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AI-300 Genaiops Infrastructure Practice Question

Your team is using Semantic Kernel for agent orchestration. You notice frequent transient errors when the agent interacts with multiple LLM services. How should you implement infrastructure-level resiliency?

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 an 'Azure API Management' policy to implement a retry pattern.

Implementing exponential backoff and retries via the 'RetryHandler' in the HttpClient factory or Semantic Kernel settings is the standard approach for infrastructure-level resiliency.

Answer analysis

Option-by-option breakdown

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

  • Disable the 'Streaming' flag in the agent request.

    Why it's wrong here

    Streaming is independent of connection reliability.

  • Use an 'Azure API Management' policy to implement a retry pattern.

    Why this is correct

    APIM policies provide a robust, centralized mechanism to handle retries for LLM endpoints.

  • Switch the model to a higher tier instance type.

    Why it's wrong here

    Instance size does not mitigate transient network errors.

  • Increase the 'Timeout' parameter in the model deployment manifest.

    Why it's wrong here

    Timeout settings do not handle transient network failures.

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Written and reviewed by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

Last reviewed August 2026 · checked against the official Microsoft exam blueprint

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