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| Section | Weight | Objectives |
|---|
| AI Ethics and Security | 20% | - AI-specific threats, risks and misinformation - Compliance and governance frameworks - Data privacy and security in AI systems - Responsible AI principles
|
| Agentic AI | 15% | - Agent design principles and capabilities - Human-in-the-loop strategies - Agentic AI vs Generative AI use cases - Model Context Protocol (MCP) framework
|
| AI for Code and Workflow Optimization | 15% | - AI-assisted code generation and improvement - Automation and workflow enhancement - Integration of AI tools in development processes
|
| Data Research and Analysis | 15% | - Data visualization and insight generation - Data collection, preparation and preprocessing - Data quality, bias and validation
|
| Prompt Engineering | 15% | - Advanced prompting techniques - Prompt design principles and best practices - Defensive prompting and error mitigation
|
| Generative AI Models | 20% | - Context windows, token limits and response management - Generative AI model families and use cases - Model hosting options and trade-offs - Model selection and evaluation in AI hubs
|
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Cisco AI Technical Practitioner Sample Questions (Q36-Q41):
NEW QUESTION # 36
What is a purpose of providing a JSON schema when configuring tool use for an AI agent?
- A. to map relationships between multiple tools in an agent workflow
- B. to reduce the token count of the agent's system prompt
- C. to encrypt the payload before it is sent to the external service
- D. to define the required parameters and data types the agent must return
Answer: D
Explanation:
A JSON schema defines the structure, required fields, and data types for tool calls, helping the agent provide valid inputs or outputs that the external tool can process reliably.
NEW QUESTION # 37
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 represent semantic meaning.
- D. They compress the prompt length.
Answer: C
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 # 38
How does context window management help control the cost of a long-running AI conversation?
- A. by increasing the context window size to reduce the total number of API calls
- B. by automatically switching to a lower-cost model as the conversation history grows
- C. by capping the cumulative number of input tokens sent with each new prompt
- D. by switching to an algorithm that reduces the character-to-token ratio
Answer: C
Explanation:
Context window management controls cost by limiting how much prior conversation history is included with each new request, reducing the number of input tokens processed and billed.
NEW QUESTION # 39
What is the primary goal of Retrieval-Augmented Generation (RAG) in AI systems?
- A. Encrypt AI datasets
- B. Reduce GPU usage only
- C. Replace neural networks
- D. Improve model responses with external knowledge
Answer: D
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 # 40
Which workflow mechanism is being used when a company implements a policy where an AI agent can draft a customer email, but a human must authorize the transmission?
- A. data lineage
- B. approval gate
- C. injection mitigation
- D. drift monitoring
Answer: B
Explanation:
An approval gate requires human authorization before a high-impact or externally visible action is executed, such as sending an AI-drafted customer email.
NEW QUESTION # 41
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