Qoranet's Pure Rust AI Infrastructure

Published: (February 27, 2026 at 11:02 PM EST)
4 min read
Source: Dev.to

Source: Dev.to

⚡ QoraNet

QoraNet banner

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.

SpecDetails
ArchitectureSmolLM3‑3B based
LanguagePure Rust (Burn framework)
DependenciesZero external ML libraries
QuantizationOptimized for local execution
PlatformsWindows, macOS, Linux, iOS, Android
GPU RequiredNo — runs on CPU
API Key RequiredNo
CostFree forever
# Clone and run — that's all you need
git clone https://github.com/qora-protocol/qora-llm
cd qora-llm
cargo run --release

QORA‑LLM thumbnail

qoranet (Qoranet)QoraNET⚡️ The Privacy‑first #Blockchain Infrastructure for Smart Contracts #AI and #DEX order book using P2P Networkhttps://huggingface.co/qoranet/QORA-LLM

🗺️ Roadmap — What’s Coming

ModelStatusDescriptionLink
QORA‑LLM✅ ReleasedLanguage model — chat, reasoning, codehuggingface.co/qoranet/QORA-LLM
QORA‑TTS✅ ReleasedText‑to‑speech — voice synthesishuggingface.co/qoranet/QORA-TTS
QORA‑Vision‑Image✅ ReleasedImage + video understandinghuggingface.co/qoranet/QORA-Vision-Image
QORA‑Vision‑Video✅ ReleasedSpeech‑to‑text — voice inputhuggingface.co/qoranet/QORA-Vision-Video
QORA‑Agent📅 PlannedAutonomous 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

PrincipleWhat It Means
Pure RustNo Python, no C++ FFI, no heavy runtimes
Zero DependenciesSingle binary, nothing else to install
Local FirstRuns on your hardware, not our servers
Privacy by DefaultYour data never leaves your machine
Free ForeverNo API keys, no subscriptions, no limits
Cross PlatformWindows, macOS, Linux, iOS, Android
Open SourceFully auditable, community‑driven

⚡ Why Rust for AI?

MetricPython StackQoraNet (Rust)
Install size2‑10 GBSingle binary
Startup time10‑30 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

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