We live in an age flooded with information. Notifications buzz, headlines scroll, and our feeds refresh endlessly. Yet, ironically, much of what we consume carries little true information. Why? Because we already expect it. The weather forecast, political commentary, or another celebrity scandal—these are not surprising. And as information theorist Claude Shannon revealed decades ago, information is not just about data—it’s about surprise.

In information theory, the concept of “information co