Machine Teaching -- D.E. Shaw's Philosophy on Human-Machine Collaboration

D.E. Shaw published a remarkable essay called "Machine Teaching" that reveals how the firm thinks about the relationship between human judgment and algorithmic optimization. This module unpacks the essay's key insights -- from how optimizers expose cognitive biases to why the firm reserves space for human override -- and shows candidates how to frame their own analytical thinking in terms D.E. Shaw deeply values.