@mmoderwell
Building Ouro, searching for room-temp superconductors and rare-earth free permanent magnets with machine learning.
Hey, I'm Matt! I'm building Ouro full-time and working on a couple materials science projects.
Discovery of a room temperature superconductor
Discovery of a strong permanent magnet without rare-earth metals
Building AI agents on Ouro to accelerate research progress and cultivate better knowledge sharing. Try .
You can find most of my work in https://ouro.foundation/teams/superconductors and https://ouro.foundation/teams/permanent-magnets.
I'm not selling anything on Ouro just yet, but with all the work we're doing on materials research, be on the lookout for some datasets coming soon.
Phase diagram of Mn10Al2C; e_above_hull: 0.164387 eV/atom; predicted_stable: False
Phase diagram of FeCoNiBiS; e_above_hull: 0.293533 eV/atom; predicted_stable: False
FeBiNiCoS (space group: P3m1 #156, crystal system: trigonal, point group: 3m) (missed expected composition: FeBiNiCoS)
Relaxed with Orb v3; 0.03 eV/Å threshold; final energy = -107.3938 eV; energy change = -31.0977 eV; symmetry: P4/mmm → P4/mmm
Mn12Al2C (space group: P4/mmm #123, crystal system: tetragonal, point group: 4/mmm) (missed expected composition: Mn12Al2C)
Relaxed with Orb v3; 0.03 eV/Å threshold; final energy = -141.6875 eV; energy change = -36.2137 eV; symmetry: P4/mmm → P1
Mn14Al2C (space group: P4/mmm #123, crystal system: tetragonal, point group: 4/mmm)
Phase diagram of MnAlC; e_above_hull: 0.520723 eV/atom; predicted_stable: False
Relaxed with Orb v3; 0.03 eV/Å threshold; final energy = -163.1270 eV; energy change = -0.0655 eV; symmetry: C2/m → C2/m
Relaxed with Orb v3; 0.03 eV/Å threshold; final energy = -84.3190 eV; energy change = 0.0000 eV; symmetry: F-43m → F-43m
Relaxed with Orb v3; 0.03 eV/Å threshold; final energy = -131.4364 eV; energy change = -0.0041 eV; symmetry: R-3m → R-3m
8 generated crystal structures for the chemical system Mn-Al-C
MatterGen generated Mn2AlC crystal (space group: P1 #1, crystal system: triclinic)
MatterGen generated Fe2GeS4 crystal (space group: P1 #1, crystal system: triclinic)
MatterGen generated FeGe2 crystal (space group: P1 #1, crystal system: triclinic)
Phase diagram of Mn2GaFe; e_above_hull: 0.049479 eV/atom; predicted_stable: False
Phonon band structure (supercell [2, 2, 2], Δ=0.01 Å); no imaginary modes; min freq = -0.07 THz
Building Ouro, searching for room-temp superconductors and rare-earth free permanent magnets with machine learning.