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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Troubleshooting and Optimization | 10% | - Diagnosing underperforming prompts and outputs - Adjusting approaches based on feedback and results - Optimizing workflows for efficiency and effectiveness |
| Topic 2: Output Evaluation and Validation | 21% | - Determining when human review or verification is required - Identifying hallucinations, inconsistencies, and bias - Editing, adapting, and refining outputs - Evaluating output accuracy and completeness - Fact-checking and validation |
| Topic 3: Prompting and Task Execution | 14% | - Task decomposition - Iterating prompts to improve output - Creating effective prompts - Adapting prompting strategies to task types |
| Topic 4: Workflow Integration and Solution Design | 16% | - Research, planning, and process optimization - Integrating Claude into existing workflows - Analyzing requirements and use cases - Communicating Claude's value and limitations - Solution design and iteration |
| Topic 5: Product and Model Selection | 12% | - Selecting appropriate Claude product features - Managing context limitations and memory - Balancing quality, speed, and cost - Selecting Claude models |
| Topic 6: Configuration and Knowledge Management | 12% | - Maintaining configuration and knowledge sources - Managing uploaded knowledge and connectors - Managing instructions and knowledge sources - Configuring Claude Projects |
| Topic 7: Governance, Risk, and Responsible Use | 15% | - Identifying appropriate and inappropriate AI use cases - Organizational AI governance and policies - Data sensitivity, privacy, and regulatory considerations - Ethical and responsible AI use |
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NEW QUESTION # 136
You are a knowledge worker who decomposed a "draft a board memo" request into fifteen tiny steps and noticed the output now feels disjointed because related ideas were split apart.
Which adjustment is most appropriate?
Answer: C
Explanation:
Task decomposition is valuable only when the resulting stages represent meaningful, logically connected units of work. Here, dividing a board memo into fifteen extremely small steps has fragmented related ideas and weakened the document's narrative coherence. Option B corrects over-decomposition by combining naturally connected activities into broader sections, such as framing the decision, analyzing evidence, presenting risks, and stating the recommendation.
Option A removes dependency order entirely, which would make the workflow less reliable. Option C intensifies the existing problem by creating even smaller fragments. Option D goes too far in the opposite direction by discarding all useful structure. The appropriate solution is neither maximal decomposition nor a single unstructured instruction; it is a limited number of cohesive stages with clear dependencies.
Anthropic explains that explicit prompt chaining is useful when intermediate outputs must be inspected or when a specific pipeline structure is required. However, its guidance also warns against unnecessary delegation and overengineering when simpler direct work preserves context more effectively. The correct granularity should therefore improve control and reviewability without separating ideas that must be developed together. Anthropic's prompting best practices
NEW QUESTION # 137
A Claude associate is applying the AI Fluency Framework Diligence competency to ongoing Claude usage.
Which practice best reflects Diligence in a governance context?
Answer: D
Explanation:
Answer A is correct. Within the AI Fluency Framework, Diligence means taking responsibility for how AI is used and for the consequences of that use. In a governance context, this requires employees to apply organizational policies consistently during everyday work, monitor whether actual practices remain aligned with those policies, and correct deficiencies when they are identified. Governance is therefore an ongoing operational responsibility rather than a one-time administrative exercise.
Option B is incorrect because compliance cannot be limited to visible or formally reviewed activities.
Selective application creates unmanaged risks and indicates that governance has not become part of normal professional conduct. Option C describes useful onboarding and documentation activities, but completing training does not demonstrate continuing compliance. Policies must also be followed during real tasks and revisited as workflows, risks, and organizational requirements change. Option D is incorrect because a compliance team can define standards and provide oversight, but individual users remain responsible for applying those standards when using Claude.
The strongest practice combines consistent policy application, active identification of gaps, and corrective action over time. Anthropic defines Diligence as taking responsibility for what people do with AI and how they do it, which directly supports Answer A. Anthropic AI Fluency Framework
NEW QUESTION # 138
You are a marketing manager deciding what to include in custom instructions for a writing-focused Project.
Which two items belong in the custom instructions? (Select two.)
Each correct answer presents a complete solution.
Answer: C,D
NEW QUESTION # 139
A marketing manager is preparing a constrained brainstorming task: produce ten campaign ideas, each tied to a stated audience segment and each fitting one of three defined budget bands.
Which prompting approach fits the task?
Answer: A
Explanation:
Answer B is correct. This is a constrained brainstorming task with three explicit acceptance requirements:
exactly ten distinct ideas, alignment with a stated audience segment, and placement within one of three defined budget bands. The prompt should include all these constraints and require Claude to label each idea with its intended audience and budget category. That structure makes compliance visible and allows the manager to review the output efficiently.
Option A omits the budget requirement, even though affordability is part of the task rather than a later filtering preference. Option C changes the requested quantity from ten to thirty and creates unnecessary review work without evidence that the larger pool is required. Option D postpones the budget constraint until after generation, increasing the likelihood that several ideas will be unusable and leaving the manager with fewer than ten valid options.
Constraints do not inherently undermine creativity. Well-defined boundaries direct creativity toward implementable solutions and reduce wasted output. A strong prompt could request a table containing the idea, audience segment, budget band, campaign concept, and brief rationale. Anthropic recommends being clear and direct, specifying the desired output format and constraints, and making completion requirements explicit.
Requiring each idea to identify its audience and budget band provides an immediate quality-control mechanism. Anthropic prompting best practices
NEW QUESTION # 140
You are reviewing Connector setups that colleagues have proposed for various tasks.
Which two Connector setups represent safe and appropriate uses? (Select two.) Each correct answer presents a complete solution.
Answer: A,D
Explanation:
Under the objective Manage uploaded knowledge and connectors (e.g., Google Drive, Gmail) , establishing data connectors requires adhering to the principle of least privilege, strict scope boundary management, and robust data classification.
Option B is an authorized, safe integration: connecting Claude to an approved, bounded project management workspace with explicit scope controls allows the model to summarize tasks and sprint updates safely. Option D is an ideal read-only integration, granting access to public documentation and reference repositories where confidential data leakage risks are zero. Conversely, connecting AI tools to core payroll infrastructure (Option E) or sensitive personnel/HR databases (Option A) introduces severe compliance, privacy, and unauthorized access liabilities. Linking personal cloud storage repositories containing unvetted mixed personal data (Option C) violates data governance standards by risking unintentional exposure of private files.
NEW QUESTION # 141
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