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Cisco AI Technical Practitioner Sample Questions (Q38-Q43):

NEW QUESTION # 38
Which activity occurs when a developer uses AI to generate a complete Python class for a new API client based on a high-level description?

A. providing inline co-pilot assistance
B. implementing predictive function logic
C. performing code scaffolding
D. executing legacy code refactoring

Answer: C

Explanation:
Code scaffolding uses AI to generate the initial structure and boilerplate for a new component, such as a complete Python class for an API client based on a high-level description.

NEW QUESTION # 39
A practitioner uses self-consistency by running the same prompt three times and comparing the results. What is the goal of this strategy?

A. to bypass the context window
B. to increase the model creativity
C. to verify the output reliability
D. to increase the response speed

Answer: C

Explanation:
Self-consistency compares multiple responses to the same prompt to check whether the model produces stable, reliable results across repeated runs.

NEW QUESTION # 40
What is occurring when an agent converts a CSV list into a Markdown table for a final report?

A. data transformation
B. data classification
C. data quantization
D. data filtering

Answer: A

Explanation:
Data transformation changes data from one format or structure into another, such as converting CSV rows into a Markdown table for reporting.

NEW QUESTION # 41
What is the primary goal of Retrieval-Augmented Generation (RAG) in AI systems?

A. Improve model responses with external knowledge
B. Replace neural networks
C. Encrypt AI datasets
D. Reduce GPU usage only

Answer: A

Explanation:
RAG combines a large language model with external data retrieval systems so the model can answer using updated and domain-specific knowledge.

NEW QUESTION # 42
Why are embeddings essential to the retrieval phase of a RAG system?

A. They reduce model hallucination.
B. They provide a keyword index.
C. They compress the prompt length.
D. They represent semantic meaning.

Answer: D

Explanation:
Embeddings convert text into numerical vectors that capture semantic meaning, allowing a RAG system to retrieve content that is conceptually relevant to the user's query rather than relying only on exact keyword matches.

NEW QUESTION # 43
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