Knowledge is doing, language is communicating about it. Think about it this way:
Ask the bot for a cooking recipe. Knowledge would be a cook who has cooked the recipe, evaluated/tasted the result. Then communicated it to you. The bot gives you at best a recording of the cook's communication, at worst a generative modification of a combination of such communications, but skipping the cooking and evaluating part.
