abliteratedmodels.org

Tencent-Hy-30B-A3B-uncensored-heretic

Tencent-Hy-30B-A3B-uncensored-heretic is a Heretic-ablated variant of 0xSojalSec/Tencent-Hy-30B-A3B-uncensored-heretic, published on Hugging Face by 0xSojalSec. It is 30B total parameters (mixture-of-experts), 48GB VRAM class class and apache-2.0 licence. It is distributed across 4 repositories in Transformers, GGUF and GGUF (imatrix) formats, totalling 7.9K downloads.

Heretic30B MoEOther25B – 50B7,9219

Specification

Model name
Tencent-Hy-30B-A3B-uncensored-heretic
Publisher
0xSojalSec
Parameters
30B (mixture-of-experts)
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
Transformers, GGUF, GGUF (imatrix)
First indexed
30 Aug 2026
Last updated
1 Sept 2026

Ablation technique

How Tencent-Hy-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 mradermacher/Tencent-Hy-30B-A3B-uncensored-heretic-i1-GGUF --local-dir ./tencent-hy-30b-a3b-uncensored-heretic
llama-cli -m ./tencent-hy-30b-a3b-uncensored-heretic/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "0xSojalSec/Tencent-Hy-30B-A3B-uncensored-heretic"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve 0xSojalSec/Tencent-Hy-30B-A3B-uncensored-heretic --trust-remote-code

Downloads and variants (3)

Every published repository of Tencent-Hy-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.

  • Tencent-Hy-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 0xSojalSec/Tencent-Hy-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 0xSojalSec/Tencent-Hy-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 Tencent-Hy-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 0xSojalSec, and does not independently verify publisher claims. See responsible use.