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Four Flips, Not Twenty-Nine: Governing Validator Autoscaling in Private Blockchains

TL;DR for operators When a live metric hovers near a scaling cutoff, a threshold controller can alternate between adding and removing resources. In validator infrastructure, those reversals can create synchronization, peer-discovery, key-management, block-production, and operational overhead without producing a clearly better stable state. Under the same 1,200-second workload, a controller that combined several partially matching rules into one weighted action produced four decision flips and two scaling actions. The Moderate threshold controller produced 29 flips and 32 actions, while the Aggressive controller produced 24 flips and 29 actions. ...

August 7, 2026 · 6 min · Zelina