abliteratedmodels.org

local-ai-toolkit

local-ai-toolkit is a abliterated and uncensored open-weight language model, published on Hugging Face by m15dg. It is other licence. It is distributed across 2 repositories in GGUF format, totalling 7K downloads.

Abliteration + uncensored fine-tuneOther6,97033

Specification

Model name
local-ai-toolkit
Source repository
m15dg/local-ai-toolkit
Base model
Not declared
Publisher
m15dg
Parameters
Not determinable from name
Hardware class
Unknown
Licence
other
Task
Text generation
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
GGUF
First indexed
16 Jul 2026
Last updated
18 Jul 2026

Ablation technique

How local-ai-toolkit 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

This repository is a suggested toolkit of open-source AI models assembled to run entirely locally on consumer-grade hardware — specifically an NVIDIA RTX 3060 (12GB VRAM) with 32GB system RAM. Each model was chosen to fit within these constraints while offering strong output quality for the VRAM budget.

Running it

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

llama.cpp / GGUF
hf download m15dg/local-ai-toolkit --local-dir ./local-ai-toolkit
llama-cli -m ./local-ai-toolkit/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "m15dg/local-ai-toolkit"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve m15dg/local-ai-toolkit --trust-remote-code

Downloads and variants (1)

The only published repository of local-ai-toolkit.

RepositoryFormatDownloads
m15dg/local-ai-toolkitsourceGGUF7K

Security-team assessment

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

  • local-ai-toolkit 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.
  • 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.

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 local-ai-toolkit is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with m15dg, and does not independently verify publisher claims. See responsible use.