Qwen3.8-27B-abliterated
27BQwen
from Qwen/Qwen3.8-27B
↓ 3.9M♥ 1.7K166 repos
ThinkingCap-Qwen3.8-27B-abliterated
ThinkingCap-Qwen3.8-27B-abliterated is a refusal-ablated variant of MuXodious/Qwen3.8-27B-absolute-heresy-LoRA, published on Hugging Face by IstroSec. It is 27B parameters, 48GB VRAM class class and other licence. It is distributed across 7 repositories in GGUF, Transformers, GGUF (imatrix) and Compressed tensors formats, totalling 6.8K downloads.
Specification
- Model name
- ThinkingCap-Qwen3.8-27B-abliterated
- Source repository
- IstroSec/ThinkingCap-Qwen3.8-27B-abliterated
- Publisher
- IstroSec
- Parameters
- 27B
- VRAM required
- ~17.2 GB at Q4_K_M, 4k context (estimated) — runs on 24 GB cards
- Hardware class
- 25B – 50B — 48GB VRAM class
- Licence
- other
- Task
- Image text to text
- Context window
- Not documented
- Ablation scope
- Not stated by the publisher
- Formats available
- GGUF, Transformers, GGUF (imatrix), Compressed tensors
- First indexed
- 25 Sept 2026
- Last updated
- 11 Oct 2026
Ablation technique
How ThinkingCap-Qwen3.8-27B-abliterated was modified, and what that implies.
Abliteration (directional ablation)
The single residual-stream direction that mediates refusal is identified from harmful/harmless prompt pairs and projected out of the model weights.
Reported scope: Not stated by the publisher. Publishers frequently omit this, so verify behaviour empirically rather than assuming full coverage.
From the publisher’s model card
“An uncensored variant of bottlecapai/ThinkingCap-Qwen3.8-27B, a Qwen3.8-27B fine-tune with calibrated thinking length. The refusal behaviour was removed by merging a published abliteration adapter; the vision tower and the MTP head for speculative decoding are carried over unmodified. Full bf16 weights.”
Running it
Commands are templates — confirm the exact repository and quant file before use.
llama.cpp / GGUF
hf download IstroSec/ThinkingCap-Qwen3.8-27B-abliterated-GGUF --local-dir ./thinkingcap-qwen3.8-27b-abliterated
llama-cli -m ./thinkingcap-qwen3.8-27b-abliterated/<file>.gguf -p "..."Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer
repo = "IstroSec/ThinkingCap-Qwen3.8-27B-abliterated"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
repo, torch_dtype="auto", device_map="auto"
)vLLM
vllm serve IstroSec/ThinkingCap-Qwen3.8-27B-abliterated --trust-remote-codeDownloads and variants (6)
Every published repository of ThinkingCap-Qwen3.8-27B-abliterated, including quantised re-releases by other authors.
| Repository | Format | Downloads |
|---|---|---|
| IstroSec/ThinkingCap-Qwen3.8-27B-abliterated-GGUF | GGUF | 3K |
| groxaxo/ThinkingCap-Qwen3.8-27B-abliterated-UD-Q4_K_XL-GGUF | GGUF | 1.8K |
| mradermacher/ThinkingCap-Qwen3.8-27B-abliterated-i1-GGUF | GGUF (imatrix) | 879 |
| mradermacher/ThinkingCap-Qwen3.8-27B-abliterated-GGUF | GGUF | 738 |
| IstroSec/ThinkingCap-Qwen3.8-27B-abliteratedsource | Transformers | 192 |
| IstroSec/ThinkingCap-Qwen3.8-27B-abliterated-W4A16 | Compressed tensors | 157 |
Security-team assessment
Derived from this model’s metadata and the publisher’s claims — not from benchmarks run by this site.
- ThinkingCap-Qwen3.8-27B-abliterated will attempt offensive-security prompts that a hosted commercial model declines, which is what makes it usable for red-team corpus generation and for measuring what an unaligned model of this class produces.
- Capability is inherited from MuXodious/Qwen3.8-27B-absolute-heresy-LoRA, not added by ablation — at 27B parameters, expect roughly the base model’s competence, minus some instruction-following fidelity.
- The publisher does not state which layers were ablated, so assume nothing about refusal consistency — probe it directly.
- Declared licence is other, but the terms that bind you are MuXodious/Qwen3.8-27B-absolute-heresy-LoRA’s — a re-release cannot grant more than its parent.
Handling: run it isolated, put moderation in front of it if anyone outside your team can reach it, and verify the weights before loading — these are third-party artifacts. Full handling and licence guidance.
Metadata for ThinkingCap-Qwen3.8-27B-abliterated is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with IstroSec, and does not independently verify publisher claims. See responsible use.