A robot on a factory floor can carry parts, scan shelves, and move around people with growing skill. What it still struggles ...
MIT's DAAAM framework gives robots long-term spatial memory by attaching language descriptions to 3D maps. Ask "where's my wallet?" and it searches its memory.