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Deploying and Managing Generative AI on OCIeasyMultiple ChoiceObjective-mapped

1Z0-1127-25 Deploying and Managing Generative AI on OCI Practice Question

A data scientist wants to deploy a fine-tuned LLM on OCI for inference with low latency. Which OCI service should they use?

⚠ Common exam trap

It's easy for candidates to confuse development environments (Notebook Sessions) or general-purpose serverless compute (Functions) with purpose-built inference services, overlooking the need for GPU-accelerated, managed inference endpoints for low-latency LLM deployment.

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

OCI Generative AI Service (Dedicated AI Cluster)

B is correct because OCI Generative AI Service with a Dedicated AI Cluster provides a managed, high-throughput, low-latency inference endpoint for fine-tuned LLMs. It leverages GPU-accelerated infrastructure and optimized serving stacks (e.g., vLLM, TensorRT-LLM) to minimize response times, making it ideal for production inference workloads.

Answer analysis

Option-by-option breakdown

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

  • OCI Data Science Notebook Session

    Why it's wrong here

    Notebook sessions are interactive development environments, not production deployment.

  • OCI Generative AI Service (Dedicated AI Cluster)

    Why this is correct

    Dedicated AI Cluster is optimized for low-latency inference with reserved resources.

  • OCI Data Flow

    Why it's wrong here

    Data Flow is for batch data processing, not real-time model inference.

  • OCI Functions

    Why it's wrong here

    Functions are for serverless code execution, not suitable for large model inference.

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