Overview
Without cross-session memory, every new chat feels like onboarding a new intern. The user repeatedly explains the same project, priorities, and relationships. This wastes time and makes long-running operations fragile.
A shared memory layer also allows the user to choose the best tool for each task. A design task can move to one agent and implementation to another without abandoning the working history. The tools remain different, but the memory becomes one connected brain.
The cold-start problem is therefore reduced. A new session can begin with relevant context rather than an empty state.