Run LTX 2.3 locally on budget graphics cards
How to make a first-frame-to-last-frame video with LTX 2.3 in ComfyUI using just two images and a text prompt, running locally on consumer hardware.
David walks through the exact ComfyUI workflow behind our last episode's intro: the FP8 quantized version of LTX 2.3 (so you don't need an enormous GPU), the FLF2V template, and how a single prompt tries to bridge your first and last frame into a 5-second clip. We also show what happens when the first generation doesn't listen to the prompt, why the noise seed matters, and how re-rolling, plus a Claude-refined prompt, changes the result.
Important: LTX-2.3 video generation requires CUDA 13+ and an Nvidia GPU
What's covered:
• Where to find the FLF2V (first-frame/last-frame-to-video) template in ComfyUI
• Downloading the right quantized LTX 2.3 + Gemma 3 models
• Setting dimensions, FPS, and clip length
• Writing and troubleshooting a video prompt
• Why your seed affects the output more than you'd think
• Using an LLM (Claude) to rewrite a weak prompt into a better one
Chapters:
0:00 Intro
0:14 Building the Workflow in ComfyUI
2:18 Setting the Prompt & First Generation
3:06 Reviewing the First Result
3:49 Troubleshooting: Seed & Reroll
4:09 Second Attempt, Better Prompt
5:09 Wrap-up
Merch:
https://devilwearsproduct.shop
Links:
https://ltx.io/blog/run-video-generation-model-locally
David walks through the exact ComfyUI workflow behind our last episode's intro: the FP8 quantized version of LTX 2.3 (so you don't need an enormous GPU), the FLF2V template, and how a single prompt tries to bridge your first and last frame into a 5-second clip. We also show what happens when the first generation doesn't listen to the prompt, why the noise seed matters, and how re-rolling, plus a Claude-refined prompt, changes the result.
Important: LTX-2.3 video generation requires CUDA 13+ and an Nvidia GPU
What's covered:
• Where to find the FLF2V (first-frame/last-frame-to-video) template in ComfyUI
• Downloading the right quantized LTX 2.3 + Gemma 3 models
• Setting dimensions, FPS, and clip length
• Writing and troubleshooting a video prompt
• Why your seed affects the output more than you'd think
• Using an LLM (Claude) to rewrite a weak prompt into a better one
Chapters:
0:00 Intro
0:14 Building the Workflow in ComfyUI
2:18 Setting the Prompt & First Generation
3:06 Reviewing the First Result
3:49 Troubleshooting: Seed & Reroll
4:09 Second Attempt, Better Prompt
5:09 Wrap-up
Merch:
https://devilwearsproduct.shop
Links:
https://ltx.io/blog/run-video-generation-model-locally
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#LTX2 #ComfyUI #AIVideo