@omarsar0
Paradigm shift and guardrails The paper frames four stages: Model Offline Pretraining → Model Online Adaptation → Multi-Agent Orchestration → Multi-Agent Self-Evolving. It introduces three guiding laws for evolution: maintain safety, preserve or improve performance, and then autonomously optimize.