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| Section | Weight | Objectives |
|---|---|---|
| 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% | - Context windows, token limits and response management - Model selection and evaluation in AI hubs - Generative AI model families and use cases - Model hosting options and trade-offs |
| AI Ethics and Security | 20% | - Data privacy and security in AI systems - AI-specific threats, risks and misinformation - Compliance and governance frameworks - Responsible AI principles |
| Agentic AI | 15% | - Model Context Protocol (MCP) framework - Agent design principles and capabilities - Human-in-the-loop strategies - Agentic AI vs Generative AI use cases |
| Data Research and Analysis | 15% | - Data collection, preparation and preprocessing - Data visualization and insight generation - Data quality, bias and validation |
| Prompt Engineering | 15% | - Advanced prompting techniques - Prompt design principles and best practices - Defensive prompting and error mitigation |
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NEW QUESTION # 52
A practitioner uses self-consistency by running the same prompt three times and comparing the results. What is the goal of this strategy?
Answer: B
Explanation:
Self-consistency compares multiple responses to the same prompt to check whether the model produces stable, reliable results across repeated runs.
NEW QUESTION # 53
What is the role of the client in the Model Context Protocol?
Answer: A
NEW QUESTION # 54
A company discloses to its users that their support tickets are being summarized by an AI model.
Which responsible AI principle does this action support?
Answer: C
Explanation:
Transparency means clearly informing users when AI is being used, what it is doing, and how it may affect their data or experience.
NEW QUESTION # 55
What is the benefit of AI Ops (AIOps) in networking?
Answer: C
Explanation:
AIOps uses AI to improve IT operations, detect anomalies, and accelerate troubleshooting.
NEW QUESTION # 56
What is a use case for generative AI in the testing phase of the software development lifecycle?
Answer: B
Explanation:
Generative AI can create synthetic test data that simulates realistic inputs and edge cases, helping validate application behavior during the testing phase without relying only on production data.
NEW QUESTION # 57
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