Let's instead call it modifier to disassociate it a bit from "image" and "prompt": py agent.toolbox["modifier"] = agent.toolbox.pop("image_transformer") agent.toolbox["modifier"].description = agent.toolbox["modifier"].description.replace( "transforms an image according to a prompt", "modifies an image" ) Now "modify" is a strong cue to use the new image processor which should help with the above prompt.