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| Section | Weight | Objectives |
|---|---|---|
| Governance, Risk, and Responsible Use | 15% | - Organizational AI governance and policies - Identifying appropriate and inappropriate AI use cases - Data sensitivity, privacy, and regulatory considerations - Ethical and responsible AI use |
| Configuration and Knowledge Management | 12% | - Maintaining configuration and knowledge sources - Managing instructions and knowledge sources - Managing uploaded knowledge and connectors - Configuring Claude Projects |
| Prompting and Task Execution | 14% | - Task decomposition - Adapting prompting strategies to task types - Creating effective prompts - Iterating prompts to improve output |
| Workflow Integration and Solution Design | 16% | - Integrating Claude into existing workflows - Analyzing requirements and use cases - Solution design and iteration - Research, planning, and process optimization - Communicating Claude's value and limitations |
| Product and Model Selection | 12% | - Balancing quality, speed, and cost - Selecting appropriate Claude product features - Selecting Claude models - Managing context limitations and memory |
| Troubleshooting and Optimization | 10% | - Optimizing workflows for efficiency and effectiveness - Adjusting approaches based on feedback and results - Diagnosing underperforming prompts and outputs |
| Output Evaluation and Validation | 21% | - Determining when human review or verification is required - Editing, adapting, and refining outputs - Fact-checking and validation - Evaluating output accuracy and completeness - Identifying hallucinations, inconsistencies, and bias |
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NEW QUESTION # 18
A knowledge worker notices that a Claude output may have repeated a confidential financial figure from an internal source that the user was instructed to treat as restricted. The output has not yet been shared outside the user.
Which immediate action is most appropriate?
Answer: B
Explanation:
Option A is the appropriate containment and reporting response. The appearance of restricted information in a generated output indicates a possible data-handling or access-control failure. The user should stop the output from progressing, preserve enough information to investigate what occurred, and follow the organization's established governance or security incident procedure. Relevant evidence normally includes the prompt, generated response, implicated source, users or systems involved, and whether any further distribution occurred.
Deleting the figure from the visible output, as suggested in Option B, does not address how the restricted information entered the workflow or whether it remains present in conversation history, logs, connected sources, or other generated material. A personal log is not a substitute for the approved reporting mechanism.
Starting a new chat under Option C may prevent additional use of that conversation but does not remediate or report the original incident. Option D incorrectly assumes that an internal exposure is harmless.
Organizational confidentiality requirements can be violated even before information is distributed externally.
Claude users remain accountable for applying data classifications, limiting sensitive inputs, reviewing generated outputs, and escalating suspected exposure through authorized channels. Early reporting enables containment and corrective action.
NEW QUESTION # 19
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?
Answer: A
Explanation:
Option B follows the organization's explicit prohibition and preserves the appropriate escalation path.
Because the policy states that ongoing-investigation information must not be entered into AI tools, the associate should not attempt to create an informal exception. HR leadership or another authorized governance function can identify a compliant alternative, determine whether a separately approved system may be used, or require the work to be completed without AI.
Option A makes an unsupported assumption that the information automatically becomes permissible after the investigation closes. The scenario does not say this, and closed investigations may still contain confidential personnel data. Option C confuses a product privacy feature with organizational authorization. Even if a chat has limited retention or memory behavior, it remains an AI tool and therefore remains within the stated prohibition. Option D is also insufficient because paraphrasing does not necessarily remove sensitive facts, and the policy prohibits investigation-related information rather than only personally identifying details.
When an organizational policy is explicit, users must follow its actual wording instead of relying on perceived technical workarounds or personal interpretations of its intent. If the policy prevents completion of a legitimate business task, the correct action is to escalate and obtain an approved process-not to weaken, reinterpret, or bypass the control.
NEW QUESTION # 20
Your conversation context has grown long, and the model is producing inconsistent outputs.
Which context-management step should be performed first?
Answer: B
Explanation:
Option C is the appropriate first step because summarization compresses a lengthy and potentially conflicting conversation into a clear working state. The summary should retain the current objective, confirmed decisions, relevant facts, active constraints, required output format, unresolved questions, and the next action Claude must perform. Obsolete instructions, rejected alternatives, and repetitive discussion should be removed.
Option A does not directly address the cause of the inconsistency. A more capable model may still struggle when the conversation contains conflicting requirements or excessive irrelevant material. Option B provides no corrective action and allows the context problem to continue. Option D may eventually be necessary, but immediately moving to a new conversation risks losing important information or reproducing the same confusion if the essential context has not first been identified.
After producing the summary, the user should compare it with the original requirements and correct any omissions. The validated summary can then be reasserted in the current conversation. If performance remains inconsistent, it can serve as the starting context for a new chat. This staged approach preserves useful progress while reducing context noise and limiting unnecessary repetition.
NEW QUESTION # 21
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,E
Explanation:
Project instructions should contain persistent behavioral requirements that apply across the Project's recurring tasks. Option B defines the expected structure and length of typical deliverables, while Option C establishes the organization's brand voice and tonal requirements. Both are stable instructions that Claude should consistently apply across chats.
Option A concerns unrelated internal messages and therefore does not belong in a Project dedicated to external writing deliverables. Option D reflects one reviewer's personal preference rather than an approved organizational standard. Option E can be valuable, but the representative document itself is better stored as Project knowledge or attached reference material. The custom instructions can direct Claude to follow that approved example, but they should not attempt to reproduce an entire sample document unnecessarily.
Anthropic explains that Project instructions are intended to provide project-specific context, workflow guidelines, task requirements, and roles that apply consistently across multiple conversations. Uploaded Project knowledge supplies the source documents and reference examples Claude should consult. Separating durable behavioral rules from supporting reference material makes the configuration easier to maintain and reduces conflicting guidance. Consequently, B and C are the correct instruction-level elements. Anthropic's personalization and Project-instruction guidance
NEW QUESTION # 22
You are using Claude to redesign an employee onboarding workflow and must complete the high-level decomposition steps before specifying detailed artifacts.
Which two decomposition steps must be completed BEFORE specifying exact email content and the schedule? (Select two.) Each correct answer presents part of the solution.
Answer: A,C
Explanation:
Under the objective Apply task decomposition techniques to structure complex requests , complex business problems must be decomposed hierarchically-from macro objectives down to granular operational artifacts.
Before generating low-level execution components such as scheduled email templates or individual checklists, the architect must first establish the high-level structure. This entails defining the overall strategic objective of the program (Option D) to establish success metrics, and identifying the sequential lifecycle phases (e.g., Pre-boarding, Day 1, Week 1, 30-60-90 days) of the onboarding journey (Option B). Once the overarching framework and chronological phases are clearly defined, prompt engineers can systematically task Claude with drafting the supporting content for each specific phase. Piloting (Option A) and full rollout (Option E) occur downstream after artifact creation, while budgetary negotiations (Option C) are outside workflow decomposition.
NEW QUESTION # 23
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