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Karpathy’s ‘Token Anxiety’ Signals Tokens Are Becoming a Workplace Budget

Leaders now frame paid token access as a perk that shapes how employees work.

Overview

  • Andrej Karpathy said on the No Priors podcast that he feels nervous when he leaves AI tokens unused and now tries to consume his full allowance.
  • He described switching between competing tools like Codex and Claude to keep working when one quota runs low so his token use does not stall.
  • Nvidia CEO Jensen Huang recently said he expects some employees who earn about $500,000 to use roughly $250,000 worth of tokens as part of the job.
  • Box CEO Aaron Levie said rising token spending will spread across knowledge work as access to paid model use becomes an expectation.
  • Reporters note that tokens, which meter and bill AI models, are replacing GPUs as the practical limit on output, a shift underscored by always-on agents like Karpathy’s home system that keep drawing tokens.