I want to point out that over the last few weeks there has been other great work on building reasoning models in biology. Don't want to get stuck on defining what is reasoning/verified rewards - this is just cool work to highlight: Michael Hla did some amazing early work on

Thanks again to the Adaptyv Bio team! Uploaded a csv of sequences and got super detailed assay results with no overhead. Would highly recommend

Thrilled to announce our 2025 776 Foundation Fellows! I’m giving each fellow $100k to tackle one of the biggest threats to humanity: Climate Change. Over the next two years, my Foundation will support these young trailblazers as they come up with innovative and forward-thinking

Meet #climatefellow Michael Hla. He’s an independent researcher using AI to accelerate biology, starting with a model that designs enzymes for better carbon capture. His work bridges machine learning & molecular engineering to tackle climate at the cellular level.