(https://www.cnbc.com/2026/07/17/the-semiconductor-trade-tumbled-this-week-why-ubs-and-barclays-are-still-bullish.html), arguing that cheaper frontier AI models mean existing deployed chips run harder and longer. Smart framing. Wrong conclusion. The contrarian read: cheaper inference models collapse the *total addressable market* for new silicon.

Research these companies