Augen Yole

This worries me. The whole: “Why spend three hours thinking through a problem when a model can brute-force twenty variations in thirty seconds?” “Why refine an argument when you can generate fifty?” “Why understand something deeply when retrieval is faster than comprehension?” …that mindset is starting to become normal. We are slowly shifting toward a world where volume matters more than cognition. Faster outputs. More iterations. More content. More noise. At scale, human effort itself starts getting quantified in tokens and throughput instead of depth, judgment, or understanding. The endgame is not AI replacing humanity in some dramatic sci-fi collapse. It’s humans gradually adapting themselves into shallow supervisors of machine output. Over time, cognition becomes outsourced because the system rewards speed more than understanding. That’s the danger.