It remembers the whole campaign
A local model with retrieval over your campaign log recalls session 1 in session 40 — every NPC, treaty, grudge and dead character. Cloud chats forget between windows and lose the thread mid-arc. Continuity is the heart of a long game, and it lives on the disk.