https://columbium.io/ Recent content on Columbium Technologies Hugo en-us Thu, 16 Apr 2026 00:00:00 +0000 https://columbium.io/posts/opening-the-lab-notebook/ Thu, 16 Apr 2026 00:00:00 +0000 https://columbium.io/posts/opening-the-lab-notebook/ <p>Columbium Technologies starts operations today.</p> https://columbium.io/about/ Mon, 01 Jan 0001 00:00:00 +0000 https://columbium.io/about/ <p>Columbium Technologies LLC is a Cincinnati-based research, design, and product development company. We bridge the gap between abstract machine learning and physical reality.</p> <p>The core thesis: <strong>Domain knowledge and statistical rigor are complements, not substitutes.</strong></p> <p>We reject the &ldquo;black-box&rdquo; application of generic ML pipelines to scientific problems. Instead, we architect models where physical constraints are structurally encoded—via specialized kernel selection, tailored likelihood functions, and conservation-law priors. The result is a system that is physically grounded and robust by design.</p>