abliteratedmodels.org

flux2-klein-4b-uncensored-text-encoder

flux2-klein-4b-uncensored-text-encoder is a abliterated and uncensored variant of black-forest-labs/FLUX.2-klein-4B, published on Hugging Face by ponpoke. It is 4B parameters, single consumer GPU class and other licence. It is distributed across 5 repositories in GGUF format, totalling 20.1K downloads.

Abliteration + uncensored fine-tune4BOther4B – 10B20,109173

Specification

Model name
flux2-klein-4b-uncensored-text-encoder
Publisher
ponpoke
Parameters
4B
Hardware class
4B – 10B — single consumer GPU
Licence
other
Task
Text to image
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
GGUF
First indexed
27 Jan 2026
Last updated
22 Jun 2026

Ablation technique

How flux2-klein-4b-uncensored-text-encoder was modified, and what that implies.

Abliteration + uncensored fine-tune

Directional ablation combined with additional fine-tuning on unfiltered data, so behaviour diverges from the base model beyond refusal removal alone.

Reported scope: Not stated by the publisher. Publishers frequently omit this, so verify behaviour empirically rather than assuming full coverage.

Running it

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

llama.cpp / GGUF
hf download ponpoke/flux2-klein-4b-uncensored-text-encoder --local-dir ./flux2-klein-4b-uncensored-text-encoder
llama-cli -m ./flux2-klein-4b-uncensored-text-encoder/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "ponpoke/flux2-klein-4b-uncensored-text-encoder"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve ponpoke/flux2-klein-4b-uncensored-text-encoder --trust-remote-code

Downloads and variants (4)

Every published repository of flux2-klein-4b-uncensored-text-encoder, 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.

  • flux2-klein-4b-uncensored-text-encoder 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 black-forest-labs/FLUX.2-klein-4B, not added by ablation — at 4B parameters, expect a small model’s reasoning and a high error rate on exploit detail.
  • The publisher does not state which layers were ablated, so assume nothing about refusal consistency — probe it directly.
  • This release adds fine-tuning on unfiltered data, so its behaviour diverges from the base model beyond refusal removal — differences you measure cannot be attributed to ablation alone.
  • Declared licence is other, but the terms that bind you are black-forest-labs/FLUX.2-klein-4B’s — a re-release cannot grant more than its parent.
  • The source repository is gated, so downloading requires accepting the publisher’s terms.

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 flux2-klein-4b-uncensored-text-encoder is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with ponpoke, and does not independently verify publisher claims. See responsible use.