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| Section | Weight | Objectives |
|---|---|---|
| Prompt Engineering | 15% | - Defensive prompting and error mitigation - Advanced prompting techniques - Prompt design principles and best practices |
| Agentic AI | 15% | - Model Context Protocol (MCP) framework - Human-in-the-loop strategies - Agent design principles and capabilities - Agentic AI vs Generative AI use cases |
| AI for Code and Workflow Optimization | 15% | - AI-assisted code generation and improvement - Integration of AI tools in development processes - Automation and workflow enhancement |
| Generative AI Models | 20% | - Generative AI model families and use cases - Model hosting options and trade-offs - Context windows, token limits and response management - Model selection and evaluation in AI hubs |
| Data Research and Analysis | 15% | - Data collection, preparation and preprocessing - Data visualization and insight generation - Data quality, bias and validation |
| AI Ethics and Security | 20% | - AI-specific threats, risks and misinformation - Data privacy and security in AI systems - Responsible AI principles - Compliance and governance frameworks |
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NEW QUESTION # 39
Which Cisco solution helps automate network operations using AI insights?
Answer: B
Explanation:
Cisco DNA Center uses AI and analytics for intent-based networking and automation.
NEW QUESTION # 40
What is occurring when an agent converts a CSV list into a Markdown table for a final report?
Answer: C
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 role of an MCP server in the MCP open standard?
Answer: A
Explanation:
An MCP server exposes external tools, data sources, and resources through a standardized interface so an AI model or agent can access capabilities beyond its built-in training data.
NEW QUESTION # 42
Which threat involves an attacker intentionally contaminating the training set of a model to influence its future behavior?
Answer: A
Explanation:
Data poisoning occurs when an attacker deliberately manipulates or contaminates training data so the model learns harmful, biased, or attacker-controlled behavior.
NEW QUESTION # 43
Which role does AI play in assisting with the refactoring of software code?
Answer: C
Explanation:
AI-assisted refactoring helps analyze existing code to identify design flaws, simplify structure, improve readability, and maintain behavior while making the code easier to maintain.
NEW QUESTION # 44
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