Sticky classifications need lifetime history and time-bounded service evidence
When a cohort is defined by an irreversible trigger such as 'once requested help, always a help case,' classify each object from its history up to the reporting cutoff, not merely from events inside the reporting window. Use mutually exclusive precedence so an object cannot simul…