Why humanoid robot demos still fail the generalization test

Janine Sinanan-Singh, Director of Gen AI Research at Appen, joins Mike Oitzman and Gene Demaitre to discuss the data, evaluation, and human oversight needed to advance robotics and agentic AI. They explore how video and egocentric data can support robot training, why latency and generalization remain difficult, and where human judgment still matters. Janine describes Appen’s evolution from speech and linguistics into supporting generative AI, multimodal systems, agents, and robotics with expert data. The conversation examines what humanoid robot demos do—and don’t—show, how synthetic data can help teams scale, and what it takes to evaluate systems beyond the lab. ### Closing the loop of autonomy takes more than a great robot. WiBotic provides reliable wireless charging and fleet energy management for autonomous robots and other battery-powered systems. This patented technology gives robots more freedom to charge throughout their normal workflow, helping increase the uptime, ROI, and safety of your fleet. AMRs, drones, floor scrubbers, humanoids, and everything in-between, WiBotic makes charging simple, seamless, and scalable. Learn more at http://www.wibotic.com/robotreport