I believe this is why the importance of written (human) knowledge is only increasing, especially internally at companies. Written knowledge (i.e documentation) has always served as a knowledge cache and a way to transfer knowledge between people.

Without fundamental changes to the LLMs or the way we think about agentic systems, high quality, comprehensive written knowledge is the best path to helping agents "learn" over time.