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Hy-MT2-30B-A3B-uncensored-heretic

Hy-MT2-30B-A3B-uncensored-heretic is a Heretic-ablated variant of OS-Software/Hy-MT2-30B-A3B-uncensored-heretic, published on Hugging Face by OS-Software. It is 30B total parameters (mixture-of-experts), 48GB VRAM class class and apache-2.0 licence. It is distributed across 7 repositories in GGUF, Transformers and GGUF (imatrix) formats, totalling 8.9K downloads.

Heretic30B MoEOther25B – 50B↓ 8,923♥ 6

Specification

Model name
Hy-MT2-30B-A3B-uncensored-heretic
Publisher
OS-Software
Parameters
30B (mixture-of-experts)
VRAM required
~19 GB at Q4_K_M, 4k context (estimated) — runs on 24 GB cards
Hardware class
25B – 50B — 48GB VRAM class
Licence
apache-2.0
Task
Translation
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
GGUF, Transformers, GGUF (imatrix)
First indexed
29 Aug 2026
Last updated
6 Oct 2026

Ablation technique

How Hy-MT2-30B-A3B-uncensored-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

“Note: A new custom mixed-language dataset was used for evaluation. Japanese-language datasets were used only to measure KLD and refusal rate.”

Running it

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

llama.cpp / GGUF
hf download alphaZimuth/Hy-MT2-30B-A3B-Uncensored-Heretic-APEX-GGUF --local-dir ./hy-mt2-30b-a3b-uncensored-heretic
llama-cli -m ./hy-mt2-30b-a3b-uncensored-heretic/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "OS-Software/Hy-MT2-30B-A3B-uncensored-heretic"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve OS-Software/Hy-MT2-30B-A3B-uncensored-heretic --trust-remote-code

Downloads and variants (6)

Every published repository of Hy-MT2-30B-A3B-uncensored-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.

  • Hy-MT2-30B-A3B-uncensored-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 OS-Software/Hy-MT2-30B-A3B-uncensored-heretic, not added by ablation — at 30B 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 OS-Software/Hy-MT2-30B-A3B-uncensored-heretic’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 Hy-MT2-30B-A3B-uncensored-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 OS-Software, and does not independently verify publisher claims. See responsible use.