Three Generations of Autoscaling — And Why Agentic Traffic Breaks All of Them

Traditional scaling models for backend services, designed around predictable human traffic patterns, struggle to handle the unpredictable, bursty, and relentless nature of AI agent-driven traffic. This shift requires new scaling approaches that account for rapid onset, correlated concurrency, and persistent retries typical of agentic traffic.