Caitlin Kalinowski, former hardware lead at Apple and Meta, predicts a significant shift in AI hardware over the next three to five years. Speaking on a podcast, she highlighted that the lack of market demand, rather than technological limitations, has hindered consumer-grade VR adoption. Kalinowski emphasized that AI hardware will become mainstream, with small robots and edge computing devices emerging as key areas of focus. Kalinowski warned that memory prices are expected to drop significantly in the next two years, posing challenges for hardware startups. She advised these companies to prioritize supply chain management and avoid reliance on single suppliers. Kalinowski also noted that large AI models require dedicated hardware, suggesting that AI hardware will become as ubiquitous as smartphones, fundamentally transforming hardware design and application.