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Mega Liminal

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bf16 SafeTensor

mega-liminal-anima-r64-e16.safetensors

BF16, good balance • 264.36 MB

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Type
LoRA
Stats

24

180

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Published

Sep 26, 2026

Base Model

Anima

Training
Steps: 5,200
Epochs: 16
Usage Tips
Strength: 1
Hash
AutoV2
656870D4FC
Trigger Words
liminal
mega liminal
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License:

Anima

The Anima Model is licensed by CircleStone Labs LLC. 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.

Built on NVIDIA Cosmos

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This is an iteration of Mega Liminal trained on my custom multi-gpu anima trainer, more details present on the huggingface training repo.

E16 might be overcooked. Probably just needs a higher CFG than 4.5.

Captions prompted from Qwen 3.5 9b as plain English.

1800 images or so, up from the 900 of the standard Big Liminal system.

Buckets were balanced for repeats, images filtered for size problems, structures aligned to standard AR buckets.

https://huggingface.co/AbstractPhil/mega-liminal-lora