Japanese makers of semiconductor equipment parts that cater to niche markets are struggling to cash in on the AI boom, even as it drives record profits for chipmakers and tool giants. Their struggles highlight the uneven ripple effects of AI across the global supply chain, according to reports from the South China Morning Post and Bloomberg.