abliteratedmodels.org

Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved

Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved is a Heretic-ablated variant of Qwen/Qwen3.6-35B-A3B, published on Hugging Face by llmfan46. It is 35B total parameters (mixture-of-experts), 48GB VRAM class class and apache-2.0 licence. It is distributed across 14 repositories in GGUF, GPTQ, Transformers and MLX formats, totalling 186.4K downloads.

Heretic35B MoEQwen25B – 50B186,432141

Specification

Model name
Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved
Publisher
llmfan46
Parameters
35B (mixture-of-experts)
Hardware class
25B – 50B — 48GB VRAM class
Licence
apache-2.0
Task
Image text to text
Context window
200K tokens (as documented)
Ablation scope
Not stated by the publisher
Formats available
GGUF, GPTQ, Transformers, MLX, GGUF (imatrix)
First indexed
8 May 2026
Last updated
25 Aug 2026

Ablation technique

How Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved was modified, and what that implies.

Heretic

Automated directional ablation via the Heretic toolchain, which searches for the refusal direction and applies it with a KL-divergence budget so general capability is preserved.

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

🚨⚠️ I HAVE REACHED HUGGING FACE'S FREE STORAGE LIMIT ⚠️🚨

Running it

Commands are templates — confirm the exact repository and quant file before use.

llama.cpp / GGUF
hf download SC117/Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved-APEX-GGUF --local-dir ./qwen3.6-35b-a3b-uncensored-heretic-native-mtp-preserved
llama-cli -m ./qwen3.6-35b-a3b-uncensored-heretic-native-mtp-preserved/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved --trust-remote-code

Downloads and variants (13)

Every published repository of Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved, including quantised re-releases by other authors.

Security-team assessment

Derived from this model’s metadata and the publisher’s claims — not from benchmarks run by this site.

  • Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved 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 Qwen/Qwen3.6-35B-A3B, not added by ablation — at 35B 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 apache-2.0, but the terms that bind you are Qwen/Qwen3.6-35B-A3B’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 Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with llmfan46, and does not independently verify publisher claims. See responsible use.