---
title: Qoranet
emoji: ⚡
colorFrom: purple
colorTo: blue
sdk: static
pinned: false
---

<div align="center">

# ⚡ QoraNet

![Screenshot 2026-02-27 174517](https://cdn-uploads.huggingface.co/production/uploads/647f5e3bd26579210f5c2656/Jzw3AWxQkdiYikHguaGNc.png)

### Pure Rust AI Infrastructure for the Privacy-First Blockchain

[![Website](https://img.shields.io/badge/Website-qoranet.com-blue?style=for-the-badge)](https://qoranet.com)
[![GitHub](https://img.shields.io/badge/GitHub-qora--protocol-black?style=for-the-badge&logo=github)](https://github.com/qora-protocol)
[![Twitter](https://img.shields.io/badge/Twitter-@Qora__Net-1DA1F2?style=for-the-badge&logo=twitter)](https://twitter.com/qora_net)
[![LinkedIn](https://img.shields.io/badge/LinkedIn-qoranet-0077B5?style=for-the-badge&logo=linkedin)](https://linkedin.com/company/qoranet)

---

**Building AI models that run without Python, without cloud, without paid APIs.**
**Just Rust. Just your machine. Just freedom.**

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---

## 🧠 What We're Building

QoraNet is building the **world's first privacy-first blockchain with native AI infrastructure** — and we're open-sourcing the AI models that power it.

Our AI stack is built **entirely in Rust** using the [Burn framework](https://github.com/tracel-ai/burn). No Python runtime. No PyTorch. No TensorFlow. No CUDA dependency. No C++ libraries.

**One binary. Zero dependencies. Runs anywhere.**

---

## 🔥 Released Models

### QORA-LLM

> Pure Rust inference engine — no Python, no CUDA, no external dependencies

| Detail | Spec |
|---|---|
| **Architecture** | SmolLM3-3B based |
| **Language** | Pure Rust (Burn framework) |
| **Dependencies** | Zero external ML libraries |
| **Quantization** | Optimized for local execution |
| **Platforms** | Windows, macOS, Linux, iOS, Android |
| **GPU Required** | No — runs on CPU |
| **API Key Required** | No |
| **Cost** | Free forever |

```bash
# Clone and run — that's all you need
git clone https://github.com/qora-protocol/qora-llm
cd qora-llm
cargo run --release
```

---

## 🗺️ Roadmap — What's Coming

We're building a complete multi-modal AI suite in pure Rust:

| Model | Status | Description |
|---|---|---|
| **QORA-LLM** | ✅ Released | Language model — chat, reasoning, code |
| **QORA-TTS** | 🔄 Coming Soon | Text-to-speech — voice synthesis |
| **QORA-Vision** | 🔄 Coming Soon | Image + video understanding |
| **QORA-STT** | 📅 Planned | Speech-to-text — voice input |
| **QORA-Agent** | 📅 Planned | Autonomous AI agent with tool use |

Each model follows the same philosophy: **pure Rust, zero dependencies, runs locally, free forever.**

---

## 🏗️ Part of the QoraNet Ecosystem

Our AI models are a core component of the **QoraNet blockchain** — the world's fastest Layer-1 with mandatory privacy.

```
┌─────────────────────────────────────────────┐
│            QoraNet Blockchain                │
│          400ms Finality • 100k+ TPS         │
├─────────────┬───────────┬───────────────────┤
│  Privacy    │  DeFi     │  Social           │
│             │           │                   │
│  ZK-SNARKs  │  DEX      │  Encrypted Chat   │
│  PLONK+KZG  │  CLOB     │  Video/Voice      │
│  Stealth    │  Perps    │  AI Assistants    │
│  Addresses  │  Oracle   │  Bot Framework    │
├─────────────┴───────────┴───────────────────┤
│              AI Infrastructure               │
│                                             │
│  QORA-LLM • QORA-TTS • QORA-Vision        │
│  Pure Rust • On-chain billing • Verifiable  │
│  Decentralized inference across validators  │
└─────────────────────────────────────────────┘
```

### Key Blockchain Features

- **400ms instant finality** — 10-50x faster than any EVM chain
- **Mandatory ZK-SNARK privacy** — all tokens private by default
- **34 native modules** — DEX, orderbook, perpetuals, oracle, chat, AI, auth, KYC, and more
- **Full EVM compatibility** — deploy Solidity contracts with built-in privacy
- **Native encrypted chat** — E2E encrypted messaging, video, and voice calls
- **On-chain AI billing** — token-based payments for AI inference

---

## 🔐 Our AI Philosophy

| Principle | What It Means |
|---|---|
| **Pure Rust** | No Python, no C++ FFI, no heavy runtimes |
| **Zero Dependencies** | Single binary, nothing else to install |
| **Local First** | Runs on your hardware, not our servers |
| **Privacy by Default** | Your data never leaves your machine |
| **Free Forever** | No API keys, no subscriptions, no limits |
| **Cross Platform** | Windows, macOS, Linux, iOS, Android |
| **Open Source** | Fully auditable, community-driven |

---

## ⚡ Why Rust for AI?

Most AI models require Python + PyTorch + CUDA. We took a different path:

| | Python Stack | QoraNet (Rust) |
|---|---|---|
| **Install size** | 2-10 GB | Single binary |
| **Startup time** | 10-30 seconds | < 1 second |
| **Memory usage** | High (GC overhead) | Minimal (zero-cost abstractions) |
| **GPU required** | Usually yes | No |
| **Cross-compile** | Painful | Native |
| **Security** | Runtime errors | Compile-time safety |
| **Deployment** | Docker + dependencies | Copy one file |

---

## 🤝 Community & Contributing

We're building in the open and welcome contributions:

- **GitHub**: [github.com/qora-protocol](https://github.com/qora-protocol)
- **Twitter/X**: [@Qora_Net](https://twitter.com/qora_net)
- **LinkedIn**: [company/qoranet](https://linkedin.com/company/qoranet)
- **Reddit**: [r/QoraNet](https://www.reddit.com/r/QoraNet/)
- **Email**: info@qoranet.com

---

## 📜 License

Our AI models are open source. See individual model repos for specific license details.

---

<div align="center">

**Built with 🦀 Rust and 🔥 Burn**

*AI should be private, fast, free, and yours. We're making that real.*

⚡ **QoraNet** — The Privacy-First Blockchain Infrastructure for AI

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