Stanford is calling 2026 the year of AI evaluation, not evangelism — agree?

The framing shift is real: "Can AI do this?" → "How well, at what cost, and for whom?" In your shop, has the bar moved from demo-able to provably-better-than-the-existing-thing? Or is everyone still shipping pilots that don't survive contact with users?