Inside LongevityBench: Liquid Foundation Models for Aging

How do you know whether an AI model is actually reasoning over biological data, or just producing fluent answers? LongevityBench, our new benchmark published in Cell with Insilico Medicine, tests models across 17 tasks spanning clinical records, DNA methylation, transcriptomics, proteomics, and genetics. Our compact LFMs outperformed every frontier model we evaluated on several of them.

Katerina Nasto, Liquid AI researcher, and our CTO Mathias Lechner walk through how the benchmark was built, why leakage-proof evaluation matters, and how specialized models that run locally on sensitive patient data could help researchers move from prediction toward better hypotheses and experiments.

Read more and check out the model: https://www.liquid.ai/blog/longevitybench

Full paper: https://shorturl.at/qJZLO