Spheron is a decentralized compute network providing scalable, GPU-based processing power for applications like AI and machine learning. It aggregates underutilized GPUs into a marketplace, enabling resource leasing through blockchain-based payments and matchmaking. The platform supports intensive tasks such as training large models, scientific simulations, and rendering, aiming to democratize access to high-performance compute resources.