From Token-Max to Outcome-Max: How You Use AI Determines Its Productivity.

arXiv:2610.05697v1 Announce Type: new Abstract: Generative artificial intelligence (AI) models can perform increasingly complex tasks, yet greater AI usage does not necessarily translate into proportional productivity gains. We identify token-max as one source