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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Workflow Integration and Solution Design | 16% | - Support solution design through iteration - Analyze requirements and use cases - Use Claude for research, planning, and process optimization - Integrate Claude into existing workflows and communicate its value and limitations |
| Topic 2: Output Evaluation and Validation | 21% | - Apply fact-checking and validation techniques - Determine when human review or additional verification is required - 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 |
| Topic 3: Product and Model Selection | 12% | - Align model selection with task requirements - Select appropriate Claude product features - Manage context limitations and memory - Differentiate between Claude model types |
| Topic 4: Governance, Risk, and Responsible Use | 15% | - Follow organizational AI policies and governance standards - Identify appropriate and inappropriate use cases - Understand ethical implications of Claude use - Apply data sensitivity, regulatory, and privacy considerations |
| Topic 5: Troubleshooting and Optimization | 10% | - Adjust approaches based on feedback and results - Optimize workflows for efficiency and effectiveness - Identify and diagnose issues with underperforming prompts or poor outputs |
| Topic 6: Prompting and Task Execution | 14% | - Create effective prompts for business and technical tasks - Iterate prompts to improve output quality - Adapt prompting strategy by task type - Apply task decomposition techniques to structure complex requests |
| Topic 7: Configuration and Knowledge Management | 12% | - Configure Claude Projects with instructions and knowledge sources - Maintain and update configurations - Manage uploaded knowledge and connectors - Create effective system-level instructions |
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123. Frage
You are a customer-success manager considering whether to escalate a Claude-generated response.
Which factor most strongly raises the impact of the output and supports escalation before external use?
Antwort: C
Begründung:
Under the objective Determine when human review or additional verification is required , the necessity of human-in-the-loop oversight is directly proportional to the risk profile, audience, and external consequences of the generated content.
Internal-facing drafts, meeting notes, and casual operational updates (Options A, B, and C) carry low stakes because potential factual errors or awkward phrasing can be easily corrected internally with negligible business impact. Conversely, external communications sent to paying customers that state formal Service Level Agreements (SLAs), contractual commitments, or financial guarantees (Option D) represent high-stakes organizational exposure. Unverified claims in this context can bind the company legally or damage customer trust, making rigorous human review, policy validation, and escalation mandatory prior to dispatch.
124. Frage
You are a refining a prompt over several iterations. The output drifts further from the requested template with each change.
Which step is most appropriate?
Antwort: C
Begründung:
Under the objective Iterate prompts to improve output quality , managing prompt development requires maintaining baseline versioning and avoiding cumulative degradation.
When successive prompt revisions introduce drift, unintended behaviors, or progressive degradation away from the target output template, continuing to add modifications on top of an already degraded prompt only exacerbates the issue. The appropriate engineering practice is rollback: reverting immediately to the historical version that yielded the highest quality baseline (Option C) and resuming disciplined, single-variable iterations from that verified state. Discarding all historical prompt versions (Option A) loses valuable context, making multiple erratic modifications simultaneously (Option B) creates further unpredictability, and accepting substandard output (Option D) fails quality assurance standards.
125. Frage
An support representative is configuring a Project for drafting customer-facing apology emails after service outages. The current custom instructions tell Claude to " be empathetic and casual, keep it short, and offer a goodwill credit. " The customer-service team has flagged that recent drafts have been too brief, have offered goodwill credits in cases where policy does not allow them, and have used contractions that the brand voice guide prohibits.
Which adjustment best aligns the configuration to the use case?
Antwort: B
Begründung:
Under the Claude objective Configure Claude Projects with instructions and knowledge sources, effective project configuration requires replacing vague, conflicting directives with explicit operational boundaries and grounded criteria. In this scenario, the root causes of underperformance are conflicting requirements: the prompt requests a " casual " tone while brand guidelines prohibit contractions, asks Claude to " keep it short " leading to overly brief outputs, and unconditionally directs it to " offer a goodwill credit " without verifying eligibility criteria.
Option C properly resolves all three deficiencies directly within the project instructions. First, it explicitly operationalizes the tone attributes (empathetic, formal, avoiding contractions) rather than relying on ambiguous descriptors. Second, establishing concrete length constraints (such as minimum paragraph or sentence counts) prevents the model from generating under-scoped drafts. Third, it conditions the business logic-instructing Claude to evaluate goodwill credit awards against the attached policy document in the Project knowledge base. In contrast, relying solely on uploaded knowledge files without aligning custom instructions (Options B and D) leads to prompt collisions, while Option A removes necessary policy guidance altogether.
126. Frage
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.
Antwort: A,E
Begründung:
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 .
127. Frage
You are an HR specialist sorting potential ethical risks of a Claude-supported workflow.
Which two risks pose the highest ethical concern in an HR-adjacent workflow? (Select two.) Each correct answer presents a complete solution.
Antwort: B,C
128. Frage
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