qoranet/QORA-4B
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AI & ML interests
QORA (Quantum Orchestrated Runtime Architecture) is a next-gen platform merging AGI, blockchain, and secure digital infrastructure. QORA's mission is to build the future of autonomous, intelligent, and decentralized systems — where security, innovation, and AGI converge.
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⚡ 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
QORA (Quantum Orchestrated Runtime Architecture) is a next-gen platform merging AGI, blockchain, and secure digital infrastructure.
We combine:
Quantum-protected blockchain accounts with Erlang DAG nodes for high-speed, fault-tolerant operations.
AGI-powered autonomous agents capable of advanced reasoning, decision-making, and multi-language understanding.
Oracle-integrated market data for real-time, secure, and intelligent digital solutions.
Our mission is to build the future of autonomous, intelligent, and decentralized systems — where security, innovation, and AGI converge.
Specialties:
AGI & Autonomous Agents
Blockchain & DAG Consensus
Quantum-Safe Security
Oracle-Powered Market Integration
Multi-Language AGI Reasoning
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
| 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 |
# 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
- Twitter/X: @Qora_Net
- LinkedIn: company/qoranet
- Reddit: r/QoraNet
- Email: info@qoranet.com
📜 License
Our AI models are open source. See individual model repos for specific license details.
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
models 9
qoranet/QORA-TTS
Text-to-Speech • Updated
• 294 • 3
qoranet/QORA-LLM
Text Generation • Updated
• 236 • 1
qoranet/QORA-STT
Automatic Speech Recognition • Updated
• 14
qoranet/QORA-TTS-LIGHT
Text-to-Speech • Updated
• 58 • 1
qoranet/QORA-Vision-Video
Video Classification • Updated
• 38
qoranet/QORA-Vision-Image
Zero-Shot Image Classification • Updated
• 52 • 1
qoranet/QOR-TTS-1.7B
Text-to-Speech • Updated
• 9
qoranet/QOR-TTS-0.6B
Text-to-Speech • Updated
• 26
datasets 0
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