
Silicon Valley developers prioritize large token budgets as productivity badges, but research reveals AI coding tools like Claude and Cursor produce more code requiring extensive revisions. Developer productivity insight companies find engineers spend more time fixing generated code, contradicting efficiency claims and suggesting token consumption is poor productivity metric.