i dont understand how this helps? i can have a folder with all md files, tell any agent "refer this folder for past context, learnings, and update/ improve this as we work, this is your memory". you are holding a sqlite for index search, but maintaining as the memory grows would be the hard part. Some sort of pruning/ dreaming is required always, beyond certain time.