# AWS Shows Text-to-Image-to-Video Pipeline on SageMaker with Its vLLM-Omni Container

> The AWS Machine Learning Blog detailed a workflow deploying FLUX.2-klein-4B for image generation and Wan2.1-VACE-1.3B for image-conditioned video on SageMaker AI, both from one vLLM-Omni container image.

- **Topic**: Models
- **Published**: 2026-10-01T11:43:15.092Z
- **Canonical URL**: https://highsignal.sh/stories/aws-shows-text-to-image-to-video-pipeline-on-sagemaker-with-its-vllm-omni-05aba579

## Why It Matters

It is a concrete example, from AWS itself, of packaging multimodal generation behind OpenAI-compatible APIs and splitting fast and slow inference between SageMaker real-time and asynchronous endpoints.

## Primary Sources & Citations

- [Generate images and video with vLLM-Omni on SageMaker AI – Part 2](https://aws.amazon.com/blogs/machine-learning/generate-images-and-video-with-vllm-omni-on-sagemaker-ai-part-2/) — *AWS Machine Learning Blog* (Primary source)

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