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| Section | Weight | Objectives |
|---|
| Topic 1: Agentic AI | 20% | - Model Context Protocol (MCP)
- 1. MCP framework primitives
- 2. Context in agentic AI
- AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
- Data transformation and mapping - Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
|
| Topic 2: AI for Code and Workflow Optimization | | - AI-assisted code development
- 1. Code generation
- 2. Code review and debugging
- Workflow automation
- 1. Task optimization
- 2. Process automation
|
| Topic 3: AI Ethics and Security | | - Ethical considerations in AI
- 1. Bias and fairness
- 2. Transparency and explainability
- Security threats and mitigations
- 1. Data privacy
- 2. Model security
|
| Topic 4: Data Research and Analysis | | - Data collection and preparation
- 1. Data gathering methodologies
- 2. Data cleaning and preprocessing
- Data analysis techniques
- 1. Data visualization
- 2. Statistical analysis
|
| Topic 5: Prompt Engineering | 15% | - Prompting techniques
- 1. Iterative prompting
- 2. Few-shot prompting
- 3. Chained prompting
- Prompt structures
- 1. Audio generation
- 2. Text generation
- 3. Image generation
- Principles and patterns
- 1. Instructions
- 2. Constraints
- 3. Roles
- Security and safety
- 1. Reducing hallucinations
- 2. Improving response accuracy
- 3. Prompt injection attacks
- 4. Defensive prompting methods
|
| Topic 6: Generative AI Models | 20% | - Major generative model families
- 1. Large language models (LLMs)
- 2. Diffusion models
- Context windows and token management
- 1. Token limits
- 2. Response management
- Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Common use cases
- 1. Content creation
- 2. Code generation
- 3. Text summarization
- Retrieval Augmented Generation (RAG)
- 1. Vector databases
- 2. Grounding AI outputs in external knowledge
- 3. Embeddings
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
|
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Cisco AI Technical Practitioner Sample Questions (Q10-Q15):
NEW QUESTION # 10
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?
- A. AI-assisted debugging
- B. automated unit testing
- C. continuous integration optimization
- D. code scaffolding
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 # 11
What is a use case for generative AI in the testing phase of the software development lifecycle?
- A. generating automated documentation
- B. generating synthetic test data
- C. drafting user stories
- D. performing static code analysis
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 # 12
Which design principle helps prevent an autonomous agent from looping infinitely and wasting tokens?
- A. implementing constraints
- B. removing system prompts
- C. using known patterns
- D. using smaller contexts
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 # 13
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. managed SaaS AI platform with SOC 2 audit
- B. hybrid deployment with cloud-based backup
- C. local LLM deployment on internal hardware
- D. cloud-based API with Zero Data Retention
Answer: C
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 # 14
Which software development lifecycle phase utilizes AI to analyze stakeholder documentation for logical inconsistencies and to draft structured user stories?
- A. testing
- B. maintenance
- C. implementation
- D. requirements
Answer: D
Explanation:
In the requirements phase, AI can analyze stakeholder documentation to identify logical gaps or inconsistencies and help convert business needs into structured user stories.
NEW QUESTION # 15
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