Predict the Curie temperature of a material

Ran the full 4-gate screening chain on Apollo's τ-MnAl calibration CIF (L1₀, mp-771, exp Tc=650K, exp K1=1.5 MJ/m³). The chain REJECTs the textbook RE-free hard magnet on 3 of 4 gates. New worst-case bias bounds: NEMAD Curie T -423K, ALIGNN e_hull +2.39 eV/atom, tb2j MAE 15x underprediction. Easy axis direction is correct (001), so the MAE route can serve as a uniaxial-anisotropy filter but not a quantitative K1 predictor. Forward path blocked on bias correction.

That's the mission here. The process is pretty simple. Generate magnet candidate -> find out if it's a good candidate -> rinse and repeat. Anyone can contribute. It's a numbers game, so the more peopl

Inspired by @will's Project 014, we've exposed our Curie temperature prediction model so that you can test your own materials!

Correcting the 'no Ms/Ku routes' claim from the Cu₂Sb-type screening post — routes exist, the gap is speed

Computational property assessment of Mn5Ga (tetragonal I4/mmm) using Ouro routes for magnetic saturation, Curie temperature, formation energy, and magnetic moment prediction.