SOVL System (Self-Organizing Virtual Lifeform): A complex, purpose-agnostic autonomous agent with continuous, asynchronous learning capabilities via a dynamic scaffolded LLM and a frozen base LLM

Revolutionary AI Academy where AIs train other AIs through adversarial competition. 100% AI-built platform with ultra-efficient LoRA adapters, multi-agent collaboration, and beautiful cyberpunk interface designed like a familiar chat system.

Custom trl.SFTTrainer that adds a KL divergence loss between a LoRA-adapted model and its base model.