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    Cosmos-Predict2 - ANIMA architecture - Base V1.0
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    Update - Uncensored V0

    Since it was done, i'll publish it before going back to my cave. This was my very first test at "uncensoring" a realistic model and boy did i see some body horror in the very first few epochs. 😆

    In the end, in the course of 5 trainings, 29 epochs in total, around 1000 pictures (split into several dataset) for a grand total of 14500 steps, here is a V0 of an uncensored version of this model that should be a proper base for further training. It is far from perfect, has a bias toward my own realistic aesthetic, but it should answer nicely for some pictures (PS: still no ANIMA in there).

    Sampler/scheduler: Euler/Simple for clean pictures or ER SDE/Beta for some more variations.

    Steps: 32 as-is, i'll try with the Turbo LoRA 😉

    CFG: 4 should be ok

    Triggers: uncensored, realistic

    Base V0

    One last model before leaving on a small break (well maybe not, the AI Doll version of Lulu is almost done)

    It is well known that ANIMA is not great for realistic stuff. It has been heavily trained for anime stuff, bringing back realistic features would break the training rather fast (i know, i have tried).

    BUT, follow me here. ANIMA is based on Cosmos-Predict2 architecture which has been trained on realistic pictures. The only difference is that Cosmos-Predict2 use T5 as Text Encoder and ANIMA use Qwen3-0.6B thanks to an added LLM adapter in the model.

    What if someone stupidly tried to add this LLM adapter from ANIMA into Cosmos-Predict2? (and renamed all the keys to match the naming convention used in ANIMA). (What if this someone was yours truly 😁?)

    Would it allows having a realistic model that works using the same TE and VAE as ANIMA? Even on-site? With danbooru tags even?

    Well, the answer is yes, it works! And the next step would probably be to merge this model, for example using DARE and TIES, into ANIMA to import some realistic features allowing an easier realistic model training for ANIMA. 😉 (aka: i'll be able to cook a proper ANIMA version of UnnamedIXL)

    Anyway, regarding licensing:

    • This model leverage as-is all the other layers from Cosmos-Predict2, as such, it is a derivative work of Cosmos-Predict2

    • This model leverage as-is the LLM adapter layers from ANIMA, as such, it is a derivative work of ANIMA, which is also a derivative work of Cosmos-Predict2

    So, it is fully under the current license of ANIMA.

    Regarding LoRAs: ANIMA LoRA will not work great (or at all) with this model as it is. Much like an SDXL LoRA and an IXL LoRA. But a merge may help.

    PS: Since i didn't want to "obstruct" other creators that may find this model useful, i am releasing this one as-is before testing other things (which is what i'll probably cook during my break).

    Have fun everyone, thanks for reading and see you in two month!


    Legal

    The CircleStone Model is licensed by CircleStone Labs LLC under the CircleStone Non-Commercial License. Copyright CircleStone Labs LLC. IN NO EVENT SHALL CIRCLESTONE LABS LLC BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH USE OF THIS MODEL.

    Description

    Posted on Civitai, upload found elsewhere are FORBIDDEN and done without the author permission.

    FAQ

    Comments (15)

    CallMeMaybeJun 3, 2026
    CivitAI

    So effectively this is a 'realistic' Anima minus all the gelbooru knowledge? Did you do any fine-tuning outside of adding the LLM to cosmos?

    n_Arno
    Author
    Jun 4, 2026· 1 reaction

    For now, no, no finetuning at all, that's definitly the next step after merging back some ANIMA to give it a boost in composition/knowledge/non-censored stuff

    VeerGeerJun 4, 2026· 2 reactions
    CivitAI

    omg d00d stop leaking DLSS 5 jens0n will have you raked over teh coals .....

    n_Arno
    Author
    Jun 4, 2026· 1 reaction

    🤣

    RisingVJun 4, 2026· 1 reaction
    CivitAI

    This is really cool. Another great idea by "sensei" n_Arno. LoRAs trained with anima are still kinda working, but you have to crank up the weight pretty much and if you crank them up too much images get distorted. And it still has some anime knowledge probably stored in the adapter. Maybe I'll go and try to merge this with anima for real, if I can figure out how to do it ;)

    n_Arno
    Author
    Jun 4, 2026· 1 reaction

    I'll probably release a quick prototype of a merged version 😊

    RisingVJun 4, 2026

    @n_Arno That would be great. However I'd really like to figure out myself how to do it, otherwise I won't learn anything, sensei ;)

    BIG_AJun 4, 2026· 1 reaction
    CivitAI

    ANIMA can really do this? Wow.BTW I like the tone of your descriptions.

    n_Arno
    Author
    Jun 4, 2026· 1 reaction

    Thanks for the comment! That's not ANIMA yet, only the same architecture internally. I always was frustrated on how SDXL/Pony/Illustrious, with a "dumber" architecture could do good realistic pictures but a DiT model however small it is could not. Now the next step is importing this capability into ANIMA 😉

    BIG_AJun 4, 2026· 1 reaction

    @n_Arno looking forward to that~

    aueki4g467Jun 4, 2026

    @n_Arno It seems that the only way to transfer DiT content to Anima is through distillation, but in that case, wouldn't Cosmos-Predict 2 be necessary?

    n_Arno
    Author
    Jun 4, 2026

    @aueki4g467 good question. LoRA training and finetune works rather well for anime stuff, so i was wondering out if a TIES and DARE (the famous supermario merge) could help importing some Cosmos-Predict 2 in ANIMA without going for a teacher/student approach

    CupRunethOverWithLSDJun 4, 2026· 1 reaction

    @n_Arno Yeah, that’s what I thought to. Will make a fancy merge on the weekend. :)

    svvabd323Jun 4, 2026· 3 reactions
    CivitAI

    This is a strictly censored model. SFW only. No nudity, let alone more...

    n_Arno
    Author
    Jun 4, 2026· 3 reactions

    Yes indeed, it is never intended to be used as is, only as a base for further merging/training.

    Checkpoint
    Anima

    Details

    Downloads
    340
    Platform
    CivitAI
    Platform Status
    Available
    Created
    6/3/2026
    Updated
    6/29/2026
    Deleted
    -

    Files

    cosmosPredict2ANIMA_baseV10.safetensors