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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Troubleshooting and Optimization | 10% | - Adjusting approaches based on feedback and results - Optimizing workflows for efficiency and effectiveness - Diagnosing underperforming prompts and outputs |
| Topic 2: Output Evaluation and Validation | 21% | - Fact-checking and validation - Editing, adapting, and refining outputs - Evaluating output accuracy and completeness - Determining when human review or verification is required - Identifying hallucinations, inconsistencies, and bias |
| Topic 3: Product and Model Selection | 12% | - Selecting appropriate Claude product features - Managing context limitations and memory - Selecting Claude models - Balancing quality, speed, and cost |
| Topic 4: Configuration and Knowledge Management | 12% | - Managing uploaded knowledge and connectors - Managing instructions and knowledge sources - Configuring Claude Projects - Maintaining configuration and knowledge sources |
| Topic 5: Workflow Integration and Solution Design | 16% | - Research, planning, and process optimization - Analyzing requirements and use cases - Communicating Claude's value and limitations - Solution design and iteration - Integrating Claude into existing workflows |
| Topic 6: Governance, Risk, and Responsible Use | 15% | - Data sensitivity, privacy, and regulatory considerations - Organizational AI governance and policies - Identifying appropriate and inappropriate AI use cases - Ethical and responsible AI use |
| Topic 7: Prompting and Task Execution | 14% | - Task decomposition - Iterating prompts to improve output - Adapting prompting strategies to task types - Creating effective prompts |
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NEW QUESTION # 26
You are running an optimization pass on a recurring workflow.
Which is the correct order of optimization steps?
(1) Apply targeted optimization to the bottleneck step.
(2) Roll out the optimized workflow to the broader team and document the change.
(3) Identify the bottleneck step using measured time per step and queue length.
(4) Map the current workflow steps, owners, and decision points.
(5) Pilot the change with a small group and measure the effect against the prior baseline.
Answer: C
Explanation:
The correct sequence is 4,3,1,5,2. Optimization must begin by mapping the current workflow, including its steps, owners, inputs, handoffs, and decision points. Without an accurate current-state map, the team cannot reliably associate delays or defects with a particular stage. It should then use measured evidence-such as processing time, waiting time, queue length, rework, or error frequency-to identify the actual bottleneck.
After locating the constraint, the team can apply a targeted improvement to that step. Changing the workflow before identifying the bottleneck, as in Option C, risks optimizing a noncritical activity while leaving the primary delay untouched. The change should next be piloted with a limited group and compared against the previous baseline. This determines whether the intervention improves throughput or quality without creating downstream problems. Only after a successful pilot should the process be rolled out broadly and formally documented.
This sequence is consistent with Anthropic's evaluation approach: define measurable criteria, test changes against representative conditions, and validate performance before production use. Option D identifies the bottleneck before establishing the workflow map needed to interpret the measurements. Anthropic's evaluation guidance
NEW QUESTION # 27
You are organizing connected data sources for a team and must complete the planning steps before authorizing any connection.
Which two planning steps must be completed BEFORE authorizing a new Connector? (Select two.) Each correct answer presents part of the solution.
Answer: A,E
Explanation:
Options A and D are correct because Connector authorization creates a security and data-governance boundary. Before connecting a service, the team must confirm that the provider is trusted and approved under organizational vendor-management requirements. It must also determine what data Claude could access, how that data is classified, and whether the proposed users have legitimate permission to use it.
Anthropic explains that Connectors can retrieve data and take actions in connected services. Claude inherits the user's source-system permissions, while custom Connectors may connect to services that Anthropic has not verified. Anthropic therefore advises users to connect only to trusted servers, carefully review requested permissions, minimize unnecessary scopes, and remain aware that connected tools may read, modify, or delete data. These considerations directly support approved-vendor and data-authorization checks.
Training may be necessary before rollout, but it does not have to be completed before the authorization decision itself. Decommissioning legacy Connectors and migrating reports are implementation or lifecycle activities that ordinarily follow approval and transition planning. They do not replace the initial trust, classification, and permission assessment. Therefore, A and D are the required pre-authorization controls. See Anthropic's Connector overview and custom Connector security guidance .
NEW QUESTION # 28
A Claude associate is reviewing a Claude-drafted set of customer-segment descriptions for an internal marketing brief. One description applies a generalization about a demographic group's purchasing behavior that does not hold for individual customers in the segment.
Which response is most appropriate?
Answer: A
Explanation:
Option B removes the unsupported demographic generalization and replaces it with evidence-based behavioral analysis. A useful customer segment should be grounded in observable factors-such as purchase frequency, product usage, channel preference, or demonstrated needs-rather than assumptions about how members of a demographic group supposedly behave.
Internal distribution does not eliminate bias risk. An internal marketing brief may influence targeting, product decisions, resource allocation, or customer treatment. Therefore, Option A is incorrect. Option C is unnecessarily broad because responsible segmentation remains possible when criteria are relevant, lawful, and supported by data. Option D preserves the biased claim and merely adds a disclaimer; acknowledging that a generalization is unreliable does not make it appropriate to retain.
The reviewer should identify the unsupported statement, examine the underlying evidence, replace group- level assumptions with validated patterns, and test whether the revised description unfairly disadvantages or misrepresents customers. Anthropic's Usage Policy prohibits promoting discriminatory practices based on protected or identifying attributes and emphasizes responsible handling of potentially biased outputs. AI Fluency Discernment similarly requires users to assess the usefulness, limitations, and consequences of generated material rather than accepting plausible wording uncritically. Anthropic's Usage Policy
NEW QUESTION # 29
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: C,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 # 30
You are a project manager working through a long planning conversation with Claude and must keep the conversation productive as it grows.
Which two practices keep a long planning conversation productive? (Select two.) Each correct answer presents a complete solution.
Answer: A,B
Explanation:
Under the objective Understand, manage context limitations and memory considerations and when to restart, summarize, or persist , managing conversational state across long planning sessions is essential for maintaining output quality and coherence. Large Language Models operate within finite context windows where attention can degrade as extraneous tokens accumulate.
Option B is a best practice because shifting subtopics often dilutes earlier instructions; explicitly restating key constraints and strategic goals ensures the model anchors its attention on active parameters without being distracted by obsolete conversational turns. Option C represents context compression-a core technique where key milestones, agreed parameters, and decisions are consolidated into a dense summary. This reduces token overhead, frees up working memory, and prevents hallucination or drift. Conversely, opening a new thread for every minor question (Option A) fractures contextual continuity, switching topics arbitrarily (Option D) pollutes attention heads, and avoiding summarization (Option E) accelerates context bloat and degrades performance.
NEW QUESTION # 31
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