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1Z0-1127-25 OCI Generative AI Service Practice Question

A data scientist has fine-tuned a Cohere Command R model using the T-Few technique. They now need to deploy this custom model for real-time inference with low latency. What is the recommended deployment option in OCI Generative AI?

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

Provision a dedicated AI cluster and host the fine-tuned model on it

Dedicated AI clusters provide isolated, low-latency inference for custom fine-tuned models. Shared infrastructure is multi-tenant and may have variable latency; on-demand inference does not support custom models directly.

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 the OCI Generative AI Playground to test the model

    Why it's wrong here

    The Playground is for interactive testing of base models, not for deploying custom fine-tuned models for production inference.

  • Provision a dedicated AI cluster and host the fine-tuned model on it

    Why this is correct

    Dedicated AI clusters allow you to deploy your own fine-tuned models with low latency and dedicated compute resources, suitable for production real-time inference.

  • Use the shared infrastructure endpoint with an API call

    Why it's wrong here

    Shared infrastructure serves only base models; fine-tuned models require a dedicated cluster.

  • Create an InferenceClient pointing to the fine-tuned model directly without a cluster

    Why it's wrong here

    The InferenceClient needs an endpoint that points to either a base model or a dedicated cluster; custom models must be hosted on a dedicated cluster.

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