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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Governance, Risk, and Responsible Use | 15% | - Data sensitivity, privacy, and regulatory considerations - Identifying appropriate and inappropriate AI use cases - Ethical and responsible AI use - Organizational AI governance and policies |
| Topic 2: Troubleshooting and Optimization | 10% | - Optimizing workflows for efficiency and effectiveness - Adjusting approaches based on feedback and results - Diagnosing underperforming prompts and outputs |
| Topic 3: Output Evaluation and Validation | 21% | - Determining when human review or verification is required - Evaluating output accuracy and completeness - Fact-checking and validation - Editing, adapting, and refining outputs - Identifying hallucinations, inconsistencies, and bias |
| Topic 4: Product and Model Selection | 12% | - Selecting appropriate Claude product features - Managing context limitations and memory - Balancing quality, speed, and cost - Selecting Claude models |
| Topic 5: Configuration and Knowledge Management | 12% | - Managing instructions and knowledge sources - Maintaining configuration and knowledge sources - Managing uploaded knowledge and connectors - Configuring Claude Projects |
| Topic 6: Workflow Integration and Solution Design | 16% | - Integrating Claude into existing workflows - Solution design and iteration - Research, planning, and process optimization - Communicating Claude's value and limitations - Analyzing requirements and use cases |
| Topic 7: Prompting and Task Execution | 14% | - Iterating prompts to improve output - Creating effective prompts - Adapting prompting strategies to task types - Task decomposition |
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91. Frage
A knowledge worker often switches between Claude and another AI service while working on a long-running project.
Which Claude feature most directly reduces repetitive context-setting between sessions?
Antwort: B
Begründung:
Under the objective Select appropriate Claude product features (e.g., projects, research mode, chat, artifacts) , maintaining persistent context across extended workflows is supported by Claude's Memory features.
Claude's Memory allows users to store key preferences, ongoing project parameters, and working context that persist across independent chat sessions. Utilizing the memory import capability to transfer core project context from previous workspaces or external AI tools into Claude provides an immediate, grounded foundation for future interactions without requiring manual context re-entry in every session (Option A). In contrast, pasting static Artifacts manually into each new session (Option B) creates repetitive friction.
Utilizing Incognito mode (Option C) deliberately disables session memory, eliminating continuity. Disabling Memory and repeatedly re-pasting reference paragraphs (Option D) disregards the built-in feature designed to automate persistent context.
92. Frage
You are an analyst fact-checking a Claude-generated report. Two cited sources give conflicting dates for the same event.
Which approach is correct?
Antwort: D
Begründung:
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
93. Frage
You are optimizing a recurring Claude workflow and must complete the diagnostic steps before changing the workflow.
Which two diagnostic steps must be completed BEFORE changing the recurring workflow? (Select two.) Each correct answer presents part of the solution.
Antwort: A,B
Begründung:
Under the objective Identify, diagnose, and resolve issues with underperforming prompts and/or poor outputs , workflow optimization must be rooted in evidence-based diagnostics before making modifications to system instructions or prompt chains.
The diagnostic phase requires two prerequisite steps: establishing a quantitative baseline by measuring quality metrics, latency, token spend, and human intervention frequency across recent historical runs (Option D), and conducting a bottleneck analysis to pinpoint the exact sub-steps responsible for performance degradation, excessive token cost, or quality defects (Option B). Implementing changes without these baseline diagnostics leads to blind iterations. Deployment (Option C) and SOP updates (Option E) are downstream execution phases, while leadership notifications (Option A) occur after solutions are verified.
94. Frage
An HR associate is preparing to use Claude on a sensitive personnel matter. The organization's AI policy explicitly states that information related to ongoing investigations must not be entered into AI tools.
Which response best aligns with the policy?
Antwort: D
Begründung:
Option B follows the organization's explicit prohibition and preserves the appropriate escalation path.
Because the policy states that ongoing-investigation information must not be entered into AI tools, the associate should not attempt to create an informal exception. HR leadership or another authorized governance function can identify a compliant alternative, determine whether a separately approved system may be used, or require the work to be completed without AI.
Option A makes an unsupported assumption that the information automatically becomes permissible after the investigation closes. The scenario does not say this, and closed investigations may still contain confidential personnel data. Option C confuses a product privacy feature with organizational authorization. Even if a chat has limited retention or memory behavior, it remains an AI tool and therefore remains within the stated prohibition. Option D is also insufficient because paraphrasing does not necessarily remove sensitive facts, and the policy prohibits investigation-related information rather than only personally identifying details.
When an organizational policy is explicit, users must follow its actual wording instead of relying on perceived technical workarounds or personal interpretations of its intent. If the policy prevents completion of a legitimate business task, the correct action is to escalate and obtain an approved process-not to weaken, reinterpret, or bypass the control.
95. Frage
You are configuring a new Claude Project for a specific recurring workload.
Which Project configuration step should be performed first?
Antwort: D
Begründung:
The Project's purpose and recurring tasks must be defined before selecting knowledge sources, writing instructions, testing behavior, or inviting collaborators. Option A establishes the configuration requirements:
what the Project is intended to accomplish, which tasks belong within its scope, who will use the outputs, and what consistent behavior is required.
Only after the purpose is clear can the configurator determine which reference documents belong in Project knowledge and which persistent behavioral requirements belong in Project instructions. Testing follows configuration because a representative request must be evaluated against an expected result. Collaborator access should be configured after the Project's scope and information sensitivity are understood, allowing appropriate view or edit permissions to be assigned.
Option C begins adding materials without first determining their relevance. Option B attempts to test an undefined configuration. Option D introduces users before the Project's purpose, data, and access requirements have been established.
Anthropic describes Projects as self-contained workspaces with knowledge bases, focused chats, and persistent Project instructions. Its documentation explains that uploaded materials provide shared context and instructions control Claude's behavior across the Project's chats. Defining the recurring workload first prevents irrelevant knowledge, conflicting instructions, and excessive access. Anthropic's Project management guidance
96. Frage
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