# Amazon — Generate images and video with vLLM-Omni on SageMaker AI – Part 2

- Company: Amazon (amazon.com)
- Announced: 2026-09-28T16:15:17+00:00
- Category: not stated
- Coverage: not counted
- Announcement: no
- Group: routine
- Source: https://aws.amazon.com/blogs/machine-learning/generate-images-and-video-with-vllm-omni-on-sagemaker-ai-part-2/
- Record: https://forck.live/items/14685-generate-images-and-video-with-vllm-omni-on-sagemaker-ai-part-2
- Subject: Bedrock / Nova
- Models affected: FLUX.2-klein-4B, Wan2.1-VACE-1.3B

Amazon's guide shows how to deploy two SageMaker AI endpoints from a single vLLM-Omni DLC: a real-time endpoint for FLUX.2-klein-4B image generation and an asynchronous endpoint for Wan2.1-VACE-1.3B video generation. The workflow sends a text prompt to generate an image, then passes that image with a motion prompt to the video endpoint, retrieving the MP4 from Amazon S3. The sample includes a command-line workflow and a Streamlit application.

## Evidence

Verbatim from https://aws.amazon.com/blogs/machine-learning/generate-images-and-video-with-vllm-omni-on-sagemaker-ai-part-2/:

> The solution deploys the same pinned AWS vLLM-Omni DLC image to two SageMaker AI endpoints. The deployment script changes SM_VLLM_MODEL to load FLUX.2-klein on one endpoint and Wan VACE on the other.

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Record: https://forck.live/items/14685-generate-images-and-video-with-vllm-omni-on-sagemaker-ai-part-2
Catalogue: https://forck.live/llms.txt
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