README.md

---
license: mit
datasets:
- kulia-moon/DeepRethink
language:
- en
base_model:
- openai-community/gpt2-medium
tags:
- DeepQ
- DeepRethink integrated
- QFamily
- Hugging Face
- NLP
- AI Research
- Reasoning
- Cognitive Simulation
- Transformers
- StableChatAI
- MultiVendor Deployments
- Region-Based Scaling
- Production Ready
---


# 🌌 DeepQ

![PyPI - Datasets](https://img.shields.io/pypi/v/datasets?style=social\&logo=pypi\&label=Datasets)
![🤖 Transformers](https://img.shields.io/pypi/v/transformers?style=social\&label=🤖%20Transformers)
![🤝 Hugging Face](https://img.shields.io/badge/Hugging%20Face-Model-blue?logo=huggingface\&style=social)
![🧠 DeepRethink](https://img.shields.io/badge/DeepRethink-Integrated-blueviolet?style=social\&logo=OpenAI)
![🧬 Cognitive](https://img.shields.io/badge/Cognitive-Simulation-informational?style=social)
![🌍 Multi-Region](https://img.shields.io/badge/Multi-Region-orange?style=social\&logo=cloudflare)
![📡 Deployed](https://img.shields.io/badge/Deployed-13%2B%20Regions-brightgreen?style=social\&logo=vercel)
![🚀 Production](https://img.shields.io/badge/Production-Ready-success?style=social\&logo=vercel)
![🔁 Streamed](https://img.shields.io/badge/Streaming-Compatible-lightgrey?style=social\&logo=graphql)
![🔬 AI Research](https://img.shields.io/badge/AI%20Research-Powered%20by%20DeepQ-critical?style=social\&logo=github)

---

## 🤯 What is DeepQ?

**DeepQ** is an advanced deep reasoning language model created through the synergy between the **QFamily** architecture and the cutting-edge **DeepRethink** dataset. Designed to push the limits of context-rich inference, explanation generation, and reflective response modeling, DeepQ is the next evolution in human-like thought simulation.

It inherits the base architecture of `gpt2-medium` and is fine-tuned with the **DeepRethink** dataset (`kulia-moon/DeepRethink`), which focuses on multi-perspective reasoning, contradictory thought, question decomposition, and hypothetical situations — all geared towards cultivating a machine that *rethinks before responding*.

---

## 📦 Key Features

| Feature                 | Description                                                             |
| ----------------------- | ----------------------------------------------------------------------- |
| 🧠 DeepRethink Data     | Trained on thousands of synthetic and real thought chains               |
| 🧬 Cognitive Patterns   | Simulates re-evaluation and critical thinking behaviors                 |
| 🏗 GPT2 Foundation      | Built on `openai-community/gpt2-medium`                                 |
| 🌎 Regional Scaling     | Deploys across regions for low-latency use                              |
| 💬 Reflective Responses | Handles contradiction, dilemma, and uncertainty contexts                |
| 🛠 Use Case Ready       | Research, chatbots, simulators, tutoring systems, AI ethics discussions |
| ☁️ Multi-vendor Support | Optimized for deployment on Hugging Face, Vercel, AWS, GCP, Azure       |
| 🚀 Streaming Compatible | Full support for SSE and WebSocket-based AI pipelines                   |
| 📚 Licensing            | MIT license, open and production-friendly                               |

---

## 🚀 Deployments

| Region                 | Vendor       | Endpoint                                                                          | Deployment Badge                                                                                       |
| ---------------------- | ------------ | --------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------ |
| US East (VA)           | Hugging Face | [US East](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ)     | ![Deploy US](https://img.shields.io/badge/Deploy-US--East-blue?style=flat-square\&logo=vercel)         |
| EU West (Ireland)      | Hugging Face | [EU West](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ)     | ![Deploy EU](https://img.shields.io/badge/Deploy-EU--West-green?style=flat-square\&logo=vercel)        |
| Asia (Singapore)       | Hugging Face | [Asia](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ)        | ![Deploy Asia](https://img.shields.io/badge/Deploy-Asia-orange?style=flat-square\&logo=vercel)         |
| Global CDN             | Vercel       | [Vercel CDN](https://deepq.vercel.app)                                            | ![Vercel](https://img.shields.io/badge/Vercel-CDN-black?logo=vercel\&style=flat-square)                |
| US West (Oregon)       | AWS          | [AWS](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ)         | ![AWS](https://img.shields.io/badge/AWS-US--West-critical?style=flat-square\&logo=amazon-aws)          |
| EU Central (Frankfurt) | AWS          | [AWS EU](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ)      | ![AWS EU](https://img.shields.io/badge/AWS-EU--Central-lightgrey?style=flat-square\&logo=amazon-aws)   |
| Tokyo                  | GCP          | [GCP JP](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ)      | ![GCP](https://img.shields.io/badge/GCP-Japan-informational?style=flat-square\&logo=google-cloud)      |
| Sydney                 | Azure        | [Azure AU](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ)    | ![Azure](https://img.shields.io/badge/Azure-Sydney-blueviolet?style=flat-square\&logo=microsoft-azure) |
| São Paulo              | Hugging Face | [Brazil](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ)      | ![Brazil](https://img.shields.io/badge/HF-São%20Paulo-red?style=flat-square\&logo=huggingface)         |
| India (Mumbai)         | Hugging Face | [India](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ)       | ![India](https://img.shields.io/badge/Deploy-India-yellow?style=flat-square\&logo=vercel)              |
| Canada (Montreal)      | Hugging Face | [Canada](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ)      | ![Canada](https://img.shields.io/badge/Deploy-Canada-success?style=flat-square\&logo=vercel)           |
| Africa (Cape Town)     | Hugging Face | [Africa](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ)      | ![Africa](https://img.shields.io/badge/Deploy-Africa-pink?style=flat-square\&logo=vercel)              |
| Middle East (Bahrain)  | Hugging Face | [Middle East](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ) | ![Middle East](https://img.shields.io/badge/Deploy-MENA-purple?style=flat-square\&logo=vercel)         |

---

## 🧪 Use Cases

* **AI Research**: Foundation for studying multi-layered logic simulation and AI explainability
* **Reflective Chatbots**: For applications needing nuanced and multi-turn understanding
* **Tutoring Systems**: Where feedback loops and re-evaluation are essential
* **Debate Engines**: Model holds internal opposition to simulate conflict and resolution
* **Philosophical AI**: Explore cognitive dissonance, ethics, duality, and hypothetical constructs
* **Medical/Ethical Simulators**: With dilemma-aware prompts and double-sided scenarios

---

## 🧭 Quickstart

```bash
pip install transformers
from transformers import pipeline

qa = pipeline("text-generation", model="StableChatAI/DeepQ")
qa("Why do people sometimes change their beliefs?")
```

---

## 🌐 Links

* **Model Card**: [https://huggingface.co/StableChatAI/DeepQ](https://huggingface.co/StableChatAI/DeepQ)
* **Dataset**: [https://huggingface.co/datasets/kulia-moon/DeepRethink](https://huggingface.co/datasets/kulia-moon/DeepRethink)
* **Deploy Model**: [https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ](https://endpoints.huggingface.co/new?repository=StableChatAI/DeepQ)
* **GitHub**: [https://github.com/StableChatAI/DeepQ](https://github.com/StableChatAI/DeepQ)
* **License**: MIT

---

> *“DeepQ isn't just another language model — it's a new frontier of thought.”*
> — QFamily Lab 🧪