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All posts tagged “autoscaling”

Tag: autoscaling

Three Kubernetes Projects Shipped a Brake Pedal This Month. Why?

In one week of late-August 2026, Agent Sandbox, Kueue, and LeaderWorkerSet each shipped a limiter on their own elasticity: a warm pool that refills more slowly, a field that used to be editable and is now frozen, and an autoscaler that ships with a guard against doing what it was asked. The reason they converged now is pod churn against a control plane built for slower turnover and accelerator scarcity that rules out idle capacity—two pressures that turn a refill loop into a thundering herd of its own making. Read at the level of what each controller actually does—the exact flags, the quota invariant, the no-shrink floor—it's the same lesson three times. A control loop you add to smooth a system will, past some load, become the fastest-moving thing in it, and the grown-up move is to bound it. Plus the honest counter-case, because the same week also shipped features that add elasticity.