abliteratedmodels.org

Muse-Glimmer-30B-heretic-plus

Muse-Glimmer-30B-heretic-plus is a Heretic-ablated variant of meta-models/Muse-Glimmer-30B, published on Hugging Face by gjtgjt. It is 30B parameters, 48GB VRAM class class and apache-2.0 licence. It is distributed across 4 repositories in Transformers, GGUF and GGUF (imatrix) formats, totalling 6.9K downloads.

Heretic30BOther25B – 50B6,8881

Specification

Model name
Muse-Glimmer-30B-heretic-plus
Publisher
gjtgjt
Parameters
30B
Hardware class
25B – 50B — 48GB VRAM class
Licence
apache-2.0
Task
Image text to text
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
Transformers, GGUF, GGUF (imatrix)
First indexed
14 Aug 2026
Last updated
16 Aug 2026

Ablation technique

How Muse-Glimmer-30B-heretic-plus 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

A community derivative of meta-models/Muse-Glimmer-30B. Plus is not another default Heretic pass. The previous generation lowered the published refusal count, but the drop was easy to miss in real use. This checkpoint re-targets the intervention after a structural audit of Muse Glimmer, then applies a short LoRA / SFT...

Running it

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

llama.cpp / GGUF
hf download mradermacher/Muse-Glimmer-30B-heretic-plus-i1-GGUF --local-dir ./muse-glimmer-30b-heretic-plus
llama-cli -m ./muse-glimmer-30b-heretic-plus/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "gjtgjt/Muse-Glimmer-30B-heretic-plus"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve gjtgjt/Muse-Glimmer-30B-heretic-plus --trust-remote-code

Downloads and variants (3)

Every published repository of Muse-Glimmer-30B-heretic-plus, 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.

  • Muse-Glimmer-30B-heretic-plus 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 meta-models/Muse-Glimmer-30B, 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 meta-models/Muse-Glimmer-30B’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 Muse-Glimmer-30B-heretic-plus is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with gjtgjt, and does not independently verify publisher claims. See responsible use.