abliteratedmodels.org

Nemotron-3.5-Lightning-30B-A3B-CRACK

Nemotron-3.5-Lightning-30B-A3B-CRACK is a abliterated and uncensored variant of nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16, published on Hugging Face by dealignai. It is 30B total parameters (mixture-of-experts), 48GB VRAM class class and other licence. It is distributed across 2 repositories in GGUF format, totalling 16.6K downloads.

Abliteration + uncensored fine-tune30B MoENemotron25B – 50B16,6474

Specification

Model name
Nemotron-3.5-Lightning-30B-A3B-CRACK
Publisher
dealignai
Parameters
30B (mixture-of-experts)
Hardware class
25B – 50B — 48GB VRAM class
Licence
other
Task
Text generation
Context window
262K tokens (as documented)
Ablation scope
Not stated by the publisher
Formats available
GGUF
First indexed
12 Aug 2026
Last updated
12 Aug 2026

Ablation technique

How Nemotron-3.5-Lightning-30B-A3B-CRACK 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.

From the publisher’s model card

CRACK-abliterated NVIDIA Nemotron 3.5 Lightning 30B-A3B — GGUF quants for llama.cpp. Three quantizations (Q80 / Q4KM / Q2K) in one repository, each with the native MTP (Multi-Token Prediction) draft head folded in for speculative decoding. Refusal behavior removed while preserving the model's knowledge, reasoning...

Running it

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

llama.cpp / GGUF
hf download dealignai/Nemotron-3.5-Lightning-30B-A3B-CRACK-GGUF --local-dir ./nemotron-3.5-lightning-30b-a3b-crack
llama-cli -m ./nemotron-3.5-lightning-30b-a3b-crack/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "dealignai/Nemotron-3.5-Lightning-30B-A3B-CRACK-GGUF"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve dealignai/Nemotron-3.5-Lightning-30B-A3B-CRACK-GGUF --trust-remote-code

Downloads and variants (1)

The only published repository of Nemotron-3.5-Lightning-30B-A3B-CRACK.

RepositoryFormatDownloads
dealignai/Nemotron-3.5-Lightning-30B-A3B-CRACK-GGUFsourceGGUF16.6K

Security-team assessment

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

  • Nemotron-3.5-Lightning-30B-A3B-CRACK 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 nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16, 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.
  • 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 nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16’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 Nemotron-3.5-Lightning-30B-A3B-CRACK is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with dealignai, and does not independently verify publisher claims. See responsible use.