If agents fail to generalize from short- to long-horizon tasks, it is unclear how training on white-collar tasks could enable them to build a business from scratch at Sam Walton’s level.

“And if you can't generalize from short horizon to long horizon,”

“then how are agents supposed to generalize from getting trained at a bunch of white-collar tasks to, say,”

“having the ability to be dropped in the real world and build a business from scratch as well as Sam Walton?”