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Last Updated: Aug 18, 2026
No. of Questions: 73 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Prompt Engineering | 15% | - Prompting techniques
|
| Topic 2: Agentic AI | 20% | - Differentiation from Generative AI
|
| Topic 3: Generative AI Models | 20% | - Model selection
|
| Topic 4: AI Ethics and Security | - Ethical considerations in AI
| |
| Topic 5: Data Research and Analysis | - Data analysis techniques
| |
| Topic 6: AI for Code and Workflow Optimization | - AI-assisted code development
|
1. What is hallucination in generative AI?
A) Database replication
B) AI generating incorrect or fabricated information
C) Network congestion
D) GPU overheating
2. In an AI-powered automation workflow, what is deterministic branching?
A) A dynamic system where branching criteria evolve over time using optimization algorithms.
B) A decision point where the next step is dictated by specific, pre-programmed rules.
C) A workflow state that pauses execution until a human manually determines the next step.
D) A process where the AI model autonomously selects the next step based on its internal confidence score.
3. A practitioner must reduce the financial cost of a high-volume summarization task. Which strategy addresses token-based billing?
A) expanding the total context window
B) increasing the model temperature
C) increasing the model sampling rate
D) minimizing the input prompt size
4. Why is a Human-in-the-Loop workflow essential when an AI agent has write access to a production database?
A) to allow the AI agent to bypass the integrity constraints of the database
B) to allow the AI agent to automatically resolve transaction deadlocks
C) to provide administrative credentials required to bypass MFA requirements
D) to serve as a safety gate against unintended data modifications
5. Why are prompts important in generative AI systems?
A) They encrypt AI hardware
B) They replace training datasets
C) They eliminate hallucinations completely
D) They determine model behavior and output quality
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: D | Question # 5 Answer: D |
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