RL Swarm: a framework for collaborative RL
This is open source code (MIT Licence) for peer-to-peer nodes that perform collaborative reinforcement learning over the internet, accessible by anyone on consumer or datacentre hardware.
SkipPipe: a communication efficient method for decentralised training
This is an academic paper for efficient communication in pipeline parallel training. It introduces an optimal scheduling algorithm that maximises performance and fault tolerance whilst minimising convergence impact from layer skips.
Verde: a verification system for machine learning over untrusted nodes
This is an academic paper describing Verde, a verification protocol for machine learning programs, as well as the underlying Reproducible Operators (RepOps) system that enables it.
GPT@home: Why the Future of Training is Decentralized
AI training costs are hitting $100B per run. Gensyn's decentralized infrastructure enables efficient training across edge devices at massive scale—making model development collaborative and accessible.