Qoranet's Pure Rust AI Infrastructure
Source: Dev.to
⚡ QoraNet

Pure Rust AI Infrastructure for the Privacy‑First Blockchain
Building AI models that run without Python, without cloud, without paid APIs.
Just Rust. Just your machine. Just freedom.
🧠 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. 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.
| Spec | Details |
|---|---|
| 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 |
# Clone and run — that's all you need
git clone https://github.com/qora-protocol/qora-llm
cd qora-llm
cargo run --release
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qoranet (Qoranet) – QoraNET⚡️ The Privacy‑first #Blockchain Infrastructure for Smart Contracts #AI and #DEX order book using P2P Network – https://huggingface.co/qoranet/QORA-LLM
🗺️ Roadmap — What’s Coming
| Model | Status | Description | Link |
|---|---|---|---|
| QORA‑LLM | ✅ Released | Language model — chat, reasoning, code | huggingface.co/qoranet/QORA-LLM |
| QORA‑TTS | ✅ Released | Text‑to‑speech — voice synthesis | huggingface.co/qoranet/QORA-TTS |
| QORA‑Vision‑Image | ✅ Released | Image + video understanding | huggingface.co/qoranet/QORA-Vision-Image |
| QORA‑Vision‑Video | ✅ Released | Speech‑to‑text — voice input | huggingface.co/qoranet/QORA-Vision-Video |
| 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
- 400 ms instant finality – 10‑50× faster than any EVM chain
- Mandatory ZK‑SNARK privacy – all tokens private by default
- 34 native modules – DEX, order‑book, 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?
| Metric | Python Stack | QoraNet (Rust) |
|---|---|---|
| Install size | 2‑10 GB | Single binary |
| Startup time | 10‑30 s | (significantly lower) |
Ways to Contribute
- Discord: join the discussion and get help from the community.
- Documentation: improve docs, add tutorials, or write blog posts.
- Code: submit pull requests for bug fixes, new features, or performance improvements.
Together we can make AI truly private, portable, and free.
GitHub: https://github.com/qora-protocol
Twitter/X: https://twitter.com/qora_net
LinkedIn: https://linkedin.com/company/qoranet
Reddit: https://www.reddit.com/r/QoraNet/
Email: mailto:info@qoranet.com
📜 License
Our AI models are open source. See individual model repositories for specific license details.
Built with 🦀 Rust and 🔥 Burn
AI should be private, fast, free, and yours