I spent the last couple of months delving deeper into how I could integrate elements of modern machine learning with my love of building personal knowledge tools. This is a space brimming with untapped ideas and experiments to come. One open question for me is how exactly human users should interact with AI integrated into knowledge tools and creative tools.