The web, once a vast and echoing space, is steadily transforming. The days of endless echo chambers, where information revolved in closed loops, are fading. This shift originates from a confluence of factors: expanding user awareness of misinformation, the rise of data-driven platforms that promote balanced content, and a stronger focus on accuracy