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    LTX 2.3 FFLF Seed Hunter Multiroll Workflow - v1.0
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    EDIT: Updated to a 2-Stage workflow to increase quality, gen time, and usability.

    LTX notoriously treats your prompts as suggestions rather than as instructions. So quit beating your head against the wall trying to prompt better! The path to success (and less frustration) is to be able to see the results of many seeds quickly, and when you find one you like, to be able to take that promising "golden" seed to finalization. I call this SEED HUNTING, and it's your new best friend in AI filmmaking and content creation. This workflow also has a functionality I call MULTIROLL, allowing you to regen Stage 2 and Stage 3 as many times as you like, getting slight variations that help you build iteratively on your perfect result, without requiring you to always be genning from scratch and wasting your valuable time!

    Watch the video below that covers both basic to advanced use-cases for FFLF. It is part 2 in my tutorial series on AI filmmaking, where I deep dive into every topic from this, to audio mastering in Davinci Resolve/Audacity.

    NOTE: This is a FIRST FRAME LAST FRAME workflow, it is not designed for single inputs. If you want to gen from a single image/video input source, use my other workflow:

    https://civarchive.com/models/2676452/ltx-23-seed-hunter-multiroll-workflow

    This workflow uses ComfyUI-mxToolkit for Sliders, and requires Nodes 2.0 to be turned off in comfyUI's settings for it to work.

    Description

    FAQ

    Comments (40)

    friedaindigo819Jun 9, 2026· 2 reactions
    CivitAI

    Brilliant, great tutorial, thanks for sharing!

    Elmer588Jun 9, 2026· 3 reactions
    CivitAI

    fantastic video, I concur, LTX director is great but quality is not the best that LTX can achieve. Will test FFLF asap !

    nekotxtJun 10, 2026
    CivitAI

    This is really interesting (and nice intro video btw)

    louiscXXXJun 10, 2026
    CivitAI

    note sure if error is on my side, but slider to choose the roll is not there and finished mode toggle node is disconnected so it automatically go through all stages

    foxydits
    Author
    Jun 10, 2026

    Disable "Nodes 2.0" in your comfyUI settings to see the sliders. Toggle for Finish Mode will look like it's disconnected, because it doesn't take any links. It just bypasses the matching color group, which is the Black group underneath it titled "Finish Mode"

    louiscXXXJun 10, 2026

    @foxydits thank you for quick reply. I don't have Nodes 2.0 enabled and still see empty node without slider. BYpassing seems to be OK now.

    foxydits
    Author
    Jun 10, 2026

    @louiscXXX ComfyUI-mxToolkit is the name of the nodepack that has those sliders. Make sure you have 0.9.92 installed correctly. that's the only other reason I can think they might not show up.

    louiscXXXJun 11, 2026

    @foxydits this was caused by mixlab node....found the fix on mx-toolkit github. thank you for showing me right direction.

    redwoodfogJun 11, 2026
    CivitAI

    First, thank you so much for the workflow. The intro videos are great.

    With the most updated ComfyUI and nodes (tried with and without Nodes 2.0, I am getting the following error from the Resize Images by Longer Edge node:

    # ComfyUI Error Report ## Error Details - Node ID: 5013:5137 - Node Type: ResizeImagesByLongerEdge - Exception Type: TypeError - Exception Message: TypeError: 'NoneType' object is not iterable

    foxydits
    Author
    Jun 11, 2026· 1 reaction

    I believe that occurs if you don't have an image or video loaded into either your start frame input, or (more likely) your end frame input. This is a FFLF only workflow, meaning you can't just use a single image and gen from it. It's designed to take a last frame input of either an image or video, so make sure one is loaded and that you have it toggled to be enabled. If you want a single frame input workflow, I have one available, just go to my profile and you'll see it; it's the only other workflow I've posted.

    redwoodfogJun 11, 2026

    @foxydits That makes sense. Thank you!

    redwoodfogJun 11, 2026

    @foxydits Gave it another run using a last frame and everything works as expected. Thanks again!

    jackaroo1432111Jun 11, 2026
    CivitAI

    Thank you for also covering how to merge two videos together with less noticeable transitions! looking forward to a more in depth video on that in the future! One problem i consistently have in this area is the details and coloring/contrast altering considerably between generations, do you think this is largely due to distillation loras? initial input image quality? hmmmm....

    foxydits
    Author
    Jun 11, 2026

    Oh yes, color-space drift is always a thing in any model. Typically, as I show in the video, I go with 33 frames of overlap so I have ample room in to blend the 1st gen into the 2nd gen in my video editor, Davinci Resolve. I also use color adjustment settings to match the two together more accurately. Usually the color drift is easy to compensate for. So much so that I barely even consider it a hindrance or issue.

    synthetic_artistryJun 11, 2026· 1 reaction
    CivitAI

    amazing content bro, keep it up!

    RavagedCherryJun 11, 2026
    CivitAI

    I'm getting a resolution missmatch/zoom in when I reuse a video to extend, like a 5.5% zoom. What would cause this?

    foxydits
    Author
    Jun 11, 2026

    Ahh, I think I may have some answers for you. Let's say your Input video is 1920x1080 and so you've set your target resolution to 1920x1080 as well. This workflow subdivides by 2, and then by 2 again, making your stage 1 videos 480x270 resolution right? Well, no, not so. 270 is not a valid resolution length to LTX, so it will go to the nearest acceptable resolution, 256 I believe. So then it goes to stage 2 and you get 480*2x256*2 = 860x512. Stage 3? 1920x1024. Notice it's 1024, not 1080 anymore.

    SO! If your input video for the extension IS actually 1920x1080, your extension comes out as 1920x1024, which when stretched vertically maintaining aspect ratio to match 1080, means the video will be zoomed in the difference of those pixels, a roughly 3% difference or so.

    It is a limitation in LTX multi-stage workflows that I haven't found any solution for. It's all fine as long as all your videos are the actual same resolution. The zoom only occurs with differing video resolutions. That said, you can zoom in your 1st gen the same 3%~ or so as your 2nd gen to compensate. It's just annoying to have to.

    boobkake22Jun 12, 2026

    @foxydits You could pad the images if they don't match the resolution rather than cropping or stretching. You could then crop the extra back off before your last stage if it does this. Needs some branching logic, but certainly doable.

    foxydits
    Author
    Jun 12, 2026

    @boobkake22 Interesting idea. The kinds of things you gotta start thinking about when releasing a workflow to the public, haha.

    boobkake22Jun 13, 2026· 1 reaction

    @foxydits Yeah, I maintain a couple myself, so I'm already in that headspace! So just sharing the thought. (Appreciate your tutorial. There's a lot of junk in this space, and it's nice to see another person trying to actually help people and make stuff that's good.)

    foxydits
    Author
    Jun 13, 2026

    @boobkake22 Right back at you! <3

    vertexlovesJun 11, 2026· 1 reaction
    CivitAI

    Amazing content! Thanks for sharing these workflows!

    FrameWorksDevJun 11, 2026· 1 reaction
    CivitAI

    Love your stuff already, both content and presentation. Please keep it up.

    vertexlovesJun 11, 2026
    CivitAI

    It would be amazing if you could talk about character consistency and generating multiple images of the same scene like in this video: You have the woman zoomed out and an image of a close portrait with coherent background. I would love to know more about this! Thanks!

    foxydits
    Author
    Jun 11, 2026· 1 reaction

    Ah yea, it's a big topic, definitely warrants a video. The short of it:
    1. I converted an image of princess peach into a "real life" style using Klein 9b Image Edit Model
    2. I used that same model to put her into a park (just load the reference pic of her we just got, set to wide screen latent size, and prompt "Generate a high quality photograph of the girl from image1 standing in a pretty park on a sunny day", as an example)
    3. Again with Klein 9b Image Edit, load that pic of her in the park we just created, with a new prompt: "Generate a high quality close-up photograph of the woman, she is looking at the camera with a subtle amused expression," etc. etc.

    This is how I made the keyframes for that cold opening sequence, more or less. There is definitely more to the process than that, but hopefully that gets you started.

    vertexlovesJun 12, 2026· 1 reaction

    @foxydits Wow great info! I'm definitively interested in a video that would show all of this!!!

    jackaroo1432111Jun 12, 2026
    CivitAI

    really love this workflow, but for some reason when i enabled final pass it automatically goes through all the stages again despite not changing anything. right now ive just been bypassing the unwanted sample stages and letting it regenerate the first second and third pass. Any guidance to help find the fix is appreciated!

    foxydits
    Author
    Jun 12, 2026

    Comfy thinks SOMETHING has changed for it to run through the old stages again. It's programmed to avoid repeating work it's already done, and yea I can see how annoying it would be to have to regen them to go to stage2. I suppose it's possible there is some setting or configuration in comfy that's different between your install and mine that allows it to redo existing work on runs. I wish I could look at your wf/setup and make sure nothing got switched. Like if the Stage 1 "Manual Random Seed" node isn't set to fixed or something.

    jackaroo1432111Jun 13, 2026· 1 reaction

    @foxydits thanks yeah, my comfy *used* to work in the way you mentioned. But i noticed it isn't...It must be something i installed or changed but i just cant figure out what.....I'm thinking its NOT your workflow specifically, just that this workflow is what made me realize it.

    ****EDIT: tested a random workflow and indeed it is still behaving in this undesirable way...Probably gunna have to start removing all my custom nodes and hopefully figure out if its one of them

    ***EDIT 2: Figured id better check the bat file as i remember changing it a while ago...And there it was, i had cache off! Works like a charm now!

    foxydits
    Author
    Jun 13, 2026

    @jackaroo1432111 This is super helpful information! Thank you for your edits. I was definitely scratching my head, because I know of one other person experiencing what you had, but they were always experienced comfy users and not complete newbies like you'd expect. Which makes sense considering complete newbies don't know how to pass startup flags like turning cache off LOL. Makes perfect sense! Also I am glad it's working well now!

    jackaroo1432111Jun 13, 2026

    @foxydits Oh yeah, i should have realized that at the very start, it super obvious NOW lol, but sometimes we just forget what we messed with lol :P. thanks again!

    drowai443Jun 13, 2026
    CivitAI

    Really cool workflow. I am running into a little oddity though. When I use video for the ending (last frame), the transition isn't smooth. There's a very noticeable pause in the action, like all the characters freeze for a second before resuming what they were doing. It looks smooth but the characters just stop.

    So it's like: 15 seconds of smooth generated video > 1 second pause > 4 seconds of smooth video again (the "last frame" video)

    Any ideas what's causing it or how to fix it?

    foxydits
    Author
    Jun 14, 2026· 1 reaction

    TBH I didn't use end video much before I released this workflow, but I did use it extensively the other night and noticed the same results. LTX is hyper-fixating on the first frame of the end video. It treats the 'end video' as "transition to the 1st frame of the end video, and then play the video." I was not smart enough to figure out a way to get LTX to consider all the frames. So it's one of those situations where, I know what the problem is, but not how to implement the solution.

    drowai443Jun 14, 2026

    @foxydits Just making sure I wasn't missing some option/toggle somewhere. I'll see what I can come up with and post back if I have any success.

    drowai443Jun 14, 2026

    I can't necessarily solve it for you yet because I'm still working on it myself, but I can point you in the right direction if you're interested. You'll want to check out RuneXX's workflows, specifically this one: https://huggingface.co/RuneXX/LTX-2.3-Workflows/blob/main/Video-2-Video/Extend-Any-Video/LTX-2.3_-_V2V_Extend_Any_Video_Multi-Extend_long_video.json

    The answer lies in two areas of that workflow. The first being "Original video + New Video" panel where he gets and sets a bunch of frames to be used initially by the first VHS Video Combine node ("Extended Video").

    Then under the first extension panel labeled "Extra Extend 1", you'll want to check into the "EXTEND VIDEO MORE" subgraph to see how he cross blends the frames to make it seamless.

    It'll probably be overwhelming at first but it's actually not too complex if you spend a few minutes with it. It should be pretty easy to lift out a lot of his nodes directly and apply them to your workflow. At least, in theory....

    foxydits
    Author
    Jun 14, 2026· 4 reactions

    @drowai443 I will take a look. Obviously my workflow can extend videos seamlessly with no problem, but I agree that the end frames being video leads to often problematic transition results. I'd like to fix it since it's a cool feature. The idea that the gen in between two videos is just the transition between those two videos is a valuable concept.

    drowai443Jun 24, 2026

    @foxydits Just wanted to say the 2 pass workflow is an excellent update. And the new ComfyUI may have answered our prayers? They have LTX context windows now! You can make an infinite workflow now without the need for DaVinci (at least for splicing video).

    GerdoJun 15, 2026
    CivitAI

    You’ve been here since 2024, sitting so quietly before blazing up like fire. Magnificent work! I’m testing it right now. I liked your style, your character and you yourself.

    Couple of thoughts:

    In your first workflow (one img to vid), —I guess (sounds laymanish) that it generates by simplified nodes (or settings). Because it fails to generate obvious new details well (obvious to a human, of course. But nevertheless, in comparison with other workflow.... hm.). For example: I have a girl with two braids (in the original img, the second braid is barely visible, hardly in frame)... and in all generations from your workflow, it kept generating her with just one braid.

    :[

    Meanwhile, in other workflows (with those 100-mile nodes), it generate details perfectly. In that case, for "filling in the gaps" or enhancing details, the second workflow (FFLF) works flawlessly!

    And yes, it works amazingly well!

    By the way...

    I see you recommend the int8 convrot model from bertbobson (1.2–1.5–2.0 x faster, as you say). Have you compared its quality to KJ’s input8?—just that once I spent ages hunting for the best... then found out there’s even INT8 by bertbobson now.

    P.S. I’ll keep digging into it. Thanks!

    gakura22Jun 19, 2026
    CivitAI

    I had an issue with a static effect in the results. The only thing I did differently was using the checkpoint 10Eros_v1. I fixed this by changing the model loading node to a group with separate VAE, model, etc., but it slowed down the generation speed.

    fakolonyaJun 20, 2026
    CivitAI

    It is so impressive what you made here. Unique work, can't wait to try it out. Watched your tutorial videos. Are you planning to make workflows with Text to Video option? Also I'm a DaVinci Resolve user myself too but, what you are doing in DaVinci is basicly place the videos where you cut them in ComfyUI generation settings (input video time). If you would make an option at the end of the workflow that does that easy job for you, you could (we could!) just edit the lighting and whatever only in DaVinci. So is it posible to make it happen somehow or are you planning to do it in the future? (yeah I'm not good at this)

    Workflows
    LTXV 2.3

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    Platform
    CivitAI
    Platform Status
    Available
    Created
    6/9/2026
    Updated
    7/21/2026
    Deleted
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    Files

    ltx23FFLFSeedHunter_v10.json

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