Everything on Hardware & Supply Chain

Hardware providers are increasingly bifurcating chip architectures for training versus inference to bypass vendor markups and secure supply chain independence. Specialized silicon offers significant cost advantages over generalized GPUs.

Impact: Organizations can reduce long-term compute costs and mitigate vendor lock-in by adopting specialized inference chips or negotiating custom silicon arrangements with major foundries.

— from AI Infrastructure Spending, M&A Strategy, and Market Realities · Doppelgänger Tech Talk· Apr 25, 2026