Instead of treating AI conversations as isolated outputs, the system captures what changed, updates the shared knowledge base, and makes that context available to the rest of the team.
The bigger point: teams do not always need brand-new tools to start building this way. They can use systems they already have - like Notion, GitHub, internal docs, and structured AI skills, but organize them around a living shared context layer.
Personal AI is useful.
Team AI needs memory.
