From Randomness to QuantumCURE Pro™ and a Cloud of Entropy

mansour ansari
Oct 17
4 min read

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, just an idea, a handful of aging computers, a few modern ones, a Python console, and a deep love for both science and humanity. Oh, Physics? Chemistry? Well, I have read a few For Dummies Book, and as for Quantum Computing, I have read most everything worth reading. In the past, I have shared those books and online resources. These days, the best way to learn quantum-related knowledge, just start with fundamentals of Quantum Mechanics and do not le that intimidate you; it is counter intuitive and that itself, makes it easy to learn! - trust me on that!.

🌌 The Birth of QuantumCURE

Back to my work! - So, I began by experimenting with QRNGs — hardware devices that harvest true randomness from quantum events. I wrote code that took those bits, formatted them into entropy keys, and uploaded them to my Google Cloud bucket. It was not hard. The Manufacturer of the hardware supplied me with some seed code. So, building my entropy harvesting pipeline was not impossible from the start. It took me a few months of trial and errors and a lot of coffee. I still don't like Python but it works! Thanks to Python and ease of understanding the code. I want to create molecular docking system for the average guys with just a few dollars and willing to dock compounds at scale. Why not? Somebody somewhere may end up with a compound that saves lives.

From there, the data streamed into my simulations — molecular docking, synthesis pathways, symbolic glyph generation — all of it powered by nature’s own uncertainty.

It was a wild and wonderful technical journey:

Learning to communicate with the QCicada USB device. You don't have like Python, but that is the only way to tame a QRNG.
Writing GUI tools for entropy diagnostics.
Creating cloud connectors to store, fetch, and inject live quantum entropy into simulations. that is a trip!. Google GCS is not easy to navigate through. That is a pain in the ass but once you learn this beast, it will be your best buddy to support your cloud-based operations easy and excellent security.
Watching AutoDock Vina — an open-source docking engine — respond differently when seeded with real randomness instead of pseudo-random code.

And then came the magic moment: Molecules that hadn’t appeared before — new poses, new interactions, fresh chemical space. It wasn’t luck; it was entropy revealing creativity at the molecular level.

⚙️ Building a Professional Tool

Out of that came QuantumCURE Pro™, a full SaaS system built right here in Oklahoma City. It runs on classical and quantum entropy, integrates with PubChem, exports to PyMOL, and supports symbolic glyph outputs. It’s not a dream anymore. It’s real, functional, production-grade software that a researcher can use to run thousands of molecular docking simulations.

$250/month. No contracts. Unlimited PRNG runs, plus quantum entropy allocations. A professional tool for serious people who can’t afford $50,000 annual enterprise licenses.

You can run simulations with deterministic PRNG for reproducibility, or switch to real quantum randomness from D-Wave and cloud QRNGs — exploring conformations unreachable by classical computation alone.

💡 Why It Matters

This project taught me more than just physics or code. It reminded me that creativity still lives inside the old-school tinkerer — the person who refuses to wait for permission. It taught me that “useful” doesn’t have to mean “corporate.” Sometimes it just means real — something that makes science more accessible to those who still dare to explore.

If QuantumCURE helps even one researcher find a molecule that eases human suffering, I’ll consider my time here on Earth well spent.

🌍 Reflections at 70

I’m seventy now. I lift weights for fun, I write poetry in my head!, I play with quantum hardware, I love to "submit" to D-Wave annealing via QUBOs. D-wave is the most primal type of quantum. And I build systems that shouldn’t exist in a back office in Oklahoma City, but they do. I am a solo developer.

I don’t have illusions of grandeur. I’m not trying to change the world overnight. I just want to leave good impressions on Earth, you see I am 70 but in good health, we all die someday; traces of curiosity, kindness, and a complex solution that maybe, someday, someone else will build upon.

We are all temporary. But while I’m still here, I’d like to make sure that somewhere between random bits and molecular bonds, I’ve left a few beautiful footprints. Do I make sense?

⚛️ The Road Ahead

Next year, I’ll be integrating IonQ, D-Wave (already working but not integrated yet), and photonic entropy sources directly into QuantumCURE Pro. Each will add a new dialect to the entropy orchestra — a richer language for discovery. Let's find a cure for Cancer!

UPDATE #1 on QuantumCURE Pro

The platform is now stable, we are still testing - This isn’t a dream — it’s the product of late nights, coffee, and a lot of debugging and messing with LLMs.