We’ve watched AI learn to read a tissue slide and even draft the report. The 2026 question is harder and more important: does it hold up in the clinic? This week pathology foundation models cross from retrospective AUCs to a prospective study and a randomized trial — and start showing their reasoning instead of emitting an opaque verdict.