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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Prompting and Task Execution | 14% | - Iterate prompts to improve output quality - Adapt prompting strategy by task type - Apply task decomposition techniques to structure complex requests - Create effective prompts for business and technical tasks |
| Topic 2: Output Evaluation and Validation | 21% | - Apply fact-checking and validation techniques - Identify hallucinations, inconsistencies, and biases in responses - Determine when human review or additional verification is required - Edit and adapt outputs for the intended audience - Evaluate Claude-generated outputs for accuracy and completeness - Organize and curate information and select appropriate output formats |
| Topic 3: Workflow Integration and Solution Design | 16% | - Integrate Claude into existing workflows and communicate its value and limitations - Use Claude for research, planning, and process optimization - Analyze requirements and use cases - Support solution design through iteration |
| Topic 4: Troubleshooting and Optimization | 10% | - Adjust approaches based on feedback and results - Optimize workflows for efficiency and effectiveness - Identify and diagnose issues with underperforming prompts or poor outputs |
| Topic 5: Configuration and Knowledge Management | 12% | - Configure Claude Projects with instructions and knowledge sources - Maintain and update configurations - Create effective system-level instructions - Manage uploaded knowledge and connectors |
| Topic 6: Governance, Risk, and Responsible Use | 15% | - Follow organizational AI policies and governance standards - Understand ethical implications of Claude use - Identify appropriate and inappropriate use cases - Apply data sensitivity, regulatory, and privacy considerations |
| Topic 7: Product and Model Selection | 12% | - Select appropriate Claude product features - Manage context limitations and memory - Differentiate between Claude model types - Align model selection with task requirements |
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NEW QUESTION # 94
An HR business partner is configuring a new Project for recurring policy questions from managers. The Project will be used across many chats by several HR team members.
Which content belongs in the Project knowledge base?
Answer: C
Explanation:
Under the objective Configure Claude Projects with instructions and knowledge sources , the project knowledge base is designed to store authoritative, canonical, and frequently accessed reference material that remains stable across multiple chat sessions.
Option D accurately selects the core, evergreen operational documents required for recurring HR inquiries- the current active handbook, leveling framework, and standardized FAQ. Including outdated handbooks (Option A) risks hallucination and policy contradictions because Claude might cite obsolete rules. Uploading raw email trails (Option B) injects uncurated conversational noise, conflicting statements, and potential privacy leaks into the persistent context. Relegating essential, standard documents to manual per-chat uploads (Option C) undermines the primary efficiency benefit of Claude Projects, which is to eliminate repetitive context uploading across team workflows.
NEW QUESTION # 95
Before sharing a Claude-generated brief, an analyst is applying the AI Fluency Framework Discernment competency to evaluate it.
Which review best reflects Discernment principles?
Answer: A
Explanation:
Under the objective Evaluate Claude-generated outputs for accuracy and completeness and the AI Fluency Framework Discernment competency, rigorous output evaluation requires systematic verification rather than surface appraisal.
Discernment requires actively auditing AI outputs across three core dimensions: completeness against original prompt requirements, factual fidelity against underlying source documentation, and compliance with domain- specific professional standards (Option D). Relying on surface fluency, elegant style, or subjective plausibility (Option A) creates a false sense of security, as LLMs frequently articulate hallucinations with high confidence. Treating logical flow or tone as proxies for factual accuracy (Option B) skips necessary verification gates. Similarly, spot-checking only the opening and closing paragraphs (Option C) overlooks hallucinations, omissions, or logical flaws buried within the main body.
NEW QUESTION # 96
You are a communications manager validating a Claude-generated newsletter that includes a specific industry growth figure. The figure appears in three trade-press articles, but none of them link to the underlying study.
Which validation step is correct?
Answer: C
Explanation:
Under the objective Apply fact-checking and validation techniques (Domain 2: Output Evaluation and Validation), rigorous verification requires tracing claims back to primary authoritative sources rather than accepting secondary repetition.
Trade publications frequently syndicate or republish unverified statistics in an echo chamber. Under Claude verification standards, the presence of an unlinked claim across multiple secondary articles does not constitute factual validation. The only rigorous verification method is primary source attribution: locating the original study, dataset, or methodology paper to confirm the exact numeric metric and context (Option C). Accepting claims merely due to repetition (Option A) risks propagating circular reporting. Presenting unverified figures as common knowledge (Option B) or arbitrarily cherry-picking high figures (Option D) violates communication ethics and data integrity standards.
NEW QUESTION # 97
You are an operations assistant selecting a model for a recurring meeting-summary task that does not require deep reasoning and runs at moderate volume.
Which selection best balances cost, speed, and quality?
Answer: D
Explanation:
Under the objective Align model selection with task requirements (e.g., cost, speed, quality) , model architecture selection must be balanced against operational constraints, cognitive task complexity, and throughput requirements.
Claude 3.5 Sonnet serves as the enterprise default workhorse, engineered to deliver high-tier reasoning, comprehensive summarization capability, and excellent structural precision at a balanced cost and latency profile (Option C). For standard, recurring administrative tasks like meeting summarization at moderate operational volume, Sonnet provides the optimal equilibrium. Claude 3 Opus (Option B) is over-engineered and cost-prohibitive for routine summarization that does not demand advanced multi-step logic. Haiku (Option A) is optimized for near-instant latency and high-volume basic classification, but the characterization that it is "suitable only when the task requires the fastest turnaround" misrepresents its general utility, making Sonnet the primary choice. Training a custom base model (Option D) is completely unnecessary and outside standard enterprise workflows.
NEW QUESTION # 98
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 # 99
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