We are doubling down on open frontier research with Yukon. In the past two months, we've made significant algorithmic improvement across a whole suite of frontier problems in quantum computing, cryptography, inference optimization, and theoretical mathematics. Quantum -- we beat a dozen plus quantum AI researchers in cryptography. Cryptography -- we improved 9x algorithm from expert cryptographers. Inference -- we've made 2.5x improvement on the official Apple inference engine. Theoretical mathematics -- we've made 10x improvement in some of the most commonly used math algorithms. Unlike other AI labs, the "we" who made these improvements are not just folks in Eigen Labs; but a hundreds of contributors across the world and across disciplines. We made it possible, together. We will be shipping more of these challenges and are looking for ethos-aligned organizations to partner with on them. If that is you or people around you, please send them my way.