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| Section | Weight | Objectives |
|---|
| AI for Code and Workflow Optimization | | - AI-assisted software development
- 1. SDLC integration
- 2. Code generation and debugging
- Automation workflows
- 1. Workflow orchestration concepts
- 2. API integration basics
|
| AI for Data Research and Analysis | | - Data exploration and transformation
- 1. AI-assisted data cleaning
- 2. Insight generation and validation
|
| Generative AI Models | 20% | - Model fundamentals and use cases
- 1. Use cases: summarization, code generation, content creation
- 2. LLMs and diffusion models overview
- Context and retrieval systems
- 1. RAG, embeddings, vector databases
- 2. Context windows and token limits
- Model hosting and architecture
- 1. Latency, cost, privacy considerations
- 2. Cloud vs local deployment trade-offs
|
| Ethics and Security | 15% | - Responsible AI principles
- 1. Fairness, transparency, accountability
- 2. Bias mitigation
- AI security threats
- 1. AI-specific attack surfaces
- 2. Misinformation and hallucinations
- Data privacy and governance
- 1. Secure AI data handling
|
| Agentic AI Systems | | - Agent architecture
- 1. Multi-step reasoning workflows
- 2. Autonomous agents and orchestration
|
| Prompt Engineering | 15% | - Prompt design principles
- 1. Roles, instructions, constraints
- Security and robustness
- 1. Prompt injection risks
- 2. Mitigation and defensive prompting
- Prompting techniques
- 1. Chained and iterative prompting
- 2. Few-shot prompting
|
>> Valid Cisco 810-110 Test Notes <<
Free PDF Quiz 2026 Cisco Valid 810-110: Valid Cisco AI Technical Practitioner Test Notes
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Cisco AI Technical Practitioner Sample Questions (Q18-Q23):
NEW QUESTION # 18
A developer is prototyping an AI assistant that must send a large amount of conversation history with every prompt. They observe that, as they enlarge the context window, the cost of each API call rises substantially.
What is the main reason for this increase in cost?
- A. API providers bill based on the total number of tokens processed, which includes both the input prompt, including history, and the generated output.
- B. Larger context windows require the AI to run on more expensive hardware in the cloud.
- C. The AI model's internal temperature and creativity settings are automatically adjusted upward to handle larger datasets, increasing the computational load.
- D. Increasing the context window automatically triggers a more complex, high-reasoning model that is priced higher.
Answer: A
Explanation:
Cloud-hosted large language model APIs commonly use token-based pricing, where inference charges depend on the quantity of input and output tokens processed. Option C is correct because including extensive conversational history increases the number of input tokens submitted with each request, potentially increasing operational expenditure.
For example, consider an application sending 20,000 input tokens and producing 2,000 output tokens. If the provider charges $2 per million input tokens and $8 per million output tokens, the request costs approximately
$0.056 before applicable discounts or additional fees.
As conversation history grows, repeated transmission of earlier messages can create substantial cumulative costs.
Option A is incorrect because temperature is a configurable sampling parameter and does not automatically increase when a longer prompt is submitted.
Option B is incorrect as the primary explanation because longer contexts can increase computational and memory requirements, but the observed billing increase is directly explained by the growth in processed tokens.
Option D is incorrect because expanding supplied context does not automatically select a different model.
Cost-management strategies include conversation summarization, selective history retention, prompt caching where supported, and retrieval of relevant past exchanges.
Specific Cisco AITECH Course Guide References: Generative AI Ecosystem; AI Architect's Toolkit; Objective 1.3 - Context windows and token limits; Objective 5.4 - Token usage and prototyping economics.
NEW QUESTION # 19
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 # 20
Which activity is an agentic AI use case compared to a standard generative AI use case?
- A. autonomously fixing a build
- B. translating a short email
- C. writing a poem about routing
- D. generating a meeting summary
Answer: A
Explanation:
Agentic AI can plan and execute multi-step actions toward a goal, such as diagnosing a failed build, applying a fix, running validation, and iterating until the build succeeds.
NEW QUESTION # 21
Why might an AI practitioner use a model hub such as Hugging Face in the early phases of an AI project?
- A. To monitor and cap the monthly API token usage costs.
- B. To access and evaluate a wide variety of pre-trained models.
- C. To ensure that the AI model will not produce biased outputs.
- D. To generate a fine-tuned dataset tailored for a niche business problem.
Answer: B
Explanation:
A model hub provides a centralized environment for discovering, examining, comparing, and obtaining pretrained artificial intelligence models. Option B is correct because platforms such as Hugging Face Hub enable practitioners to evaluate multiple model architectures before selecting a solution.
During the initial stages of an AI project, teams must determine which available models satisfy their functional requirements, infrastructure constraints, latency objectives, and deployment conditions.
A model hub can provide access to model documentation, architecture details, parameter counts, licensing information, evaluation results, and compatible deployment frameworks.
For example, a practitioner developing a technical document classifier can compare language models based on accuracy, model size, inference requirements, and licensing restrictions.
Option A is incorrect because model hubs may provide datasets and supporting tools, but their primary purpose is not automatically generating fine-tuned datasets.
Option C is incorrect because repository availability does not guarantee that a model is unbiased, secure, or suitable for deployment.
Option D is incorrect because API token expenditure monitoring requires appropriate billing and observability systems.
Model selection should include evaluation of provenance, licensing, security, task-specific performance, and infrastructure compatibility.
Specific Cisco AITECH Course Guide References:
* Generative AI Ecosystem
* AI Architect's Toolkit
* Customizing AI Models
* Exam Objective 1.4: Model selection in AI model hubs and repositories
NEW QUESTION # 22
When using AI to draft a technical proposal, what is the benefit of a format-agnostic strategy?
- A. It ensures the most creative text.
- B. It allows for easy repurposing.
- C. It maintains contextual alignment.
- D. It minimizes token consumption.
Answer: B
Explanation:
A format-agnostic strategy keeps the content independent of a specific final layout, making it easier to reuse or adapt the same proposal material for different formats such as email, slides, documents, or reports.
NEW QUESTION # 23
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