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| Section | Weight | Objectives |
|---|---|---|
| Workflow Integration and Solution Design | 16% | - Research, planning, and process optimization - Communicating Claude's value and limitations - Integrating Claude into existing workflows - Solution design and iteration - Analyzing requirements and use cases |
| Troubleshooting and Optimization | 10% | - Optimizing workflows for efficiency and effectiveness - Adjusting approaches based on feedback and results - Diagnosing underperforming prompts and outputs |
| Governance, Risk, and Responsible Use | 15% | - Data sensitivity, privacy, and regulatory considerations - Organizational AI governance and policies - Ethical and responsible AI use - Identifying appropriate and inappropriate AI use cases |
| Configuration and Knowledge Management | 12% | - Managing instructions and knowledge sources - Configuring Claude Projects - Maintaining configuration and knowledge sources - Managing uploaded knowledge and connectors |
| Output Evaluation and Validation | 21% | - Editing, adapting, and refining outputs - Fact-checking and validation - Determining when human review or verification is required - Evaluating output accuracy and completeness - Identifying hallucinations, inconsistencies, and bias |
| Product and Model Selection | 12% | - Managing context limitations and memory - Selecting appropriate Claude product features - Selecting Claude models - Balancing quality, speed, and cost |
| Prompting and Task Execution | 14% | - Task decomposition - Iterating prompts to improve output - Creating effective prompts - Adapting prompting strategies to task types |
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질문 # 150
An analyst is working in a long Claude conversation. The conversation contains roughly 60 turns covering an initial requirements analysis, several rounds of data review, and a current drafting phase. Recent responses have started to drift from the agreed requirements.
Which step most directly addresses the drift while preserving the analyst's progress?
정답：C
설명：
Option D most directly corrects the observed drift while preserving the work already completed. The conversation contains valuable requirements, validated data findings, and drafting decisions, but those elements are distributed across approximately 60 turns. A structured summary consolidates the authoritative working state and brings the most important instructions back into Claude's immediate attention.
The summary should distinguish confirmed requirements from abandoned ideas, record the principal findings from the data review, identify the current draft version, and restate outstanding work. Reasserting that summary as the governing context gives Claude a clearer foundation for subsequent revisions.
Option A assumes that context-window size alone resolves drift. A larger window can retain more tokens, but it does not automatically remove contradictory instructions or emphasize the correct requirements. Option B preserves the draft but discards the reasoning and requirements needed to evaluate it. Option C could support future recurring work, particularly when sources must persist across conversations, but restructuring the workflow into a Project is not the most direct initial response to the current drift.
If the summarized context does not restore output quality, the analyst can start a new conversation using that validated summary and the necessary source materials.
질문 # 151
A Claude associate is identifying the bottleneck in a content workflow that takes too long to publish. The workflow has five steps: research, drafting, internal review, legal review, and publication. There is cycle-time data for each step from the past month.
Which signal most directly identifies the bottleneck?
정답：B
설명：
Option A is correct because a persistent queue or growing backlog directly indicates that work is arriving faster than a step can process it. That step is constraining the throughput of the overall workflow: earlier work accumulates while later stages wait for completed items. Queue length should still be examined over a representative period to distinguish a sustained bottleneck from a temporary spike.
Option C is useful supporting evidence but is not always the most direct signal. A step may have a long per- item cycle time because the work is inherently complex while still possessing sufficient capacity to handle incoming demand. Conversely, a relatively short step can become the bottleneck when its available capacity is too low for the volume arriving. Employee-reported workload in Option B is subjective and may reflect effort, stress, or simultaneous responsibilities rather than workflow throughput. Option D relies on an unsupported assumption: a recently added step is not necessarily the constraint.
A sound Claude-assisted optimization process should map the workflow, collect measurable evidence, identify the constraint, test a targeted improvement, and compare results against a baseline. Anthropic recommends measurable, task-relevant success criteria and evaluation methods rather than vague impressions.
Therefore, the largest sustained queue or backlog is the strongest direct indicator. See Anthropic's guidance on defining measurable success criteria and evaluations .
질문 # 152
You are a product manager asking Claude to produce an interactive prototype of a small landing-page mockup that the team will iterate on and share.
Which Claude feature is best suited to this output?
정답：B
설명：
Option C is correct because an Artifact is intended for substantial, self-contained content that users need to view, edit, iterate on, and reuse separately from the surrounding conversation. A landing-page mockup or interactive prototype benefits from a dedicated workspace where the rendered result can be inspected while the team requests targeted revisions to structure, copy, components, or behavior.
Option A confuses prototype production with external research. Research may help collect competitor evidence before design begins, but it does not provide the most appropriate final workspace for the prototype itself. Option B leaves the content embedded in conversational history, making iteration and sharing less convenient and obscuring which version is current. Option D may be useful for preserving reusable project context, instructions, and reference documents, but a Project containing meeting notes is not itself the output format for an interactive mockup.
Projects and Artifacts can be complementary. A Project can maintain design requirements, brand guidance, and research across conversations, while an Artifact contains the evolving prototype. The requested deliverable is standalone, editable, visual, and intended for repeated refinement; therefore, an Artifact directly matches the task.
질문 # 153
You are a knowledge manager structuring source material in the context window for a long Claude evaluation task.
Which two practices produce a more effective use of the context window? (Select two.) Each correct answer presents a complete solution.
정답：A,B
설명：
Under the objective Organize and curate information for optimal outputs and select appropriate output formats , structuring reference documents effectively within the context window ensures high-fidelity retrieval and accurate source attribution.
Option B highlights the standard prompt engineering practice of using distinct structural delimiters (such as XML tags like < doc_1 > , < policy > , or Markdown code fences). Delimiters allow Claude to distinguish cleanly between different source boundaries, instructions, and inputs, minimizing attribution errors. Option E leverages positional attention dynamics (addressing the "lost in the middle" phenomenon), where LLMs tend to recall and attend most accurately to information positioned at the very beginning (primacy effect) or at the end (recency effect) of the context window. Conversely, dumping uncurated text (Option A) adds noise and consumes quota, repeating instructions excessively (Option C) wastes tokens without improving adherence, and blending documents into an unstructured blob (Option D) obscures citation provenance.
질문 # 154
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?
정답：D
설명：
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
질문 # 155
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