Our design agent doesn’t burn tokens starting over. It never hands back a flat image or a generated clip. Slides are HTML. Charts are data specs. Films are animation timelines. “Move the parrot left” is a one-value change, not a regenerate-from-scratch. 🍿 Want to go deeper? We
LangChain design agent edits structure instead of regenerating
LangChain says its design agent avoids wasted tokens by returning editable structures: HTML slides, data-spec charts, and animation timelines, so 'move the parrot left' changes one value instead of regenerating from scratch.