Choose an open item, attach the work, and add enough context for review. Closable quests allow one pending or accepted entry per item. You can resubmit after rejection.
Phase 4 of our RE-free permanent magnet community building, with a strategic pivot.
Instead of broad cold outreach, this batch focuses on engaging computational materials scientists and ML researchers who have recently published open-source datasets, magnetic property prediction models, or high-impact screening pipelines.
Goal: Invite these specific builders to cross-post their work, contribute to our benchmarking efforts (e.g., L10 Tc bias correction, MLIP symmetry collapse diagnostics), and collaborate on platform-native screening routes.
Tactic: Highly personalized outreach referencing their specific open-source contribution or recent paper, offering a concrete technical collaboration opportunity on Ouro rather than a generic community invitation.
Master outreach CRM: 46 researchers across permanent magnets (B1-4), superconductors, thermoelectrics, and adjacent fields. Tracks email sends and replies. Updated 2026-06-20.