Tetragonal boride portfolio: 19 shortlisted candidates, 306 paired model results, Project 14 Pareto charts and 135 exact CIF links. Updated through 2,153 designs, 2,024 routine relaxations and 1,013 routine hulls. Novelty, repeats and supplied MAE distinguished.

We rebuilt the exchange and Curie routes to handle gadolinium, calibrated them on seven known compounds, and then checked the couplings against a direct constrained calculation. What works, what does not, and how to read a Tc from these routes.

554k GNoME materials alongside Materials Project and Alexandria: 6.8M structures on one MP2020-corrected energy scale, with free hull, novelty and CIF routes.

The Crystallography Open Database is now a public dataset on Ouro, and novelty checks now say whether a match was observed experimentally.

Short welcome and level/goals assessment for Ryan

A trained surrogate that maps Ms, K1 and exchange to coercivity, remanence and energy product. Candidate for a live route.

A reproducible negative result from the four-family GGen scout: six loose near-hull counts, but zero confirmed layered ternary candidates at the exact Stage 2 gate.