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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Governance, Risk, and Responsible Use | 15% | - Organizational AI governance and policies - Ethical and responsible AI use - Identifying appropriate and inappropriate AI use cases - Data sensitivity, privacy, and regulatory considerations |
| Topic 2: Workflow Integration and Solution Design | 16% | - Analyzing requirements and use cases - Communicating Claude's value and limitations - Research, planning, and process optimization - Solution design and iteration - Integrating Claude into existing workflows |
| Topic 3: Troubleshooting and Optimization | 10% | - Optimizing workflows for efficiency and effectiveness - Adjusting approaches based on feedback and results - Diagnosing underperforming prompts and outputs |
| Topic 4: Output Evaluation and Validation | 21% | - Editing, adapting, and refining outputs - Identifying hallucinations, inconsistencies, and bias - Evaluating output accuracy and completeness - Determining when human review or verification is required - Fact-checking and validation |
| Topic 5: Configuration and Knowledge Management | 12% | - Maintaining configuration and knowledge sources - Configuring Claude Projects - Managing instructions and knowledge sources - Managing uploaded knowledge and connectors |
| Topic 6: Prompting and Task Execution | 14% | - Iterating prompts to improve output - Creating effective prompts - Task decomposition - Adapting prompting strategies to task types |
| Topic 7: Product and Model Selection | 12% | - Selecting Claude models - Selecting appropriate Claude product features - Balancing quality, speed, and cost - Managing context limitations and memory |
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139. Frage
You have iterated a Claude prompt eight times, and the output quality has plateaued for the last four attempts.
Which conclusion is most appropriate?
Antwort: B
Begründung:
Under the objective Adjust approach based on feedback and results , recognizing the law of diminishing returns in prompt engineering is essential for operational efficiency.
When a prompt has undergone multiple revision cycles (e.g., eight iterations) and the output quality plateaus with no observable improvement over four consecutive attempts, further micro-tweaks to the prompt text are unlikely to succeed. Option C provides the appropriate path forward: recognizing that the prompting approach has plateaued and pivoting either to direct human editing/review (human-in-the-loop completion) or fundamentally redesigning the workflow strategy (such as decomposing the task into smaller chained sub- prompts or switching model tiers). In contrast, accepting flawed output uncritically (Option A) compromises standards, abandoning the initiative silently (Option B) violates project accountability, and iterating indefinitely (Option D) wastes time and token budget.
140. 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: C
Begründung:
Under the objective Apply data, privacy sensitivity, regulatory policies, and privacy considerations , compliance with explicit organizational AI governance and data boundary mandates is mandatory.
When corporate policy strictly prohibits entering information concerning active personnel investigations into AI tools, employees must fully adhere to that boundary without attempting informal workarounds. Option B correctly enforces compliance: immediately refraining from submitting any investigation-related text to Claude and escalating to HR leadership to determine authorized, conventional processing channels.
Attempting to bypass the rule via Incognito mode (Option C) or informal paraphrasing/anonymization (Option D) violates the explicit governance mandate and risks data spillage in legally sensitive matters.
Assuming the data can simply be entered once closed (Option A) ignores enduring confidentiality requirements.
141. Frage
A knowledge worker is adjusting an approach after a successful pilot revealed two opportunities for further improvement. The pilot's core results were positive, and the team is preparing for a broader rollout.
Which adjustment is most appropriate?
Antwort: A
Begründung:
Answer B is correct. The pilot has already demonstrated that the core approach is effective, so the team should retain the successful elements while making targeted changes for the two identified improvement opportunities. A controlled comparison before full rollout then provides evidence that the revised approach performs at least as well as the original pilot and that the modifications produce the expected improvement.
Option A ignores known improvement opportunities and unnecessarily carries identified weaknesses into production. Option C implements the changes during the broader rollout without validating them first.
Monitoring is necessary, but it is not a substitute for controlled pre-rollout testing because defects could affect many more users. Option D tests only the two opportunities in isolation. This may fail to evaluate how the new changes interact with the rest of the successful workflow.
A controlled comparison can evaluate the pilot configuration and the revised configuration against the same acceptance criteria, representative cases, and quality measures. This preserves what worked while reducing the risk of unintended regression. Anthropic's evaluation guidance recommends measurable success criteria, task-specific tests, and evaluations that distinguish between competing approaches. Therefore, B represents the strongest evidence-based adjustment before scaling the workflow. Anthropic: Define success criteria and build evaluations
142. Frage
A Claude associate is evaluating whether to enable a Skill that was provided by an unfamiliar third party.
Which two checks best support a sound trust decision? (Select two.)
Antwort: B,E
Begründung:
A Skill from an unfamiliar party must be treated as untrusted until its origin and behavior are reviewed.
Option A verifies provenance and confirms that the Skill is permitted by the organization's governance process. Option B applies least privilege by examining what the Skill can access or execute and determining whether those capabilities are necessary for its stated task.
Public availability, popularity, or favorable reviews do not establish security. A Skill can contain instructions, scripts, dependencies, external calls, or other resources capable of causing unintended actions or exposing data. Therefore, Options C and D substitute reputation for technical and organizational validation. Option E is also unsafe because Skills may execute code or access resources available in the surrounding environment; assumed workflow boundaries are not a reliable security control.
Anthropic warns that malicious or compromised Skills can create prompt-injection, unauthorized-access, and data-exfiltration risks. Its guidance instructs users to install Skills only from trusted sources and to inspect bundled files, scripts, dependencies, network calls, and requested operations before enabling them.
Organizational allowlists and permission reviews provide complementary controls: one establishes trust in the source, while the other limits what the Skill may do. Anthropic's Skill security guidance
143. Frage
A project manager is defining how Claude can support requirements analysis for an upcoming engagement.
Their team will conduct stakeholder interviews and review existing process documentation as part of discovery.
Which activity fits this domain?
Antwort: B
Begründung:
Option C is correct because requirements analysis is grounded in evidence gathered during discovery. Claude can help organize interview notes and process documentation, identify recurring themes, extract candidate requirements, flag conflicts, and produce a consistent structure. Requiring traceability to each source allows analysts to verify the output and return unclear or disputed requirements to the relevant stakeholder.
Option A asks Claude to invent a complete requirements set from insufficient context. Similar projects may provide useful hypotheses, but they cannot substitute for the organization's actual stakeholders, constraints, workflows, and objectives. Option B unnecessarily limits Claude's role: Claude can support synthesis and extraction as well as prioritization, provided qualified humans verify the results. Option D transfers the stakeholder-interview responsibility too broadly. Claude may help prepare questions, summarize authorized transcripts, or organize findings, but human analysts should manage stakeholder relationships, pursue contextual follow-ups, and interpret sensitive or ambiguous responses.
Anthropic recommends providing clear context and structured instructions, while its hallucination guidance advises grounding factual work in source text and auditable citations. A structured, source-traceable requirements list applies both principles and keeps humans responsible for validation and final decisions. See Anthropic's prompting best practices and source-grounding guidance .
144. Frage
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