Many tech giants and startups, including OpenAI with its "Jalapeño" chip, are developing custom Application-Specific Integrated Circuits (ASICs) optimized for particular AI tasks, especially large language model inference, to achieve maximum efficiency and reduce reliance on general-purpose GPUs.