Neurite Network is a blockchain-powered, decentralized inference platform enabling real-time AI model serving on a global GPU marketplace. Model providers register and deploy their trained PyTorch or TensorFlow models via a RESTful API. GPU operators stake tokens, run inference nodes, and earn rewards for meeting SLA terms. The network’s smart contracts handle job allocation, transparent billing, and dispute resolution. Users benefit from pay-as-you-go pricing, low latency, and automatic scaling without vendor lock-in.