palaniappan p12 min
Autoscaling Broke Your Budget (AI Made It Worse)
Autoscaling was supposed to make costs predictable by matching capacity to demand. Instead, it introduced feedback loops, burst amplification, and — with AI workloads — a new class of non-deterministic spend that no scaling policy anticipates.