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| Section | Weight | Objectives |
|---|---|---|
| Agentic AI | 15% | - Agentic AI vs Generative AI use cases - Model Context Protocol (MCP) framework - Human-in-the-loop strategies - Agent design principles and capabilities |
| Prompt Engineering | 15% | - Advanced prompting techniques - Defensive prompting and error mitigation - Prompt design principles and best practices |
| AI Ethics and Security | 20% | - AI-specific threats, risks and misinformation - Compliance and governance frameworks - Responsible AI principles - Data privacy and security in AI systems |
| Data Research and Analysis | 15% | - Data collection, preparation and preprocessing - Data quality, bias and validation - Data visualization and insight generation |
| 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 |
| AI for Code and Workflow Optimization | 15% | - Automation and workflow enhancement - Integration of AI tools in development processes - AI-assisted code generation and improvement |
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NEW QUESTION # 70
What is hallucination in generative AI?
Answer: A
Explanation:
Hallucination occurs when an AI confidently produces false or misleading outputs.
NEW QUESTION # 71
Which approach protects PII when utilizing a public AI service for data analysis?
Answer: D
Explanation:
Anonymizing or redacting sensitive personal information before sending data to a public AI service prevents PII from being exposed outside the organization's controlled environment.
NEW QUESTION # 72
Which AI-driven activity involves a developer providing runtime error logs to a model to receive an explanation of the root cause and a suggested fix?
Answer: A
Explanation:
AI-assisted debugging uses error logs, stack traces, and runtime context to help identify the root cause of a failure and suggest a corrective fix.
NEW QUESTION # 73
Which Cisco platform provides AI-powered security analytics?
Answer: C
Explanation:
Cisco SecureX integrates security visibility, analytics, and automation using AI-driven insights.
NEW QUESTION # 74
A practitioner must reduce the financial cost of a high-volume summarization task. Which strategy addresses token-based billing?
Answer: B
Explanation:
Token-based billing is driven by the number of input and output tokens processed, so reducing the prompt size lowers the total tokens consumed across high-volume summarization requests.
NEW QUESTION # 75
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