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| Section | Weight | Objectives |
|---|---|---|
| Data Research and Analysis | 15% | - Data visualization and insight generation - Data collection, preparation and preprocessing - Data quality, bias and validation |
| Prompt Engineering | 15% | - Defensive prompting and error mitigation - Advanced prompting techniques - Prompt design principles and best practices |
| Agentic AI | 15% | - Agent design principles and capabilities - Model Context Protocol (MCP) framework - Agentic AI vs Generative AI use cases - Human-in-the-loop strategies |
| AI Ethics and Security | 20% | - Responsible AI principles - AI-specific threats, risks and misinformation - Data privacy and security in AI systems - Compliance and governance frameworks |
| AI for Code and Workflow Optimization | 15% | - Integration of AI tools in development processes - Automation and workflow enhancement - AI-assisted code generation and improvement |
| Generative AI Models | 20% | - Context windows, token limits and response management - Model hosting options and trade-offs - Generative AI model families and use cases - Model selection and evaluation in AI hubs |
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NEW QUESTION # 38
Which risk occurs when an AI model provides an outdated technical specification because it was trained before the new standard was released?
Answer: B
Explanation:
Knowledge cut-off occurs when a model lacks information about events, standards, or specifications released after its training data period, causing it to provide outdated information.
NEW QUESTION # 39
Which design principle helps prevent an autonomous agent from looping infinitely and wasting tokens?
Answer: A
Explanation:
Implementing constraints, such as maximum iteration limits, stop conditions, and execution boundaries, helps prevent an autonomous agent from repeatedly running actions without reaching a valid endpoint.
NEW QUESTION # 40
What is the main advantage of cloud-based AI services?
Answer: B
Explanation:
Cloud AI platforms provide scalable infrastructure and elastic computing power for AI workloads.
NEW QUESTION # 41
Which Cisco technology is commonly associated with network observability and telemetry?
Answer: B
Explanation:
NetFlow provides visibility into traffic flows and is widely used for monitoring, analytics, and AI- driven operations.
NEW QUESTION # 42
An organization has regulatory requirements that prohibit any proprietary source code from leaving the internal network. Which hosting strategy provides the highest level of data sovereignty?
Answer: A
Explanation:
Local LLM deployment on internal hardware keeps proprietary source code within the organization's internal network, providing the strongest control over data location, access, and governance.
NEW QUESTION # 43
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