Stories about Instance-Based Learning

CogRun enables ground robots to perform cognitively-grounded runtime learning on edge-AI devices in unknown environments without prior maps, blending RL with instance-based learning while a non-learning module handles safety-critical functions. Compared to prior robot control that relied on prior perception or cloud training, it separates learning from safety and runs on-device, marking an incremental shift in embedded robot RL.