Some jobs do not finish in one session. A drift monitor watches a benchmark across weeks. An optimization loop runs through an iteration budget that takes longer than a chat window. A data pipeline kicks off a long scoring run and the user closes the laptop before it completes.
These all need the same thing: a way for a fresh session to find out what the previous session was doing and pick it up.