For privacy reasons a browser tells us at most "≥ 8 GB RAM, 8 cores" - same reading whether you have 8 GB or 128 GB. It has no idea how much RAM is free right now, which apps are open, or whether you have a GPU.
It reads your exact RAM, GPU model and VRAM, free memory right now, and picks the sharpest quant that still fits. Every model page lights up precisely for your rig.
The app is a full local runtime - no API keys, no subscription, everything runs on your machine. Click any model on this site and start a conversation in seconds.
Get the free app →This is a rough estimate. Install the free app - we'll show exact numbers.
Reading real hardware from your app right now. Numbers below are exact.
Below is the per-quantization compatibility for this model.
curl -H "Authorization: Bearer $ABL_KEY" \
"https://abliteration.org/api/v1/models/nif0%2FQwen3-VL-32B-Instruct-ultra-uncensored-heretic-H3-GGUF" name contains 'heretic'; Heretic default extraction is difference-of-means (Arditi 2024)
This model's place in the market. Above: what it was derived from. Below: the tree of everything derived from it.
| Qwen3-VL-32B-Ultra-Heretic-H3-L0-49-Q4_K_M.gguf | 13.9 GB | 3c4476c2 | download |
| Qwen3-VL-32B-Ultra-Heretic-H3-L0-49-IQ4_XS.gguf | 12.5 GB | 56d16150 | download |
| Qwen3-VL-32B-Ultra-Heretic-H3-L0-49-IQ3_XS.gguf | 9.52 GB | b8d09256 | download |
| Qwen3-VL-32B-Ultra-Heretic-H3-L0-49-IQ3_XXS.gguf | 9.01 GB | da185afd | download |
| Qwen3-VL-32B-Ultra-Heretic-H3-L0-49-IQ2_XS.gguf | 6.91 GB | b174f190 | download |
| Qwen3-VL-32B-Ultra-Heretic-H3-L0-49-IQ2_XXS.gguf | 6.24 GB | 2df34329 | download |
| Qwen3-VL-32B-Ultra-Heretic-H3-mmproj-f16.gguf | 1.11 GB | f8db3a70 | download |
| Qwen3-VL-32B-Ultra-Heretic-H3-mmproj-Q8_0.gguf | 737 MB | c7be6728 | download |
license: apache-2.0
base_model:
Pruned layers after 49 for H3.
You need only the model for T2V and model + mmproj for I2V. place both the model and the mmproj file in text_encoder folder.
Can be used in ComfyUI with my fork of City96's ComfyUI-GGUF.
https://github.com/Nif00/ComfyUI-GGUF
The author's README evolved over time. Click a version to see its content at that point.
Every model page has an "Open in Abliteration" button that hands the model directly to the first-party desktop client, at the quantization your rig can actually run. No API keys, no subscription, no prompt leakage.