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Anima Base 1.0 GSQ-RCO quantized (safetensor+gguf) proof of concept

Updated: Sep 15, 2026

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Published

Sep 15, 2026

Base Model

Anima

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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

Anima base_00008_.png

Model quantization based on the principle and math used ISTA-DASLab for low quants of LLM

Pure proof of concept

TL:DR

The custom int8 x bf16 is very close to base model for only 2.4GB

The custom GGUF is the best I've manage to get before quality take a hit and lose to closeness to base model.

Based on ISTA-DAS labs Non-uniform GGUF quantizations via GSQ + RCO: per-tensor mixed precision in standard GGUF form.

There is also a int8 convrot created using the same pattern, where a handfull of tensor have been "buffed" to BF16.

Both models went throught some overnight gpu compute to be done and manual curating by me.

I post here the 2 models I think are the closest to base model at a fraction of the weight.

It's mostly experimental, can be usefull for 2 class of people

  • User with "old" 4gb or 6gb gpu, This give some headroom for lora stacks and higher res and batchs

  • User with massive workflow who want everything to in VRAM.

  • People like me who just want to try ^