TSMC has lifted its outlook and pointed again to extremely robust AI demand, which matters because it suggests the infrastructure buildout behind the AI boom is still very active. For buyers, suppliers and integrators, that means demand around chips, tooling, capacity and downstream deployment work is not cooling off the way many expected. This is a live capital-spending signal, not just a market headline.