This workflow would take a fairly simple (single sentence) text prompt that is fed to a LLM that would transform the simple prompt into an immersive and detailed prompt to generate a (Flux) image.

This image is upscaled and fed to the LTX with STG (using the same generated detailed prompt) for the final video conversion.