# Three Generations of Autoscaling — And Why Agentic Traffic Breaks All of Them
The article examines the evolution of autoscaling infrastructure across three generations and identifies limitations in traditional approaches when handling agentic traffic patterns. According to the analysis, existing autoscaling mechanisms are insufficient for managing the unique demands introduced by AI agents, suggesting the need for new infrastructure approaches.
