... give you text back, maybe a code block. We wanted Kopai's agents to answer the way a good analyst would with the actual chart, table, or calculator, not a paragraph describing one. So when an agent decides a visualbeats prose, it writes real render-able code and it renders live in the chat inline, not a separate canvas. It runs in a sandboxed iframe with a null origin, so the generated code can't touch your cookies ... ... question. those are two separate problems wearing one label. might be worth a cheaper "patch" path for the narrow case of same-shape-different-slice requests, kept separate from full regen for anything that actually changes the