| | --- |
| | title: Qoranet |
| | emoji: ⚡ |
| | colorFrom: purple |
| | colorTo: blue |
| | sdk: static |
| | pinned: false |
| | --- |
| | |
| | <div align="center"> |
| |
|
| | # ⚡ QoraNet |
| |
|
| |  |
| |
|
| | ### Pure Rust AI Infrastructure for the Privacy-First Blockchain |
| |
|
| | [](https://qoranet.com) |
| | [](https://github.com/qora-protocol) |
| | [](https://twitter.com/qora_net) |
| | [](https://linkedin.com/company/qoranet) |
| |
|
| | --- |
| |
|
| | **Building AI models that run without Python, without cloud, without paid APIs.** |
| | **Just Rust. Just your machine. Just freedom.** |
| |
|
| | </div> |
| |
|
| | --- |
| |
|
| | ## 🧠 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 |
| |
|
| | </div> |
