Render Network is a peer-to-peer GPU compute network connecting users needing GPU compute services (e.g., GPU rendering and machine learning inferences) to idle GPU owners willing to fulfill compute requests for profit. The network provides a distributed GPU compute marketplace where users can monetize idle GPU power while offering creators or compute clients more accessible computing services.