiguity when a prompt contains multiple content types or documents. Option A is unsafe as a general practice because reusing an unchanged context block can carry obsolete facts or irrelevant constraints into a new request. Option B indiscriminately includes complete email threads, creating noise and potentially unnecessary personal or confidential data.
Option C removes all source boundaries, making attribution and instruction following harder. Although Anthropic also recommends placing long-form documents before the query in large-context prompts, placement cannot compensate for poor curation or missing structure. Effective context management therefore has two complementary parts: select only relevant material and organize that material into clearly labelled sections. D performs the curation step, while E supplies the structure needed for reliable interpretation.
Anthropic long-context prompting guidance
NEW QUESTION # 30
You are a marketing manager deciding what to include in custom instructions for a writing-focused Project.
Which two items belong in the custom instructions? (Select two.)
Each correct answer presents a complete solution.
Answer: B,E
Explanation:
Project instructions should contain persistent behavioral requirements that apply across the Project's recurring tasks. Option B defines the expected structure and length of typical deliverables, while Option C establishes the organization's brand voice and tonal requirements. Both are stable instructions that Claude should consistently apply across chats.
Option A concerns unrelated internal messages and therefore does not belong in a Project dedicated to external writing deliverables. Option D reflects one reviewer's personal preference rather than an approved organizational standard. Option E can be valuable, but the representative document itself is better stored as Project knowledge or attached reference material. The custom instructions can direct Claude to follow that approved example, but they should not attempt to reproduce an entire sample document unnecessarily.
Anthropic explains that Project instructions are intended to provide project-specific context, workflow guidelines, task requirements, and roles that apply consistently across multiple conversations. Uploaded Project knowledge supplies the source documents and reference examples Claude should consult. Separating durable behavioral rules from supporting reference material makes the configuration easier to maintain and reduces conflicting guidance. Consequently, B and C are the correct instruction-level elements. Anthropic's personalization and Project-instruction guidance
NEW QUESTION # 31
You are a bank manager presented with a request to use Claude as the sole decision-maker on customer credit- line approvals.
Which response is most appropriate?
Answer: A
Explanation:
Credit-line approval directly affects an individual's financial eligibility and is therefore a high-risk financial decision. Claude may assist analysts by summarizing application information, checking completeness, organizing evidence, or identifying cases requiring further review, but qualified humans must retain final decision authority. Option C provides this augmentation model.
Option A values processing speed over fairness, regulatory compliance, explainability, and accountability.
Option B is unacceptable because compliance and risk controls must be established before production, not after customers are affected. Option D increases the risk by allowing Claude both to decide and communicate a consequential financial determination without professional review.
Anthropic's Usage Policy explicitly identifies loan approvals and creditworthiness determinations as high-risk financial use cases. It requires a qualified professional to review advice, recommendations, or subjective decisions that directly affect consumers before finalization. The organization remains responsible for accuracy and appropriateness. Depending on the deployment, disclosure of AI involvement may also be required.
A compliant workflow should define permitted assistance, require human approval, validate the model's outputs, monitor for disparate impact, document decision rationale, and provide appropriate appeal or correction processes. Claude should augment professional judgment, not replace the accountable decision- maker. Anthropic's high-risk use-case requirements
NEW QUESTION # 32
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