Lupine Science is accelerating materials discovery. AI is learning to design matter — the batteries, catalysts, alloys and chips a civilization runs on — but on simulations that are wrong in structured ways. We make those predictions trustworthy, so discovery accelerates instead of stalling on guesswork. The mathematics is how; the materials are why.