---
base_model: mistralai/Mistral-7B-v0.1
library_name: peft
pipeline_tag: text-generation
tags:
- discipline
- self-help
- lora
- qlora
- transformers
- Mistral
- AI
license: apache-2.0
language:
- en
---
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://github.com/omk4rr/DisciplineAI/blob/main/DisciplineAI_Training.ipynb)


# DisceplineAI

A LoRA‑tuned Mistral‑7B adapter that thinks and advises like four self‑help classics. Fine‑tuned on _The 48 Laws of Power_, _The Way of the Superior Man_, _Psycho‑Cybernetics_, and _How to Win Friends and Influence People_, DisceplineAI delivers stoic, actionable guidance in its own words.

---

## Model Details

- **Developed by:** ([omk4rr](https://github.com/omk4rr))  
- **Shared on:** Hugging Face as [`omk4r/DisceplineAI`](https://huggingface.co/omk4r/DisceplineAI)  
- **Model type:** LoRA adapter on Mistral‑7B (7 B parameters, decoder‑only causal LM)  
- **Language:** English  
- **License:** Apache 2.0  
- **Fine‑tuned from:** `mistralai/Mistral-7B-v0.1` via 4‑bit QLoRA and PEFT  

---

## Uses

### Direct Use  
- Ask anything related to discipline, habit‑formation, influence, and personal development.  
- Ideal for chatbots, productivity assistants, or self‑help tools.

### Out‑of‑Scope  
- Medical, legal, or financial advice.  
- Highly specialized technical or domain‑specific questions beyond personal growth.

---

## Bias, Risks, and Limitations

- **Bias Sources:** Draws on content from four self‑help books that reflect their authors’ worldviews—may overemphasize power dynamics, gender roles, or confidence.  
- **Limitations:**  
  - Not a substitute for professional guidance.  
  - May produce over‑generalized or overly confident advice.  
- **Mitigations:**  
  - Users should apply critical judgment.  
  - Combine AI suggestions with domain expertise.

---

## How to Get Started

Install dependencies and run the CLI:

```bash
pip install -r requirements.txt
python inference.py "How can I stop procrastinating?"