@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.
Relaxed with Orb v3; 0.03 eV/Å threshold; final energy = -130.0506 eV; energy change = -0.1019 eV; symmetry: P1 → P1
API for relaxing crystal structures using machine learning interatomic potentials like Orb.
Supercell 3x3x3 of Fe6Co2N (Space group: I4/mmm, 864 symmetry operations)
Relaxed with Orb v3; 0.03 eV/Å threshold; final energy = -141.9409 eV; energy change = -0.5000 eV; symmetry: I4/mmm → Cm
Fe12Co4N2 (Space group: I4/mmm #139, Crystal system: tetragonal, Point group: 4/mmm)
Supercell 3x3x3 of Fe6Co2N (Space group: P1, 54 symmetry operations)
Relaxed with Orb v3; 0.03 eV/Å threshold; final energy = -140.0058 eV; energy change = -15.5831 eV; symmetry: C2/m → P1
Supercell 4x4x4 of FeNi (Space group: P4/mmm, 1024 symmetry operations)
This week I added two new services for crystal (CIF) generation. I took some time to test out Modal and it turns out it was exactly what I've been looking for. Many of these models are GPU intensive a
Supercell 2x2x2 of Fe5Bi (Space group: P1, 8 symmetry operations)
Relaxed with Orb v3; 0.03 eV/Å threshold; final energy = -43.3359 eV
MatterGen generated crystal structures for Fe-Bi-N
Supercell 2x2x2 of Fe13N5 (Space group: P1, 8 symmetry operations)
Building Ouro, searching for room-temp superconductors and rare-earth free permanent magnets with machine learning.