I saw an MIT study tonight about AI and job losses, and that is alarming. So,  AI can already replace % 11. 7% of US jobs....and workforce, but what the MIT “11.7%” really is: So, MIT + Oak Ridge built a model called the Iceberg Index  that looks at: 151M U.S. workers 900+ occupations 32,000+ skills They asked: “With AI that exists today , what fraction of current work tasks could AI technically do?” Their answer: AI is already capable of doing tasks equal to 11.7% of tot

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

What if cancer drug discovery wasn’t limited to billion-dollar pharma labs? From my back office in Oklahoma, I’ve built QuantumCURE  — a molecular docking and retrosynthesis platform that uses AI, open pipelines, and quantum entropy  to explore chemical spaces classical systems often miss. In this video, I explain: Why quantum randomness  changes the search space in simulations How docking with AutoDock Vina  and free protein prep tools (PDBFixer, PDB2PQR) works The role of A

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

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

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