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| Section | Weight | Objectives |
|---|
| Agentic AI Systems | | - Agent architecture
- 1. Autonomous agents and orchestration
- 2. Multi-step reasoning workflows
|
| Ethics and Security | 15% | - Responsible AI principles
- 1. Fairness, transparency, accountability
- 2. Bias mitigation
- Data privacy and governance
- 1. Secure AI data handling
- AI security threats
- 1. Misinformation and hallucinations
- 2. AI-specific attack surfaces
|
| Prompt Engineering | 15% | - Security and robustness
- 1. Prompt injection risks
- 2. Mitigation and defensive prompting
- Prompt design principles
- 1. Roles, instructions, constraints
- Prompting techniques
- 1. Chained and iterative prompting
- 2. Few-shot prompting
|
| Generative AI Models | 20% | - Model hosting and architecture
- 1. Latency, cost, privacy considerations
- 2. Cloud vs local deployment trade-offs
- Model fundamentals and use cases
- 1. LLMs and diffusion models overview
- 2. Use cases: summarization, code generation, content creation
- Context and retrieval systems
- 1. RAG, embeddings, vector databases
- 2. Context windows and token limits
|
| AI for Code and Workflow Optimization | | - AI-assisted software development
- 1. SDLC integration
- 2. Code generation and debugging
- Automation workflows
- 1. API integration basics
- 2. Workflow orchestration concepts
|
| AI for Data Research and Analysis | | - Data exploration and transformation
- 1. AI-assisted data cleaning
- 2. Insight generation and validation
|
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Cisco AI Technical Practitioner Sample Questions (Q22-Q27):
NEW QUESTION # 22
A team uses AI to scaffold a new microservice. What does this process involve?
- A. testing the final production code
- B. generating the initial structure
- C. removing redundant logic
- D. creating automated deployment scripts
Answer: B
Explanation:
Scaffolding uses AI to generate the initial project structure, boilerplate files, configuration, and basic code layout so the team can start development faster.
NEW QUESTION # 23
An analyst needs a model that can analyze a network topology diagram and a set of configuration logs simultaneously. Which type of model should be selected?
- A. generative adversarial network
- B. diffusion model
- C. multimodal model
- D. embedding model
Answer: C
Explanation:
A multimodal model can process and reason over different input types at the same time, such as images from a network topology diagram and text from configuration logs.
NEW QUESTION # 24
What is the role of an MCP server in the MCP open standard?
- A. to route requests between different AI providers
- B. to expose tools and resources to an AI model
- C. to host the LLM and perform token inference
- D. to provide the GUI for the end-user interaction
Answer: B
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 # 25
Why are prompts important in generative AI systems?
- A. They encrypt AI hardware
- B. They eliminate hallucinations completely
- C. They determine model behavior and output quality
- D. They replace training datasets
Answer: C
Explanation:
Well-structured prompts significantly improve response accuracy and relevance.
NEW QUESTION # 26
Which threat involves an attacker intentionally contaminating the training set of a model to influence its future behavior?
- A. direct prompt injection
- B. data poisoning
- C. gradient inversion
- D. algorithmic bias
Answer: B
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 # 27
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