Open-source live-cell hardware startup Aeon applies causal modeling to cell perturbation data

MaxUnfried · x · 2026-11-14

HLMC 2026 in Tokyo will host a Longevity Startup Showcase on Nov 20 with 10 startups pitching in English for a ¥500K prize, spanning aging quantification, gut microbiome, Alzheimer's early diagnosis and organ regeneration.

Featured project aeon.science builds open-source (CERN-OHL-S-2.0) hardware for live-cell experiments: each robotic perturbation is a test, each frame a measurement, fitting causal models of cell responses using Karen Sachs' 2005 Science method for single-cell perturbation data. Co-founders include Sachs (MIT PhD, Stanford Medicine postdoc); the instrument is still in design.

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