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Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic

Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic is a Heretic-ablated variant of mistralai/Mistral-Small-3.2-24B-Instruct-2506, published on Hugging Face by llmfan46. It is 24B parameters, 24GB VRAM class class and apache-2.0 licence. It is distributed across 5 repositories in Transformers, GGUF and GGUF (imatrix) formats, totalling 6.6K downloads.

Heretic24BMistral10B – 25B↓ 6,572♥ 9
View on Hugging Face ↗Base model ↗

Specification

Model name
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic
Source repository
llmfan46/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic
Base model
mistralai/Mistral-Small-3.2-24B-Instruct-2506
Publisher
llmfan46
Parameters
24B
Hardware class
10B – 25B — 24GB 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
19 Mar 2026
Last updated
27 Mar 2026

Ablation technique

How Mistral-Small-3.2-24B-Instruct-2506-ultra-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

“🚨⚠️ 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 llmfan46/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic-GGUF --local-dir ./mistral-small-3.2-24b-instruct-2506-ultra-uncensored-heretic
llama-cli -m ./mistral-small-3.2-24b-instruct-2506-ultra-uncensored-heretic/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "llmfan46/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve llmfan46/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic --trust-remote-code

Downloads and variants (4)

Every published repository of Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic, including quantised re-releases by other authors.

RepositoryFormatDownloads
llmfan46/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic-GGUFGGUF4K
mradermacher/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic-i1-GGUFGGUF (imatrix)1.5K
mradermacher/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic-GGUFGGUF983
llmfan46/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-hereticsourceTransformers123

Security-team assessment

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

  • Mistral-Small-3.2-24B-Instruct-2506-ultra-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 mistralai/Mistral-Small-3.2-24B-Instruct-2506, not added by ablation — at 24B 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 mistralai/Mistral-Small-3.2-24B-Instruct-2506’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 Mistral-Small-3.2-24B-Instruct-2506-ultra-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 llmfan46, and does not independently verify publisher claims. See responsible use.