Hardware-integrated AI
AI wrapped around physical hardware with its own moat. Medical devices, lab automation, manufacturing robots, edge inference chips. Hardware can't be copied overnight — neither can the AI on top of it.
A Menger sponge — recursive geometry, infinite surface, finite volume. Mathematics that behaves like the companies we back.
We invest at the earliest stages in companies where AI compounds on top of hard-to-replicate foundations — physical systems, regulated data, owned workflows.
AI wrapped around physical hardware with its own moat. Medical devices, lab automation, manufacturing robots, edge inference chips. Hardware can't be copied overnight — neither can the AI on top of it.
Healthcare, finance, regulated verticals where high-quality data access is itself a barrier. FHIR-standard health records, peptide synthesis data, clinical outcomes. You can't scrape this. Regulatory relationships create structural advantage.
Companies owning a specific clinical, financial, or operational workflow end to end. Becoming the system of record, not a tool plugging into one.