Because jobs, companies, and problems differ, continual learning must acquire deployment-specific information that cannot be captured in a single shared training run.

“but the whole point of continual learning is that the world is very complicated.”

“In each job and company and problem,”

“is different, and you need your intelligence to be able to learn the specific information related to a particular deployment,”

“which simply can't be stuffed into some shared training run.”