What triggers automated restrictions on X — such as mass following or rapid liking — and how similar are these triggers to Twitter’s old spam filters?
What triggers automated restrictions on X — such as mass following or rapid liking — and how similar are these triggers to Twitter’s old spam filters? When X suddenly blocks you from following more people, liking posts, or replying, it can feel random. In reality, those limits are almost never accidents—they are automated safety responses built to detect behavior that looks too close to bots, farms, or coordinated manipulation. To understand what triggers these hidden brakes, we need to compare X’s modern behavioral risk models with the simpler spam filters Twitter once used for mass following, rapid liking, and automated engagement. 1. From crude spam filters to behavioral risk intelligence Old Twitter relied heavily on crude spam filters. These were mostly threshold-based systems: follow too many accounts too quickly, repeat the same reply across multiple users, or fire likes at inhuman speed—and you ...