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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Troubleshooting and Optimization | 10% | - Identify causes of poor or unexpected outputs - Diagnose context and performance issues - Adjust prompts and configuration to improve results |
| Topic 2: Product and Model Selection | 12% | - Match model capabilities to task requirements - Select appropriate Claude product features - Understand model differences and use cases |
| Topic 3: Governance, Risk, and Responsible Use | 15% | - Manage data sensitivity and privacy risks - Apply responsible AI principles and policies - Understand limitations and ethical boundaries |
| Topic 4: Output Evaluation and Validation | 21% | - Evaluate outputs for accuracy, completeness, and consistency - Determine when human review is required - Apply fact-checking and validation methods - Detect hallucinations, biases, and inconsistencies |
| Topic 5: Configuration and Knowledge Management | 12% | - Configure Claude Projects with instructions - Maintain consistent system-level behavior - Manage knowledge sources and context |
| Topic 6: Prompting and Task Execution | 14% | - Create effective prompts for business and technical tasks - Adapt prompting strategies by task type - Apply task decomposition to structure complex requests - Iterate prompts to improve output quality |
| Topic 7: Workflow Integration and Solution Design | 16% | - Design AI-assisted processes and solutions - Integrate Claude into existing business workflows - Plan end-to-end Claude-augmented workflows |
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NEW QUESTION # 147
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.)
Answer: A,E
Explanation:
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
NEW QUESTION # 148
You are validating evaluation criteria proposed for a Claude-generated business brief.
Which three criteria are valid for evaluating a Claude-generated brief? (Select three.) Each correct answer presents part of the solution.
Answer: A,B,E
Explanation:
Options A, B, and C are correct. The source document incorrectly instructed the reader to select two and omitted Option B, even though Anthropic explicitly recognizes tone and style as valid evaluation dimensions.
The question has therefore been corrected to "Select three."
Factual accuracy measures whether claims faithfully reflect the supplied sources. Style consistency evaluates whether the brief follows the organization's established voice, terminology, and audience expectations.
Format and length compliance determine whether Claude followed explicit deliverable constraints. Together, these criteria cover factual fidelity, audience suitability, and instruction adherence.
Option D is not a sound criterion because an external industry word-count benchmark may have no relationship to the actual business need. The relevant measure is compliance with the requested length and sufficient coverage of the required material. Option E is also invalid as written: an executive summary is required only if the task specification, template, or audience needs call for one. Automatically demanding it would evaluate an unstated requirement.
Anthropic's evaluation documentation identifies task fidelity, relevance, tone and style, context utilization, and other task-specific success criteria as valid dimensions. It also stresses that criteria should be specific, measurable, achievable, and relevant. See Anthropic's official evaluation guidance .
NEW QUESTION # 149
You are evaluating a Claude output that appears to contain hallucinated content.
Which response step should be performed first when a hallucination is suspected?
Answer: D
Explanation:
Under the objective Identify hallucinations, inconsistencies, and biases in responses , diagnosing potential generative errors requires structured evidence validation before taking corrective action.
The first diagnostic step is claim isolation: carefully examining the output to pinpoint the exact statement, metric, or entity that appears unsupported by the provided source context or verified reality (Option D).
Pinpointing the specific defect allows the reviewer to compare it directly against the source data to confirm whether it is an actual hallucination, an ungrounded inference, or a valid synthesis. Discarding the entire output without identifying the error (Option A) prevents root-cause analysis and wastes working iterations.
Logging risks (Option B) or broadcasting notifications to users (Option C) are secondary actions that occur only after the defect has been isolated and confirmed.
NEW QUESTION # 150
You are reviewing colleagues' responses to feedback received on Claude-drafted communications.
Which two feedback responses are productive? (Select two.)
Each correct answer presents a complete solution.
Answer: B,C
Explanation:
Options C and D are correct because productive feedback handling requires clarification, traceability, and controlled revision. When feedback is ambiguous, the writer should confirm the reviewer's intent before changing the draft. Otherwise, an incorrect interpretation may introduce new problems or remove content the reviewer intended to preserve.
Mapping each feedback item to a specific revision creates an auditable record showing what changed and why. It also helps identify unresolved comments, conflicting requests, and recommendations that were deliberately declined. This approach supports systematic comparison between the original and revised outputs.
Option A is inappropriate because contradictory suggestions cannot always be implemented simultaneously; the conflict must first be resolved by the appropriate reviewer or decision-maker. Option B postpones potentially material corrections without justification. Option E incorrectly assumes that Claude-generated text deserves automatic acceptance. Claude's output must be evaluated using the same professional, factual, and audience-specific standards applied to human-created content.
Anthropic's Description-Discernment process recommends assessing Claude's output, providing specific feedback, requesting targeted revisions, and applying human expertise and judgment to the final result.
Therefore, clarification and feedback-to-change traceability are the two productive responses. See Anthropic's Description-Discernment Loop and evaluation guidance .
NEW QUESTION # 151
You are a project manager weighing workflow steps by how much leverage Claude integration provides.
Which workflow step typically offers the greatest Claude leverage in a knowledge-work team?
Answer: A
Explanation:
Under the objective Integrate Claude into existing workflows to augment or redesign workflows , AI integration delivers the highest return on investment when deployed for high-volume synthesis and initial artifact creation paired with human oversight ("human-in-the-loop").
Drafting and synthesizing information across disparate documents (Option C) leverages Claude's core strengths: large context window comprehension, fast text processing, structured summarization, and tone adaptation. A knowledge worker acting as a downstream reviewer can quickly audit, refine, and approve the generated draft, drastically reducing cycle time. In contrast, options involving autonomous high-stakes determinations-such as unreviewed external publications (Option A), binding contractual negotiations (Option B), or final personnel and employment actions (Option D)-violate responsible AI governance principles and represent inappropriate delegation risks where human accountability, legal authority, and contextual judgment cannot be automated.
NEW QUESTION # 152
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