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AI-102 Implement generative AI solutions Practice Question

You are using Azure OpenAI Service to generate code snippets for a development team. You notice that the generated code sometimes contains security vulnerabilities. You need to minimize the risk of generating insecure code while maintaining productivity. What should you do?

⚠ Common exam trap

The trap here is that candidates may overestimate the effectiveness of fine-tuning (Option B) for security, not realizing that system messages are a simpler, more practical first-line defense in Azure OpenAI Service, while fine-tuning is better suited for domain-specific style or knowledge rather than real-time safety constraints.

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 system messages to instruct the model to prioritize security

System messages in Azure OpenAI Service allow you to set the context and behavior of the model, including instructing it to prioritize security when generating code. This approach directly influences the model's output without requiring retraining or sacrificing flexibility, making it the most effective way to reduce security vulnerabilities while maintaining productivity.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Use system messages to instruct the model to prioritize security

    Why this is correct

    System messages set behavior and can guide the model to generate secure code.

  • Fine-tune the model on a dataset of secure code

    Why it's wrong here

    Fine-tuning is possible but requires significant effort and data; system messages are more immediate.

  • Set the temperature parameter to 0

    Why it's wrong here

    Temperature affects randomness, not security.

  • Disable content filtering to allow more flexibility

    Why it's wrong here

    Disabling content filtering would not prevent insecure code generation.

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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.