# Amazon — LLM optimization integration for Amazon SageMaker Python SDK

- Company: Amazon (amazon.com)
- Announced: 2026-08-06T16:08:12+00:00
- Category: product-launch
- Subject: Bedrock / Nova
- Source: https://aws.amazon.com/blogs/machine-learning/llm-optimization-integration-for-amazon-sagemaker-python-sdk/
- Record: https://forck.live/items/3634-llm-optimization-integration-for-amazon-sagemaker-python-sdk

Amazon SageMaker Python SDK v3 now includes generative AI inference recommendations directly in notebook workflows, enabling benchmarking, deployment recommendations, and automated deployment of optimal configurations.

## Evidence

Verbatim from https://aws.amazon.com/blogs/machine-learning/llm-optimization-integration-for-amazon-sagemaker-python-sdk/:

> The Amazon SageMaker Python SDK v3 now exposes generative AI inference recommendations in Amazon SageMaker AI directly in your notebook workflow.

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