How to build a knowledge layer for your team

So what's a knowledge layer? A knowledge layer is basically a memory space that AI agents can use as reference/context to perform actions more accurately to your team's needs. Why do we need a knowledge layer? Well sure most AIs are well-trained and they're getting better, but you're paying the tax of having to stick with only one AI, because moving to another means losing context, the obvious loss of privacy and ownership of your team's knowledge to AI c