I would say that the difference is taking an engineering approach to the process itself. Iterating on the context, putting the system into various states, etc. Treating the AI like a very knowledgeable intern who also has a very fixed short term memory and can’t form new long term memories but can be taught to write things down like in Memento. The thing is, though, it has a much much larger short term memory than me.