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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

A Decade of Linux Setups — Why I Stopped Looking for ‘The One’

linux

desktop

server

fedora

opensuse

almalinux

pixi

workstation

A personal account of years spent distro-hopping across the Linux ecosystem — and how I stopped looking for ‘The One’ distro, fixed the packages problem with pixi and Flatpak, and ended up with Fedora, AlmaLinux, and openSUSE Tumbleweed each earning their place.

7 May 2026

Amir Masoud Nourollah

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

A Decade of Linux Setups — Why I Stopped Looking for ‘The One’