Abstract
A system for robotic skill learning and adaptation including a processor configured to receive and integrate inputs including visual data from multimodal control sources for controlling robotic platforms, process the integrated inputs to enhance robotic task planning and execution capabilities using large language models and computer vision algorithms, direct robotic movements based on the processed input from the foundation model integration module, perform real-time quality assessment during operation of the robotic platform, retrieve and store robotic task execution data, and providing the robotic task execution data to the robotic platforms upon request, adapt robotic behavior across multiple robotic platforms by analyzing data, updating the shareable knowledge base, and modifying robotic control parameters based on the updated knowledge base.