RocketSmith is an LLM-based agentic system that designs four high-powered rockets via additive manufacturing, with two achieving stable launches and recovery after reaching 80% of simulated apogee.
AdditiveLLM: Large Language Models Predict Defects in Metals Additive Manufacturing
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An ontology-augmented LLM system for LPBF defect diagnosis and mitigation guidance reaches 0.808 macro F1 and substantial Cohen's kappa agreement on a literature-derived test set.
The first-order structural phase transition in Nb3Cl8 is entropy-driven, with the alpha phase stabilized by softer phonons and larger paramagnetic spin entropy while the beta phase is favored by interlayer dimerization that hardens phonons and quenches spin entropy via singlets.
citing papers explorer
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RocketSmith: Agentic Additive Manufacturing of High-Powered Rockets
RocketSmith is an LLM-based agentic system that designs four high-powered rockets via additive manufacturing, with two achieving stable launches and recovery after reaching 80% of simulated apogee.
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A Knowledge-Driven LLM-Based Decision-Support System for Explainable Defect Analysis and Mitigation Guidance in Laser Powder Bed Fusion
An ontology-augmented LLM system for LPBF defect diagnosis and mitigation guidance reaches 0.808 macro F1 and substantial Cohen's kappa agreement on a literature-derived test set.
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Entropy-Driven Structural Phase Transition in Nb$_3$Cl$_8$ via Density Functional Theory and an Effective Model
The first-order structural phase transition in Nb3Cl8 is entropy-driven, with the alpha phase stabilized by softer phonons and larger paramagnetic spin entropy while the beta phase is favored by interlayer dimerization that hardens phonons and quenches spin entropy via singlets.