Most people use language model–based tools in a simple, one-way pattern: you open a chat, ask a question, get an answer, maybe copy a bit into a document, and move on. Knowledge flows in only one direction: from the system to the individual user. From a distance, that is a big problem. Very few users…

Knowledge can be represented through language: text, speech, articles, blogs, stories, fairy tales, documentation. This is how we usually write things down, explain details, and share information. Language is good at being precise, describing steps, and capturing logic. Knowledge can also be expressed visually: images, figures, diagrams. Visuals help us see structure, relationships, and patterns…