AZURE AI ENGINEER CERTIFICATION EXAM (AZURE ARTIFICIAL INTELLIGENCE
ENGINEER CERTIFICATION) EXAM WITH COMPLETE SOLUTIONS 100% VERIFIED!!
What does Model Optimization control - (ANSWER)How the model needs to act
What does Context Optimization control - (ANSWER)What the model needs to know
First Approach to Context and Model Optimization - (ANSWER)Prompt engineering
Further improve Model Optimization - (ANSWER)Fine-tuning
Further improve Context Optimization - (ANSWER)Retrieval Augmented Generation (RAG)
Prompt Engineering - (ANSWER)The process of designing and refining prompts given to AI models to get
reliable, accurate, or creative outputs
Fine Tuning - (ANSWER)The process of taking a pre-trained model and training it further on a smaller,
task-specific dataset, so it performs better on that specific task
Retrieval Augmented Generation (RAG) - (ANSWER)An AI technique that combines a retriever system
with a generative model to produce more accurate, up-to-date, and source-grounded responses. RAG
allows the system to look things up at runtime
Does Retrieval Augmented Generation increase cost? - (ANSWER)No
Bing Search Tool - (ANSWER)A tool accessible by agents that allows the agent to use real-time data in its
responses
Prompt Shields - (ANSWER)Scans for the risk of user input attacks on language models
Groundedness Detection - (ANSWER)Detects if text responses are grounded in a user's source content
, AZURE AI ENGINEER CERTIFICATION EXAM (AZURE ARTIFICIAL INTELLIGENCE
ENGINEER CERTIFICATION) EXAM WITH COMPLETE SOLUTIONS 100% VERIFIED!!
Protected Material Detection - (ANSWER)Scans for known copyrighted content
HTTP GET Method - (ANSWER)Retrieves data
HTTP POST method - (ANSWER)Creates new data
HTTP PUT method - (ANSWER)Updates existing data
HTTP DELETE method - (ANSWER)Removes data
Concurrent Orchestration - (ANSWER)Lets multiple agents work on the same task at the same time
Sequential Orchestration - (ANSWER)Agents are arranged in a pipeline where each agent processes the
task one after another
Group Chat Orchestration - (ANSWER)Models a collaborative conversation among multiple AI agents,
and optionally a human participant. Has a designated central chat manager agent to decide which
agent/human responds next
Handoff Orchestration - (ANSWER)Lets AI agents transfer control to one another based on the task
context or user requests. Does NOT include a central chat manager
Magnetic Orchestration - (ANSWER)A flexible, general-purpose multi-agent pattern designed for
complex, open-ended tasks that require dynamic collaboration. Includes a Task Ledger agent that
creates a plan on how to approach the problem before execution
Language Detection - (ANSWER)Determining the language in which text is written. Feature of Azure AI
Language
ENGINEER CERTIFICATION) EXAM WITH COMPLETE SOLUTIONS 100% VERIFIED!!
What does Model Optimization control - (ANSWER)How the model needs to act
What does Context Optimization control - (ANSWER)What the model needs to know
First Approach to Context and Model Optimization - (ANSWER)Prompt engineering
Further improve Model Optimization - (ANSWER)Fine-tuning
Further improve Context Optimization - (ANSWER)Retrieval Augmented Generation (RAG)
Prompt Engineering - (ANSWER)The process of designing and refining prompts given to AI models to get
reliable, accurate, or creative outputs
Fine Tuning - (ANSWER)The process of taking a pre-trained model and training it further on a smaller,
task-specific dataset, so it performs better on that specific task
Retrieval Augmented Generation (RAG) - (ANSWER)An AI technique that combines a retriever system
with a generative model to produce more accurate, up-to-date, and source-grounded responses. RAG
allows the system to look things up at runtime
Does Retrieval Augmented Generation increase cost? - (ANSWER)No
Bing Search Tool - (ANSWER)A tool accessible by agents that allows the agent to use real-time data in its
responses
Prompt Shields - (ANSWER)Scans for the risk of user input attacks on language models
Groundedness Detection - (ANSWER)Detects if text responses are grounded in a user's source content
, AZURE AI ENGINEER CERTIFICATION EXAM (AZURE ARTIFICIAL INTELLIGENCE
ENGINEER CERTIFICATION) EXAM WITH COMPLETE SOLUTIONS 100% VERIFIED!!
Protected Material Detection - (ANSWER)Scans for known copyrighted content
HTTP GET Method - (ANSWER)Retrieves data
HTTP POST method - (ANSWER)Creates new data
HTTP PUT method - (ANSWER)Updates existing data
HTTP DELETE method - (ANSWER)Removes data
Concurrent Orchestration - (ANSWER)Lets multiple agents work on the same task at the same time
Sequential Orchestration - (ANSWER)Agents are arranged in a pipeline where each agent processes the
task one after another
Group Chat Orchestration - (ANSWER)Models a collaborative conversation among multiple AI agents,
and optionally a human participant. Has a designated central chat manager agent to decide which
agent/human responds next
Handoff Orchestration - (ANSWER)Lets AI agents transfer control to one another based on the task
context or user requests. Does NOT include a central chat manager
Magnetic Orchestration - (ANSWER)A flexible, general-purpose multi-agent pattern designed for
complex, open-ended tasks that require dynamic collaboration. Includes a Task Ledger agent that
creates a plan on how to approach the problem before execution
Language Detection - (ANSWER)Determining the language in which text is written. Feature of Azure AI
Language
