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| Section | Weight | Objectives |
|---|---|---|
| Troubleshooting and Optimization | 10% | - Optimizing workflows for efficiency and effectiveness - Diagnosing underperforming prompts and outputs - Adjusting approaches based on feedback and results |
| Output Evaluation and Validation | 21% | - Determining when human review or verification is required - Identifying hallucinations, inconsistencies, and bias - Editing, adapting, and refining outputs - Fact-checking and validation - Evaluating output accuracy and completeness |
| Configuration and Knowledge Management | 12% | - Managing instructions and knowledge sources - Managing uploaded knowledge and connectors - Configuring Claude Projects - Maintaining configuration and knowledge sources |
| Governance, Risk, and Responsible Use | 15% | - Data sensitivity, privacy, and regulatory considerations - Identifying appropriate and inappropriate AI use cases - Organizational AI governance and policies - Ethical and responsible AI use |
| Product and Model Selection | 12% | - Selecting Claude models - Managing context limitations and memory - Balancing quality, speed, and cost - Selecting appropriate Claude product features |
| Workflow Integration and Solution Design | 16% | - Solution design and iteration - Integrating Claude into existing workflows - Research, planning, and process optimization - Communicating Claude's value and limitations - Analyzing requirements and use cases |
| Prompting and Task Execution | 14% | - Task decomposition - Iterating prompts to improve output - Creating effective prompts - Adapting prompting strategies to task types |
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NEW QUESTION # 53
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: B,E
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 # 54
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: A,B
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 # 55
A manager is deciding what changes to make while conducting a Memory maintenance review for a long- running workflow.
Which two actions best support Memory quality over time? (Select two.)
Answer: D,E
Explanation:
Option B creates a recoverable checkpoint before maintenance. Exporting the current Memory allows the manager to restore important context if a necessary entry is accidentally removed or rewritten incorrectly.
Option E performs the actual quality maintenance by removing stale or inaccurate information and adding durable context that the workflow still requires.
Deleting everything, as proposed in Option A, discards valid context and forces the system to reconstruct it imperfectly from later activity. Option C assumes that the absence of a reported problem proves every stored entry remains accurate; stale Memory may affect future tasks even when current outputs appear acceptable.
Option D eliminates useful continuity instead of correcting the specific quality problems.
Anthropic allows users to view, edit, and export Memory. Its documentation states that exported Memory can serve as a backup or be transferred to another service. Users can also add information that Claude has not automatically retained. A responsible maintenance cycle should therefore back up the current state, inspect entries for accuracy and relevance, remove obsolete details, add missing durable context, and verify future outputs. This preserves continuity while reducing the risk that outdated assumptions contaminate later sessions. Anthropic's Memory import and export guidance
NEW QUESTION # 56
You are reviewing a Claude-generated competitor brief for unsupported claims.
Which is the correct order of review steps?
(1) Cross-check each specific claim against the supplied source material or trusted external references.
(2) Decide whether to correct, re-prompt, or escalate based on the findings.
(3) Document each unsupported or inconsistent claim with its location and severity.
(4) Identify the specific factual claims, statistics, and citations in the brief.
(5) Read the brief from beginning to end and flag any claims that feel surprising.
Answer: D
Explanation:
Answer C is correct. A defensible fact-check begins with a complete reading of the brief (5), which reveals its overall argument and flags surprising or unusually confident assertions. The reviewer then identifies the concrete factual claims, statistics, and citations that can actually be tested (4). Those items are checked against supplied evidence or trustworthy external sources (1). Any unsupported, contradictory, or inaccurate claim is then recorded with its location and severity (3), creating a usable audit trail. Only after the evidence is assembled should the reviewer decide whether to correct the text, re-prompt Claude, or escalate the issue (2).
This produces the sequence 5, 4, 1, 3, 2. Option D reverses the first two activities, while Options A and B attempt verification before a proper claim inventory exists. Anthropic's guidance recommends structured research, explicit success criteria, and verification across sources; the AI Fluency framework's Discernment and Diligence competencies also keep evaluation and accountability with the human reviewer. The PDF marks D, but that order is weaker and should be corrected to C. Anthropic prompting best practices
NEW QUESTION # 57
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: B
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 # 58
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