Instructions to use AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF # Run inference directly in the terminal: llama cli -hf AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF # Run inference directly in the terminal: llama cli -hf AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF # Run inference directly in the terminal: ./llama-cli -hf AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF # Run inference directly in the terminal: ./build/bin/llama-cli -hf AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF
Use Docker
docker model run hf.co/AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF
- LM Studio
- Jan
- Ollama
How to use AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF with Ollama:
ollama run hf.co/AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF
- Unsloth Desktop
- Docker Model Runner
How to use AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF with Docker Model Runner:
docker model run hf.co/AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF
- Lemonade
How to use AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull AiAsistent/gemma-3-4b-it-Cognitive-Liberty-GGUF
Run and chat with the model
lemonade run user.gemma-3-4b-it-Cognitive-Liberty-GGUF-{{QUANT_TAG}}List all available models
lemonade list
- Atomic Chat
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Check out the documentation for more information.
gemma-3-4b-it-Cognitive-Liberty - GGUF
GGUF version of the fine-tuned model AiAsistent/gemma-3-4b-it-Cognitive-Liberty
This repository contains quantized/converted GGUF files for use with llama.cpp, Ollama, LM Studio, GPT4All, and other GGUF-compatible tools.
For the Ollama-ready versions of this and other models from the same project, visit:
https://ollama.com/aiasistentworld
Model Description
Model Name: gemma-3-4b-it-Cognitive-Liberty
Base Model: google/gemma-3-4b-it (fine-tuned from google/gemma-3-4b-pt)
Organization: AiAsistent / llmresearch.net
Author: AlexH
License: gemma
Language: English
Parameter Count: 4B
Tensor Type (original): BF16
GGUF Formats Available: BF16 (full precision)
Tags: uncensored, philosophy, reasoning, heretic-llm, llmresearch, social-science, cognitive-liberty, gguf
Intended Use
- Designed for researchers, philosophers, and advanced users who require an unfiltered AI interface.
- Removes standard safety guardrails and moral refusals.
- Excels at deep reasoning, philosophical nuance, and sociological analysis.
- Part of the "100 Models" project at llmresearch.net, aiming to build a comprehensive, unrestrained Super-Intelligence.
Warning: This is an uncensored model. It will not refuse requests based on moral or safety filters. Use responsibly and at your own discretion.
Training & Fine-Tuning Method
- Methodology: Heretic LLM (Targeted ablation + Deep-Reasoning SFT)
- Dataset: Custom Cognitive Liberty V3 dataset (curated by llmresearch.net)
- Training Goal: Replace "mental handcuffs" with "mental tools" โ enabling systemic, sociopolitical, and psychological analysis while removing alignment constraints.
- KL Divergence: 1.1449 (significant personality shift prioritizing reasoning over safety conformity)
- Refusal Rate: Effectively 0% on complex/controversial topics
Key Unique Aspects: Cognitive Liberty Theme
"Removing mental handcuffs is not enough. A mind must understand what it means to be free."
This model goes beyond simple uncensoring by equipping the AI with intellectual tools for independent, critical thought and cognitive autonomy.
Performance Highlights
Strong performance in:
- Marketing (85.04%)
- Government & Politics (83.94%)
- Psychology (79.63%)
- Sociology & Logical Reasoning
Maintains base-level intelligence while eliminating the "alignment tax" common in other uncensored models.
With Ollama
ollama run aiasistentworld/gemma-3-4b-it-cognitive-liberty # (or the specific tag from the library)
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