Own model training and adaptation for MatterOS across pre-training data, domain-specific fine-tuning, and post-training alignment for manufacturing tasks. Designs synthetic data generation pipelines in physics simulation, curates the manufacturing corpus, and fine-tunes VLMs/VLAs/LLMs for DFM co-pilot, fault detection, and robotic policy learning.