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Cisco 810-110 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: AI for Code and Workflow Optimization		- Workflow automation 1. Process automation 2. Task optimization - AI-assisted code development 1. Code review and debugging 2. Code generation
Topic 2: Agentic AI	20%	- Data transformation and mapping 1. Within AI Agents - Differentiation from Generative AI 1. Use cases comparison 2. Autonomous capabilities - AI agent design principles 1. Human-in-the-loop (HITL) strategies 2. Orchestration - Model Context Protocol (MCP) 1. Context in agentic AI 2. MCP framework primitives
Topic 3: Generative AI Models	20%	- Model hosting strategies 1. Cloud-based vs. local deployments 2. Cost, latency, privacy, and scalability considerations - 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. Grounding AI outputs in external knowledge 2. Vector databases 3. Embeddings - Major generative model families 1. Large language models (LLMs) 2. Diffusion models - Context windows and token management 1. Token limits 2. Response management
Topic 4: Prompt Engineering	15%	- Prompt structures 1. Text generation 2. Audio generation 3. Image generation - Principles and patterns 1. Roles 2. Instructions 3. Constraints - Prompting techniques 1. Iterative prompting 2. Chained prompting 3. Few-shot prompting - Security and safety 1. Defensive prompting methods 2. Prompt injection attacks 3. Reducing hallucinations 4. Improving response accuracy
Topic 5: Data Research and Analysis		- Data collection and preparation 1. Data cleaning and preprocessing 2. Data gathering methodologies - Data analysis techniques 1. Data visualization 2. Statistical analysis
Topic 6: AI Ethics and Security		- Ethical considerations in AI 1. Transparency and explainability 2. Bias and fairness - Security threats and mitigations 1. Data privacy 2. Model security

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Cisco AI Technical Practitioner Sample Questions (Q66-Q71):

NEW QUESTION # 66
What is the role of embeddings in AI systems?

A. Encrypting traffic
B. Assigning IP addresses
C. Representing data numerically in vector space
D. Compressing logs

Answer: C

Explanation:
Embeddings convert text or objects into vectors that capture semantic meaning.

NEW QUESTION # 67
How does a coordinator agent function in a multi-agent AI framework?

A. It fine-tunes each agent's model weights to optimize performance on assigned tasks.
B. It serves as the external data source that each agent queries for grounding information.
C. It replaces the need for multiple agents by handling tasks within a single reasoning loop.
D. It orchestrates task delegation across specialized agents and aggregates the outputs.

Answer: D

Explanation:
A coordinator agent manages the overall workflow by assigning tasks to specialized agents, coordinating their interactions, and combining their outputs into a final result.

NEW QUESTION # 68
Why are prompts important in generative AI systems?

A. They determine model behavior and output quality
B. They eliminate hallucinations completely
C. They encrypt AI hardware
D. They replace training datasets

Answer: A

Explanation:
Well-structured prompts significantly improve response accuracy and relevance.

NEW QUESTION # 69
What is a purpose of providing a JSON schema when configuring tool use for an AI agent?

A. to encrypt the payload before it is sent to the external service
B. to map relationships between multiple tools in an agent workflow
C. to define the required parameters and data types the agent must return
D. to reduce the token count of the agent's system prompt

Answer: C

Explanation:
A JSON schema defines the structure, required fields, and data types for tool calls, helping the agent provide valid inputs or outputs that the external tool can process reliably.

NEW QUESTION # 70
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. multimodal model
B. diffusion model
C. generative adversarial network
D. embedding model

Answer: A

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 # 71
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