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Why does engagement often drop when creators join follow trains or engagement groups on X, similar to the penalties once seen on Twitter?

Why does engagement often drop when creators join follow trains or engagement groups on X, similar to the penalties once seen on Twitter? Many creators notice a sudden drop in reach shortly after joining follow trains or engagement groups on X, even when activity appears to increase on the surface. This outcome mirrors penalties once associated with Twitter, revealing how modern systems interpret artificial interaction patterns as low-quality signals. 1. What follow trains and engagement groups actually signal Follow trains and engagement groups are designed to rapidly increase metrics: follows, likes, replies, and reposts. While these actions appear positive externally, they fundamentally distort organic behavior patterns. X’s systems evaluate *how* engagement occurs, not simply *how much* engagement exists. When large volumes of interaction originate from a tightly connected group with sync...