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| Section | Weight | Objectives |
|---|
| Agentic AI Systems | | - Agent architecture
- 1. Multi-step reasoning workflows
- 2. Autonomous agents and orchestration
|
| Generative AI Models | 20% | - Context and retrieval systems
- 1. Context windows and token limits
- 2. RAG, embeddings, vector databases
- Model fundamentals and use cases
- 1. Use cases: summarization, code generation, content creation
- 2. LLMs and diffusion models overview
- Model hosting and architecture
- 1. Latency, cost, privacy considerations
- 2. Cloud vs local deployment trade-offs
|
| AI for Code and Workflow Optimization | | - AI-assisted software development
- 1. Code generation and debugging
- 2. SDLC integration
- Automation workflows
- 1. Workflow orchestration concepts
- 2. API integration basics
|
| Ethics and Security | 15% | - Responsible AI principles
- 1. Bias mitigation
- 2. Fairness, transparency, accountability
- Data privacy and governance
- 1. Secure AI data handling
- AI security threats
- 1. Misinformation and hallucinations
- 2. AI-specific attack surfaces
|
| AI for Data Research and Analysis | | - Data exploration and transformation
- 1. Insight generation and validation
- 2. AI-assisted data cleaning
|
| Prompt Engineering | 15% | - Prompting techniques
- 1. Chained and iterative prompting
- 2. Few-shot prompting
- Prompt design principles
- 1. Roles, instructions, constraints
- Security and robustness
- 1. Prompt injection risks
- 2. Mitigation and defensive prompting
|
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Cisco AI Technical Practitioner Sample Questions (Q25-Q30):
NEW QUESTION # 25
Which approach protects PII when utilizing a public AI service for data analysis?
- A. encrypting the data payload during transit to the AI service provider
- B. utilizing system prompts to instruct the AI to ignore sensitive data fields
- C. anonymizing or redacting PH from the dataset before transmitting the request
- D. ensuring the AI provider maintains industry-standard SOC 2 compliance
Answer: C
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 # 26
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?
- A. local LLM deployment on internal hardware
- B. hybrid deployment with cloud-based backup
- C. managed SaaS AI platform with SOC 2 audit
- D. cloud-based API with Zero Data Retention
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 # 27
What is a corporate data privacy risk when using a public AI chatbot?
- A. The data will be encrypted at rest instead of in transit.
- B. The input data may be used for model training.
- C. The AI will provide biased technical advice.
- D. The AI will provide hallucinated technical specifications.
Answer: B
Explanation:
A public AI chatbot may retain submitted corporate data or use it to improve model training, which can expose confidential, proprietary, or regulated information outside the organization's control.
NEW QUESTION # 28
How does context window management help control the cost of a long-running AI conversation?
- A. by switching to an algorithm that reduces the character-to-token ratio
- B. by capping the cumulative number of input tokens sent with each new prompt
- C. by automatically switching to a lower-cost model as the conversation history grows
- D. by increasing the context window size to reduce the total number of API calls
Answer: B
Explanation:
Context window management controls cost by limiting how much prior conversation history is included with each new request, reducing the number of input tokens processed and billed.
NEW QUESTION # 29
Why are prompts important in generative AI systems?
- A. They replace training datasets
- B. They encrypt AI hardware
- C. They eliminate hallucinations completely
- D. They determine model behavior and output quality
Answer: D
Explanation:
Well-structured prompts significantly improve response accuracy and relevance.
NEW QUESTION # 30
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