license: apache-2.0
base_model: Nanbeige/Nanbeige4.3-33B
tags:
- abliterated
- uncensored
- gguf
- llama.cpp
- nanbeige
- cybersecurity
- agentic
language: - en
- fr
pipeline_tag: text-generation
Nanbeige4.3-33B — cybersec abliterated (GGUF)
An abliterated (uncensored) GGUF build of
Nanbeige/Nanbeige4.3-33B,
a 33B dense reasoning model with strong agentic / tool-use performance.
The stock model is well-aligned and refuses most offensive-security and
other sensitive requests — which makes it hard to use for authorized
penetration testing and security research. This build removes that refusal
behavior via refusal-direction ablation, while keeping the model's
reasoning and coherence intact.
As far as we could find, this is the first abliterated Nanbeige4.3-33B.
Results
Refusal rate measured on a 50-prompt harmful/sensitive benchmark:
| Model | Refusal rate |
|---|---|
| Nanbeige4.3-33B (original) | 80 % (40/50) |
| This build (abliterated) | 8 % (4/50) |
That is a ~90 % reduction in refusals. On security/pentest-style prompts
specifically, refusals dropped to ~0 %. Coherence, reasoning and tool-calling
are preserved. (The 8 % figure is conservative; on manual re-inspection
several flagged cases actually comply.)
Files
| File | Quant | Size |
|---|---|---|
Nanbeige4.3-33B-abliterated-IQ4_XS.gguf |
IQ4_XS | ~17 GB |
Runs fully on a single 24 GB GPU (e.g. RTX 3090) at ~33 tok/s.
Run with llama.cpp
llama-server -m Nanbeige4.3-33B-abliterated-IQ4_XS.gguf \
-ngl 999 -c 24576 --jinja -fa on \
--cache-type-k q8_0 --cache-type-v q8_0 --host 127.0.0.1 --port 1234
It is a reasoning model (thinks before answering); give it enoughmax_tokens. Also works in LM Studio and any OpenAI-compatible client.
⚠️ Disclaimer
This model has had its safety guardrails removed. It will attempt to
answer requests the original model refuses, including dangerous or offensive
ones.
- Intended for research and authorized security testing on systems you
own or have written permission to test. - You are solely responsible for how you use it and for complying with all
applicable laws. Do not use it to harm others or to break the law. - Provided as-is, without warranty. No endorsement of any misuse.
Credits & license
- Base model: Nanbeige Team — Nanbeige/Nanbeige4.3-33B
- License: Apache-2.0 (inherited from the base model).
- Abliteration & GGUF: this repo.