When I was a kid, one of my favorite toys was a little tin pop-pop boat . It still is!. You lit a candle, the tiny boiler clicked and pulsed, and this cheap toy scooted across a bowl of water like magic. Decades later, I caught myself wondering: What if you scaled that engine up to a size you could steer?  Of course, the answer is you can’t just “scale it up” and expect the same behavior—geometry, heat transfer, and fluid dynamics all gang up on you. The toy works because it

As of today, I have quietly moved 478,808 virtual Compounds through a quantum-enhanced drug discovery machine in my back office in Oklahoma. Today I hit a nice milestone on the Citizen Scientist  page of QuantumCURE Pro™  and the numbers made me smile, so I’m sharing them. The Raw Numbers Compounds processed (Citizen Scientist):  478,808 Compounds that made it into the Golden List:  30 Hit rate: What does that mean? In industry, typical virtual screening or HTS hit rates ar

Mathematical Evidence That Quantum Entropy Shapes Drug Discovery By Mansour Ansari, QuantumCURE Pro™ | Oklahoma Quantum Entropy Validation: ABL1 Drug Discovery Benchmark By Mansour Ansari, QuantumCURE Pro™ | Oklahoma City Over the past year, I’ve spent well over 3,500 hours  building and testing a quantum-enhanced drug discovery system. To find out if it actually works, and whether quantum entropy really leaves a measurable signature, I ran a rigorous validation on ABL1 (Abel