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QuantumCURE Pro™ Server Node: AI-accessible Computational Cancer Drug Discovery Infrastructure.


QuantumCURE Pro™ Platform Update as of March 2026: From Docking Engine to Discovery Infrastructure
March 2026 update, QuantumCURE Pro version 8

mansour ansari
Mar 133 min read


I Didn’t Set Out to Build a Company. I Just Wanted to Build a Drug Discovery Engine.
I Didn’t Set Out to Build a Company So, here is my story. You see, when I started this journey, I wasn’t trying to build a startup. that was not in my mind. I am retired and live simple... no tension and no endless business meetings. I just wanted to code an engine with modern tools. I wasn’t chasing venture capital. I wasn’t thinking about pricing tiers, TAM, or business plans. Shoot! I am not even good at writing a business plan. I had a much simpler and much harder goal: I

mansour ansari
Jan 123 min read


I Just Deployed AutoDock Vina to Google Cloud Run — From a Single Desktop
Happy New Year 2026 After 6 weeks of focused work, I successfully deployed a production-grade molecular docking pipeline (AutoDock Vina + RDKit/OpenMM stack) to Google Cloud Run , backed by Google Cloud Storage and exposed through a clean API. This is a must-have for anyone who needs to dock compounds at scale without GPUs or Enterprise Hardware, or who uses Kubernetes and/or a DevOps team! Yes, this was built without : A DevOps team Kubernetes Persistent VMs GPUs Enterpris

mansour ansari
Jan 74 min read


My Citizen Scientist Engine Just Passed 478,808 Compounds – And the Hit Rate Is Exactly What I Hoped For
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

mansour ansari
Dec 5, 20254 min read


From Tools to Factory: Why I Built QuantumCURE Differently
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

mansour ansari
Nov 14, 20252 min read


Introducing the QuantumCURE Fellowship Program
QuantumCURE Fellowship Program Over the past year, I’ve invested more than 3,000 hours building QuantumCURE Pro — a platform that brings quantum entropy into drug discovery. My mission is simple: to be useful to humanity and help accelerate the search for life-saving cancer treatments. Using scientifically validated tools, I’m screening millions of compounds from PubChem with multiple entropy sources, quantum annealing , photonic QRNG seeds , and classical PRNGs . The syst

mansour ansari
Nov 13, 20252 min read


From Garage PCs to Quantum Drug Discovery: My Journey Into the Molecular Frontier
By Mansour Ansari — Founder, QuantumLaso LLC I’ve been really busy these days. Not bad for a retired software engineer who officially...

mansour ansari
Oct 12, 20254 min read


QuantumCURE V5 with Bemis-Murcko Scaffold Analysis
High Performance Molecular Docking System - Citizen Scientist system And yes — I am actively searching for a viable cancer drug lead, with a better chance than most traditional approaches, because my system explores chemical spaces that classical methods often overlook. It’s been almost a year in the making. So far, oh, about 3,340 hours since November 2024. My journey started before that, learning and researching, and that goes back to the COVID-19 era. Built not by a pharm

mansour ansari
Sep 11, 20252 min read


QuantumCURE Pro v5 — Breaking Into New Chemical Space
Version 5 QuantumCURE Pro, Citizen Scientist Desktop and mobile versions --- Breaking Into New Chemical Space I'm excited to announce QuantumCURE v5, the latest and most advanced release of our quantum-powered drug discovery platform. For the first time, QuantumCURE now integrates Bemis–Murcko scaffolding — a powerful computational chemistry technique developed by Guy Bemis and Mark Murcko . This method reduces each compound to its core structural framework, stripping away si

mansour ansari
Sep 9, 20251 min read


What is molecular docking?
Hey! You might be wondering — what’s really going on under the hood in the QuantumCURE software I’ve been building? What am I actually doing here? And honestly, what the hell is molecular docking anyway? First things first: if you scroll down and read my disclaimer, you’ll know exactly what I’m not doing. I’m not a chemist. I’m not a physicist. I don’t work for big pharma. What I am is a passionate software and systems designer. I understand the moving parts of drug discove

mansour ansari
Aug 22, 20258 min read


Molecular Docking Software Design from a Computer Programmer’s Perspective
Molecular Docking Software Design from a Computer Programmer’s Perspective It took me 7-8 months to build a working drug discovery system...

mansour ansari
Aug 19, 20252 min read


I Built a Real Quantum-Infused Drug Discovery Platform — Here’s Where I Am Now
choose Compound Count After months of tense work, countless late nights interacting with my “farm” of computers, and real quantum hardware (USB and PCIe QRNG devices), I’ve built something rare: a fully functional, quantum-assisted drug discovery infrastructure . We’re talking: AutoDock Vina containers Automated protein preparation orchestration GCS (Google Cloud Storage) workflows Cloud-run ready pipelines This isn’t a “simulation of a simulation.” This is production-grade c

mansour ansari
Aug 12, 20253 min read
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