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| Section | Weight | Objectives |
|---|
| Topic 1: AI for Code and Workflow Optimization | 15% | - Automation and workflow enhancement - Integration of AI tools in development processes - AI-assisted code generation and improvement
|
| Topic 2: Agentic AI | 15% | - Agent design principles and capabilities - Agentic AI vs Generative AI use cases - Human-in-the-loop strategies - Model Context Protocol (MCP) framework
|
| Topic 3: Data Research and Analysis | 15% | - Data quality, bias and validation - Data visualization and insight generation - Data collection, preparation and preprocessing
|
| Topic 4: Prompt Engineering | 15% | - Defensive prompting and error mitigation - Prompt design principles and best practices - Advanced prompting techniques
|
| Topic 5: AI Ethics and Security | 20% | - Responsible AI principles - Data privacy and security in AI systems - Compliance and governance frameworks - AI-specific threats, risks and misinformation
|
| Topic 6: Generative AI Models | 20% | - Model hosting options and trade-offs - Context windows, token limits and response management - Model selection and evaluation in AI hubs - Generative AI model families and use cases
|
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Cisco AI Technical Practitioner Sample Questions (Q32-Q37):
NEW QUESTION # 32
What is the role of the client in the Model Context Protocol?
- A. to act as a tool or service provider
- B. to orchestrate interactions with servers
- C. to provide resources for task execution
- D. to act as an LLM for inferencing
Answer: B
Explanation:
In the Model Context Protocol, the client manages communication between the AI application and MCP servers, coordinating requests for tools, resources, and context needed during task execution.
NEW QUESTION # 33
A practitioner is using AI to analyze customer support tickets and usage data to compare customer complaint patterns across segments. According to the 4-step EDA methodology, what is the next action after generating a high-level summary of the feedback?
- A. hypothesize
- B. orient
- C. correlate
- D. visualize
Answer: A
Explanation:
In the 4-step EDA methodology, after orienting with a high-level summary, the next step is to form hypotheses about possible patterns or relationships in the data, such as why complaint patterns differ across customer segments.
NEW QUESTION # 34
Why is a Human-in-the-Loop workflow essential when an AI agent has write access to a production database?
- A. to provide administrative credentials required to bypass MFA requirements
- B. to allow the AI agent to automatically resolve transaction deadlocks
- C. to allow the AI agent to bypass the integrity constraints of the database
- D. to serve as a safety gate against unintended data modifications
Answer: D
Explanation:
A Human-in-the-Loop workflow adds human approval before the agent performs high-risk write operations, helping prevent accidental, incorrect, or harmful changes to production data.
NEW QUESTION # 35
What is an advantage of cloud-hosted API services when comparing cloud-hosted and locally hosted AI models?
- A. elimination of per-token operational costs
- B. rapid elastic scaling for unpredictable inference demand
- C. lower network latency for all end users
- D. full control over data residency and privacy
Answer: B
Explanation:
Cloud-hosted API services can scale inference capacity quickly based on demand, making them suitable for workloads with unpredictable or fluctuating usage.
NEW QUESTION # 36
What is hallucination in generative AI?
- A. Network congestion
- B. AI generating incorrect or fabricated information
- C. Database replication
- D. GPU overheating
Answer: B
Explanation:
Hallucination occurs when an AI confidently produces false or misleading outputs.
NEW QUESTION # 37
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