From Tools to Factory: Why I Built QuantumCURE Differently
- mansour ansari

- Nov 14
- 2 min read
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 than a year, I’ve gone from entropy harvesting (QRNGs and D-Wave seeds) to IC₅₀ curves, dose–response analysis, and a full wet-list pipeline—because I’m optimizing for one thing: finding a real, testable compound, not just delivering pretty scores to someone else’s pipeline.
That’s why I talk about building a factory, not just tools:
My “assembly line” runs from quantum entropy/PRNG → docking → symbolic glyphs → IC₅₀ curves → wet list. (see it in action for free at citizenscientist.org
The goal isn’t just SaaS revenue; it’s a small, physics-defensible set of candidates I can hand to a lab with a straight face.
And QuantumCURE isn’t just for me. You see, I’ve built a portal so other researchers can build their own wet lists on top of the same engine.
So the question comes to mind: Has anyone using these systems ever created a list of compounds that finally made it to the market? Yes—platforms like Schrödinger and Atomwise have contributed to serious clinical candidates and high-value pipelines through their partners and collaborations. Wikipedia+2atomwise.com+2
But those success stories usually live inside closed pharma programs. What I’m doing with QuantumCURE is different in angle and philosophy: an entropy-aware, semi-open factory that aims to show the full path from quantum seed, or PRNG seed if you insist, to wet-list candidate, with Oklahoma fingerprints all over it.
I’m not trying to replace the big players. I will not even attempt, BUT hear me out : I’m deliberately standing at a different angle: closer to the quantum seeds, closer to the citizen scientist, and closer to the moment when one compound on that wet list finally becomes more than numbers on a screen.
Hashtags (you can trim as needed):#QuantumCURE #QuantumLaso #DrugDiscovery #AIinDrugDiscovery #QuantumComputing #QRNG #DWave #WetLab #WetList #ComputationalChemistry #EntropyAware #CancerResearch #CitizenScientist



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