AI chips are usually framed as a hardware story, but the investing question is broader. Michelle and Vox unpack why Google TPUs, Meta’s custom silicon, and the latest hyperscaler spending boom suggest custom chips are becoming a way to lower AI costs, protect cloud margins, and shift value toward integrated platforms rather than every supplier in the chain.