An LLM pipeline with fresh-context sessions and literature calibration produces a publication-grade manuscript with three substantive findings on altermagnetic piezomagnetism from a corpus of 11,083 papers.
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Anisotropic surface spin waves with chirality-dependent positions and split constant-frequency contours are proposed as a measurable signature for A-type altermagnets.
Ab initio plus analytical analysis shows multiorbital Mn2+ character produces dominant antiferromagnetic nearest-neighbor exchange in La2O3Mn2Se2 altermagnet, yielding identifiable magnon signatures.
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Grounded autonomous research: a fault-tolerant LLM pipeline from corpus to manuscript in frontier computational physics
An LLM pipeline with fresh-context sessions and literature calibration produces a publication-grade manuscript with three substantive findings on altermagnetic piezomagnetism from a corpus of 11,083 papers.