End-to-end MLOps pipeline for battery State-of-Health (SOH) prediction — LSTM/GRU/Transformer models, FastAPI serving, Streamlit dashboard, Evidently drift monitoring, Docker and Kubernetes deployment.

Defines the thermal bootstrap layer — A system that enables energy systems to start with heat before relying on power.

Patent and engineering portfolio covering EV battery systems, LV/HV harnessing, thermal management, vehicle structures, and validation.