He really wants to shine, but how is this different than claude memory or skills? When I encounter something it had difficulty doing, or consistently start off with incorrect assumptions, I solve for it and tell it to remember this. If it goes on a long trial and error loop to accomplish something, once it works I tell it to create a skill.