Model previews, chips, and the real costs

The period feels like a turning point in how AI is being discussed and deployed. Model announcements continue, but the real story is infrastructure: custom chips, sovereign wealth stakes, and honest admissions about pace. Meanwhile, security and regulatory pressure are intensifying across tech, from NSO's spyware to Google's EU fine. For builders, the signal is clear—integration and operational efficiency matter more than raw capability now.