ProviGen ยท Writings https://provigen.ai/writings Field notes on building the AI that steers biology. en The Manifesto. https://provigen.ai/writings/manifesto https://provigen.ai/writings/manifesto Fri, 25 Sep 2026 09:00:00 GMT Perspective Biotech is entering a new era. Lab-in-the-loop is becoming the new operating model for biotechnology. Biology is a steering problem. https://provigen.ai/writings/frameshifts-episode-15 https://provigen.ai/writings/frameshifts-episode-15 Mon, 31 Aug 2026 09:00:00 GMT Conversation Our co-founder and CTO Lucas Mair on the Frameshifts podcast. Our reading: biology is a steering problem, the experiment is the bottleneck, and that is where lab-in-the-loop AI comes in. Closed-loop experimental campaigns in practice. https://provigen.ai/writings/closed-loop-optimization https://provigen.ai/writings/closed-loop-optimization Mon, 13 Apr 2026 09:00:00 GMT Field note How a lab learns between rounds, from assays to media, with peer-reviewed evidence and the data that arrives last.