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The Universal Promise: Do We Actually Need Chemical Foundation Models?

research

machine learning

chemistry

scientific ml

From billion-parameter transformers to universal interatomic potentials, chemistry AI is scaling fast. But scale alone does not equal scientific discovery — and the evidence reveals exactly where these models shine and where they break down.

12 May 2026

Amir Masoud Nourollah

My Favourite OS and Setup: Why I Migrated to Fedora Workstation and Never Looked Back

linux

desktop

fedora

workstation

A personal account of years spent distro-hopping across the Linux ecosystem — and how I finally settled on Fedora Workstation, fixed the packages problem with pixi, and built a setup I actually enjoy living in.

7 May 2026

Amir Masoud Nourollah

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The Universal Promise: Do We Actually Need Chemical Foundation Models?

My Favourite OS and Setup: Why I Migrated to Fedora Workstation and Never Looked Back