FAIR

A reflection on three AI4Life Open Calls and three Public Challenges (2023–2025) — 22 supported bioimage analysis projects from 151 applications and 225 challenge participants — mapping the gaps between method developers, tool producers and users, and concluding that for scientific AI in biology the rate-limiting step is not models but data, annotations, and shared infrastructure.

An agent-first platform that deploys bioimage AI models as autoscaling, agent-readable interfaces on cloud or HPC — and powers the “test run” feature on the BioImage Model Zoo. Described in a 2026 preprint.

A community-driven, fully open repository where standardized deep-learning models can be shared, tested in the browser, and deployed across imaging tools.

Completed Horizon Europe project (2022–2025) that built open AI infrastructure for bioimaging — its services live on through the BioImage Model Zoo.