DeepSquare

DeepSquare is a Swiss decentralized high-performance computing platform aimed at scientific computing and AI training. It runs on an Avalanche subnet, pays for compute with the DPS token, and uses the meta-scheduler to split jobs across global worker nodes while users describe requirements in YAML files. Cluster Factory deploys compute clusters in one step, and cooling is handled with partners such as Submer and SquareFactory using immersion liquid cooling to cut energy use. Submitted jobs enter a queue, and the scheduler assigns them by priority and node load; results return as container images with dependencies pinned alongside the job description, and clusters can be monitored from one console after creation.

The project migrated from Ethereum to an Avalanche subnet in 2022 for higher throughput and lower fees. Its premise is aggregating idle compute into a sustainable green cloud, with scheduling open to research and enterprise users and job logs and node scores public within the network.