Artificial intelligence is rapidly reshaping semiconductor defect detection, but not along a single trajectory. Instead, the industry is beginning to coalesce around two distinct, and potentially complementary, architectural approaches. One embeds AI tightly within advanced inspection hardware to extract new physical insight from wafers; the other sits above the manufacturing data stack, correlati...