Every guide to giving an AI agent memory starts the same way. Pick an embedding model, stand up a vector database, chunk your data, tune your retrieval. I assumed I would do exactly that. Then, before I wrote a single line of it, I looked hard at the problem I was actually trying to solve, and I could not find the part that needed any of it....