Research questionHow can language-controlled video generators make character and camera actions temporally precise in interactive worlds?Natural-language control may specify behavior and camera movement, but interactive worlds require each action to occur at the intended time without leaking into other actions. The challenge is achieving this precision while retaining the generator’s visual quality and ability to handle unseen scenarios.