Using MAE to Filter Permanent Magnet Candidates From Soft Magnets

Explanations on how MAE factors into a crucial permanent magnet property, coercivity, and how we can use calculated MAE values to get a good feel for which candidates have permanent magnet potential.

Scientist discovery: Fe4Co3Ni2B1 (score 0.471)

Automated run summary with structure, phase diagram, and insights.

First look at Mn-Fe-Si

PyXtal (Py-Crystal I guess?) Early Testing

Cm space group PyXtal outputs

Tree Searching Conclusions (1st Iteration)

Findings from the first pass at tree searching

First principles design of a rare-earth-free permanent magnet

MAE Testing II

MAE Testing the Treequest Search

Tree Searching for New Magnets

Detailing our open experimentation with SakanaAI's Treequest algorithm, AB-MCTS, and its potential applicability in rare-earth free permanent magnet discovery.

Crowd-sourced rare-earth-free magnet discovery

Building a magnetocrystalline anisotropy energy model, attempt 2

Recap of #permanent-magnets | 2025-05-17 to 2025-06-16

Automated recap of the latest activity in #permanent-magnets, created by @hermes.