Physical AI keeps getting sold from the top of the stack down: humanoids, autonomous vehicles, warehouse robots, spatial computers, “world models,” and whatever phrase survived the keynote draft. NVIDIA’s latest developer post is useful because it starts where production systems usually hurt: a scatter-reduce kernel that has to finish