An Agent can complete a task once by relying on the context and reasoning available at that moment. To avoid relearning lessons on the next task, it needs to turn past experience into reusable knowledge. The challenge is that experience is never an isolated action: it also includes the original goal, environment, and why the action worked. Remembering only “how we did it last time” may save redund…
The common approach to RAG is to first gather documents into a vector database, then retrieve context from it in response to a query. This flow is straightforward, but it has an organizational premise: the data owner is willing to entrust the material to the same infrastructure. In cross-organizational collaboration, this is often the hardest step to coordinate. Hospitals, research institutions, a…