Line Learning

Line Learning (LL) is a secure, decentralized AI system where smart agents run inside private, isolated environments. Instead of sending sensitive data to the cloud, user data stays private on local devices—only anonymous learning updates are shared and combined centrally. The system operates on a three-level structure (Agent ➔ Worker ➔ Python Function), supports advanced models like Llama-3.3 and DeepSeek-R1, and hosts on Virtuals.