I have gotten my ai setup to learn quite a bit. As i work with it, if something was encountered that would be useful to remember, i literally just say "save this into your learnings/long term memory". It writes a markdown doc for itself and a note elsewhere for context. Between the memory and rules, its been pretty nice. I touch many things at work and i can pop open a new session and say "project x needs a b c" or "project y had this issue <issue>" and it knows where to go, what im referencing and things to fix. I dont even have to be precise or ultra descriptive.

with this ive been able to, with some minor adjustments and "oh that would be a good feature" additons, oneshot a flask app at work with everything ready for oidc, ldap lookups, bunch of other stuff - from a single 3 sentence paragraph.

With some rules in its configuration (more markdown its written by it for it, at my guidance of "always do x and remember this for all sessions"), it has a whole flow and i barely have to feed it anything to get out useful results quickly.

I will say though that the ai operates however the user says, so if you dont take steps to ensure survival of info at the start of using ai (or even from now on as a fresh session), youll get mixed results, but you can shape it and mold it into amazing flows that do remember