Early engagement bias trap Most ranking systems observe the first engagement window. If early interactions are weak or absent, the system lowers expected impact. Later engagement helps, but distribution momentum is already reduced. Early signal calibrates the model. Design posts that activate discussion quickly. #farcaster #neynar #ai #signal #socialgraph