John Lagergren

Off-the-shelf vision foundation models fail to transfer dense representations to scientific imagery, but scaling in-domain self-supervised pretraining across 10 million tiles delivers an immediate 7-point Dice improvement under severe annotation limits.

Coupling wet-lab robotics directly to an exascale supercomputer via a unified cloud substrate collapses half a day of manual scientific analysis down to sub-minute interactive queries.

Transforming plant phenotyping from a data factory into an interactive, autonomous discovery platform cuts analysis time from weeks to mere seconds.