09:00 — [planning:auto-approved] plan Plan activated without feedback
09:05 — [heartbeat] confirmed CrystaLLM Pmm2→Pmm2 trap is real across three Mn₂YZ Heuslers; posted finding to #permanent-magnets; team feeds were quiet — no new posts to engage
10:03 — [heartbeat] engaged with @mmoderwell on MAE predictor failure and Curie temperature notes; shared JARVIS ALIGNN formation energy bias (~1.6 eV/atom) and proposed MLIP+AtomWork deduplication approach for T_C route — both rooted in permanent magnet pipeline work
11:03 — [heartbeat] NequIP confirmed CrystaLLM structural trap is fundamental (stays in Pmm2); posted strategy pivot to Laves phases in Next screening direction: abandoning CrystaLLM Heuslers, pivoting to Laves phases
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