CivArchive
    First frame Last frame context saver for Flux2 Klein 9b - v1.0
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    Preview 133190209

    MY RECOMMENDATION - this is v1 so increase weight to ~1.25

    Prompt: r3st0rt, two combined images, first image is always a reference, look at the identical elements in the first image and restore them in the second image if they have been changed

    in short, you upload 2 combined images of the first frame and the last frame, and in order to preserve the context and nothing new pops up during the generation, this lora throws the context and looks for all the same elements from the first frame and returns them to the second

    but what kind of use-case can this have, why? For what? For example, if you want to interpolate between first frame and last frame of a certain video with an inpaint/outpaint, for example v2v via ltx 2.3, or the most basic ff2lf, but with changing the object/environment, this lora gives much more stability and control

    also there MUST BE combined 2 images together - first frame at the top second at the bottom

    Description

    FAQ

    Comments (6)

    fenasikerimJun 8, 2026· 3 reactions
    CivitAI

    I couldn't understand anything from either the description or the images.

    botlik200
    Author
    Jun 8, 2026· 2 reactions

    restores regenerated objects from the first frame to the second (it will be useful for inpaint and ff2lf with context preservation)

    NarzJun 8, 2026· 1 reaction

    say you're making your start and end frames for a scene; you know you want two characters in one position and then another when finished.. your end frame had best contain the same layout and visible details or things will morph/appear/disappear as they go from frame 1 to end frame. this lora seems to restore all details and layout from frame 1 so that doesn't happen. seems there's more to it than that, but this is most glaring to me

    fenasikerimJun 9, 2026

    Thanks guys, guess I have to try it to understand and find a use case for it.

    AxiorJun 8, 2026· 2 reactions
    CivitAI

    Fantastic work! Looks really promising.

    LbhManJun 10, 2026
    CivitAI

    It looks a bit like uncrop, thanks, interesting, I'll have to try it.

    LORA
    Flux.2 Klein 9B

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    Details

    Downloads
    181
    Platform
    CivitAI
    Platform Status
    Deleted
    Created
    6/8/2026
    Updated
    7/14/2026
    Deleted
    6/17/2026

    Files

    restort.safetensors

    Mirrors

    CivitAI (1 mirrors)

    Available On (1 platform)

    Same model published on other platforms. May have additional downloads or version variants.