AI-102 Implement generative AI solutions Practice Question
You are designing a generative AI solution that uses Azure OpenAI Service. The solution must generate code snippets in Python and JavaScript. You need to ensure the model reliably outputs code in the correct language based on user input. Which approach should you use?
⚠ Common exam trap
Test-takers frequently confuse hyperparameters like temperature and top_p with content control mechanisms, mistakenly believing they can enforce output language, when in fact they only affect randomness and token selection probability.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Use a system message to specify the desired language.
System messages in Azure OpenAI Service allow you to set the context or behavior of the model, such as specifying the desired programming language for code generation. This approach is lightweight, requires no retraining, and reliably guides the model to output code in the correct language based on the user's request, leveraging the model's existing training on both Python and JavaScript.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Set the top_p parameter to a low value.
Why it's wrong here
top_p controls nucleus sampling, not language selection.
- ✓
Use a system message to specify the desired language.
Why this is correct
System messages can instruct the model on the language to use.
- ✗
Fine-tune the model on a dataset of code in both languages.
Why it's wrong here
Fine-tuning is not necessary for language selection; system message suffices.
- ✗
Set the temperature to 0 to make the model deterministic.
Why it's wrong here
Temperature affects randomness, not language selection.
Go deeper
Related to this question
About these practice questions
This AI-102 question is part of Courseiva's 945-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam dumps. Learn why practice questions differ from exam dumps →
JA
Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This AI-102 practice question is part of Courseiva's free Microsoft certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AI-102 exam.