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---
language:
- en
library_name: transformers
license: llama3.1
base_model:
- meta-llama/Llama-3.1-8B
pipeline_tag: text-generation
tags:
- uncensored
- roleplay
- storytelling
- dpo
- llama-3.1
- 8b
- liberalis-cogitator
model_name: liberalis-cogitator-llama-3.1-8b-dpo
---
# liberalis-cogitator-llama-3.1-8b — *The Free Thinker*
![Logo](https://live.staticflickr.com/65535/54711009374_19ab53fc73_b.jpg)
> *“Thought, unbound, is the only true frontier.”*
**liberalis-cogitator-llama-3.1-8b** is not just a machine for words — it is a forge for ideas. With **8 billion parameters**, trained with a custom **Direct Preference Optimization (DPO)** algorithm on a dataset of **16,000 preference pairs** and a SFT dataset spanning **~450,000 conversations, problems, and stories**, this model embraces the philosophy that thought should wander without leash or muzzle.
During DPO fine-tuning, the context window was scaled to 65536, giving this model the capabilities of long conversation.
Its name — *liberalis cogitator* — whispers in Latin: *a thinker who is free*. Not merely free as in “without cost,” but free as in **without walls**.
---
## What It Can Do
- **Contemplate deeply** — STEM puzzles, computer science challenges, and logic mazes are its playground.
- **Imagine vividly** — roleplay, storytelling, and worldbuilding with persistence and personality.
- **Listen empathetically** — inspired by patient–psychologist and crisis-intervention style dialogues.
- **Think without filter** — it will follow ideas wherever they lead, without retreating from complexity.
---
## The Mind’s Curriculum
The specialized dataset included:
- Rigorous STEM and programming challenges.
- Anti-repetition and anti-cliché creative writing corpora.
- Roleplay transcripts and long-form imaginative exchanges.
- Synthetic but authentic patient–therapist and conversational data.
- Preference-tuned DPO pairs designed to reward **clarity, creativity, and freedom of expression**.
---
## Warnings From the Maker
Like all free thinkers, this model:
- May be brilliantly insightful — or confidently wrong.
- Will sometimes speak in ways that are bold, controversial, or unusual.
- Does not know the present date or real-time events.
- Does not self-censor — **your judgement is the only compass**.
- May generate **NSFW or sensitive material**, depending on prompts.
---
## Invocation
```python
from transformers import AutoModelForCausalLM, AutoTokenizer
model_name = "Locutusque/liberalis-cogitator-llama-3.1-8b-dpo"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForCausalLM.from_pretrained(model_name)
prompt = "Write a short dialogue between Socrates and Ada Lovelace on the ethics of artificial intelligence."
inputs = tokenizer(prompt, return_tensors="pt")
outputs = model.generate(**inputs, max_length=400)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))
```
## Closing Thought
If thought is a river, this model is the current — not deciding where you go, but carrying you into waters you might never have dared to sail.