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Startup Foundation, led by ex-Synapse CEO Sankaet Pathak and with AI research chief Prof. Patrick van der Smagt, claims its humanoid robots will learn to interact with the world more efficiently using Deep Variational Bayes Filters. Amidst ambitious fundraising goals, we examine the science, the claims, and the challenges.