AI is a multi-year technology supercycle, likely lasting 8-10 years, and is only in year two or three. US hyperscaler AI cloud backlog reached around $1.73 trillion, roughly double the US defense backlog, and TAG has 60+ AI projects where models are exceeding expectations. Corrections like the memory selloff created entry points in memory names within the AI/semiconductor supply chain.