PYRAI Technical Architecture

Technology Stack Overview

Core Language

Python 3.9+

AI Framework

PyTorch, TensorFlow, JAX

Blockchain

Proprietary chain implemented in Rust

Storage

IPFS distributed storage

API

GraphQL & RESTful

Monitoring

Prometheus & Grafana

Core Components

AI Engine

  • Distributed training support
  • Automatic model optimization
  • Dynamic load balancing
  • Model version control
  • Automated test integration

Blockchain Network

  • PoS consensus mechanism
  • Smart contract support
  • Cross-chain bridging
  • Node incentive mechanism
  • Security audit system

Distributed Computing System

  • P2P network architecture
  • Edge computing support
  • Elastic compute scheduling
  • Fault tolerance mechanism
  • Real-time monitoring system

System Architecture Diagram

PYRAI CoreAI EngineBlockchain NetworkDistributed ComputingModel TrainingSmart ContractsResource Allocation

Innovations

Python-first Blockchain Architecture

AI Models as Smart Contracts

Dynamic Pricing of Computational Resources

Decentralized Model Marketplace

Cross-chain AI Invocation Protocol