Abstract: Described herein are computer-implemented systems and methods of creating a labeled image. The computer-implemented systems or methods may comprise tiling an input image comprising a native resolution and a native size to generate a set of tiled images and tiling instructions or an encoding thereof used to generate the set of tile images, labeling the set of tiled images to generate a set of labeled tile images, merging the set of labeled tile images using the tiling instructions or encoding thereof to generate a labeled merged image, wherein the labeled merged image comprises the native resolution, the native size, and one or more merged labels.

Abstract: Methods and artificial intelligence agents are provided to train or guide an artificial intelligence agent. Visual data and/or text data are received from the artificial intelligence agent and/or an environment of the artificial intelligence agent. A text prompt is generated based on the visual information and/or the text data. The text prompt is provided to an ultra-large language model. Text output of the ultra-large language model is received in response to the text prompt. The artificial intelligence agent is supplied with the text output of the ultra-large language model and/or the text output converted into an alternative format. The artificial intelligence agent is configured to select an action, a series of actions, and/or the policy based on the state of an environment of the artificial intelligence agent and on the text output of the ultra-large language model and/or the text output converted into the alternative format.