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| Section | Weight | Objectives |
|---|---|---|
| Workflow Integration and Solution Design | 16% | - Plan end-to-end Claude-augmented workflows - Design AI-assisted processes and solutions - Integrate Claude into existing business workflows |
| Configuration and Knowledge Management | 12% | - Maintain consistent system-level behavior - Configure Claude Projects with instructions - Manage knowledge sources and context |
| Troubleshooting and Optimization | 10% | - Diagnose context and performance issues - Identify causes of poor or unexpected outputs - Adjust prompts and configuration to improve results |
| Product and Model Selection | 12% | - Understand model differences and use cases - Select appropriate Claude product features - Match model capabilities to task requirements |
| Governance, Risk, and Responsible Use | 15% | - Understand limitations and ethical boundaries - Apply responsible AI principles and policies - Manage data sensitivity and privacy risks |
| Output Evaluation and Validation | 21% | - Evaluate outputs for accuracy, completeness, and consistency - Apply fact-checking and validation methods - Determine when human review is required - Detect hallucinations, biases, and inconsistencies |
| Prompting and Task Execution | 14% | - Iterate prompts to improve output quality - Create effective prompts for business and technical tasks - Apply task decomposition to structure complex requests - Adapt prompting strategies by task type |
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NEW QUESTION # 152
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.
Answer: C,D
Explanation:
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.
NEW QUESTION # 153
You have iterated a Claude prompt eight times, and the output quality has plateaued for the last four attempts.
Which conclusion is most appropriate?
Answer: D
NEW QUESTION # 154
You are a project manager reviewing stakeholder messages that teammates have drafted about Claude's role in a workflow.
Which two messages are appropriate for stakeholder communication about Claude? (Select two.) Each correct answer presents part of the solution.
Answer: A,C
Explanation:
Options C and D are correct because responsible stakeholder communication must accurately describe Claude' s role, human accountability, and the integration's limitations. Stakeholders should understand which activities Claude performs, which outputs require verification, who retains decision authority, and what happens when the model produces uncertain, incomplete, biased, or incorrect results. Known failure modes and escalation paths should be communicated in language appropriate to the audience.
Anthropic's AI Fluency Framework defines Diligence as taking responsibility for what people do with AI and how they do it. Anthropic's research also identifies honesty about AI's role and consideration of the consequences of sharing AI-generated work as important AI Fluency behaviours. These principles support transparent descriptions rather than exaggerated capability claims.
Options A and B are inappropriate absolutes. Claude can make factual errors or produce outputs inconsistent with supplied context, so human review cannot be categorically removed. Option E is too vague to support informed trust, accountability, or effective governance. Appropriate communication should neither overstate Claude's reliability nor obscure its contribution. It should describe Claude as a capable assistant operating within defined boundaries, with humans maintaining responsibility for consequential decisions and quality control. See Anthropic's AI Fluency Framework and AI Fluency Index .
NEW QUESTION # 155
A knowledge worker used the Google Drive connector and asked Claude to summarize a recently revised policy document. The summary reflects the prior version of the document, not the revision saved three hours earlier.
Which factor most likely explains this?
Answer: C
Explanation:
Answer D is the intended answer. A connected knowledge source may temporarily return an earlier document version when its searchable index has not yet processed a recent revision. The three-hour interval strongly points to synchronization or indexing latency rather than a reasoning or prompting failure. The worker should verify the document's modification time in Google Drive, open the cited source, retry the retrieval, and, if necessary, provide the document directly by URL.
Option A claims that the old version remains fixed for the entire chat session, which is not an established connector rule. Option B invents a separate permission group without supporting evidence; permissions ordinarily determine whether the user can access a file, not which historical version is visible. Option C is also unsupported because Claude does not normally choose an obsolete version merely because it is longer.
However, this question reflects an older indexed-connector model. Anthropic's current documentation states that Google Docs added directly to chats or private Projects synchronize from Google Drive and should provide the latest version. Therefore, D remains the best answer among the choices and is likely the expected exam answer, but the item should be reviewed if it is intended to test current Claude behavior. Anthropic:
Google Workspace connectors
NEW QUESTION # 156
You are designing a checklist for evaluating Claude outputs and must complete the upstream steps before scoring an output.
Which two steps must be completed BEFORE scoring a Claude output against the checklist? (Select two.) Each correct answer presents part of the solution.
Answer: C,D
Explanation:
An evaluation cannot be applied consistently until the organization defines what the output must achieve and what score constitutes an acceptable result. Therefore, the evaluator must first define task-specific criteria, such as factual accuracy, completeness, relevance, tone, format compliance, privacy preservation, or citation quality. The evaluator must then establish a threshold or decision rule that separates acceptable from unacceptable performance.
Anthropic's evaluation guidance states that successful AI applications begin with clearly defined success criteria followed by evaluations that measure performance against those criteria. Effective criteria should be specific, measurable, achievable, and relevant to the application's purpose. A threshold converts those criteria into an operational decision-for example, requiring all material claims to be supported or setting a minimum score across defined dimensions.
Options A, D, and E occur after evaluation. Promotion into production follows an acceptable result.
Escalation to a senior reviewer occurs after an output fails or presents elevated risk. Recording the final score and reviewer comments also follows the scoring activity. Without B and C, different reviewers could apply inconsistent standards or approve an output without knowing what "acceptable" means. Anthropic's evaluation guidance
NEW QUESTION # 157
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