Line Learning by Virtuals

Line Learning (LL) is a decentralized, privacy-preserving framework orchestrating AI agents inside isolated cognitive containers. Using federated learning, raw data stays local while anonymous gradient updates aggregate in the cloud. It uses a 3-tier hierarchy (Agent ➔ Worker ➔ Python Function) supporting Llama-3.3, DeepSeek-R1, and hosting on Virtuals.