capability multiplication

The Class Divide: Framework Generators vs Framework Users — And Why Only One Survives AI

Visual divide showing Framework Users being automated by AI on left versus Framework Generators creating exponential capability cascades on right

The Class Divide: Framework Generators vs Framework Users — And Why Only One Survives AI In the Next Decade, Humanity Splits Into Two Economic Classes Based Not On What You Know, But On Whether You Can Create New Ways of Knowing — And The Divide Is Already Forming AI doesn’t replace people. It replaces people The Class Divide: Framework Generators vs Framework Users — And Why Only One Survives AI