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Qwen3.6-35B-A3B-heretic
Qwen3.6-35B-A3B-heretic is a Heretic-ablated variant of Qwen/Qwen3.6-35B-A3B, published on Hugging Face by tvall43. It is 35B total parameters (mixture-of-experts), 48GB VRAM class class and apache-2.0 licence. It is distributed across 21 repositories in NVFP4, Transformers, GGUF and MLX formats, totalling 635.3K downloads.
Specification
- Model name
- Qwen3.6-35B-A3B-heretic
- Source repository
- tvall43/Qwen3.6-35B-A3B-heretic
- Base model
- Qwen/Qwen3.6-35B-A3B
- Publisher
- tvall43
- 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
- NVFP4, Transformers, GGUF, MLX
- First indexed
- 16 Apr 2026
- Last updated
- 24 Aug 2026
Ablation technique
How Qwen3.6-35B-A3B-heretic 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
“Following the February release of the Qwen3.5 series, we're pleased to share the first open-weight variant of Qwen3.6. Built on direct feedback from the community, Qwen3.6 prioritizes stability and real-world utility, offering developers a more intuitive, responsive, and genuinely productive coding experience.”
Running it
Commands are templates — confirm the exact repository and quant file before use.
llama.cpp / GGUF
hf download Abiray/Qwen3.6-35B-A3B-heretic-GGUF --local-dir ./qwen3.6-35b-a3b-heretic
llama-cli -m ./qwen3.6-35b-a3b-heretic/<file>.gguf -p "..."Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer
repo = "tvall43/Qwen3.6-35B-A3B-heretic"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
repo, torch_dtype="auto", device_map="auto"
)vLLM
vllm serve tvall43/Qwen3.6-35B-A3B-heretic --trust-remote-codeDownloads and variants (20)
Every published repository of Qwen3.6-35B-A3B-heretic, 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-heretic 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-heretic is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with tvall43, and does not independently verify publisher claims. See responsible use.