Most AI platforms treat memory like a walled garden.

What you tell ChatGPT stays in ChatGPT. What Claude learns about you stays in Claude.

People frame this as a "memory" problem. We don't think it is. It's an interoperability problem.

Throughout building our universal memory layer, this is the pattern we kept seeing: