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

Companies like Schrödinger and Atomwise have incredible platforms, but their primary business is selling software and partnering with major pharmaceutical companies. They provide powerful tools  and co-discovery services; their partners own most of the downstream pipeline and wet-lab risk. Schrödinger+1 I built QuantumCURE  with a different mission: not just to rank molecules, but to actually walk a set of compounds all the way into a wet list I own and can defend . In less t

Let's Dock! It’s been a long, astonishing road since November 2024.That’s when I decided — half out of curiosity, half out of stubbornness — to see if I could connect a quantum random number generator  on my desk to a cloud-based drug discovery engine  that could actually help find new medicines. I didn’t have a corporate lab, a research team, or venture funding. I still don't although I am looking for some to expand and scale up this cool engine I have created. Back then, ju

I am a solo researcher working from my back office, digging into the world of quantum. I work with a handful of QRNG hardware. A year of work with these devices from several hardware developers, has thought me a lot. I know how they behave their streangth and weaknesses, and how to control them using Python. But Randomness from QRNG is not same as Randomness from a Annealing Box like D-Wave quantum system or an Ion Trap system such as ionQ. So let me explain. I am here to sh

I can answer this because I use all of the above in my project. I use various Quantum Random Number Generator (QRNG) devices to seed my applications with quantum entropy — and they work remarkably well. But randomness, much like a high-performance sports car, comes with different qualities. For example, I use various hardware; my favorite is the https://cryptalabs.com/  USB QRNG hardware. It is a great workhorse. But, allow me to explain a fact: The randomness you get from a

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