We are building a Power Electronics AI Agent that closes the loop between intelligent system design and the energy infrastructure that fuels it — from semiconductor device to converter to grid.
Our AI Agent operates across the full power electronics stack — three tightly connected layers that together form a complete, closed-loop design system.
Characterize, model, and select semiconductor devices (SiC, GaN, Si) with AI-driven loss estimation, thermal profiling, and datasheet-to-model automation.
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Explore topologies, size magnetics, synthesize control loops, and optimize multi-objective trade-offs — all orchestrated by the AI Agent in a single design pass.
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Architect microgrids, DC distribution networks, and hybrid AC/DC power systems where every converter is co-optimized for the mission profile of the whole grid.
Learn More →We believe the future of energy and AI is a self-reinforcing cycle.
Our Power Electronics AI Agent assists engineers in designing optimized converters and grids — faster, with better trade-offs, and with built-in validation workflows.
The efficient, reliable power infrastructure that results — microgrids, DC distribution, high-density converters — powers the data centers and compute that run AI itself.
Every design cycle feeds data back to the AI Agent. It learns, refines its models, and produces even better designs — a true closed-loop ecosystem.
A modular intelligence layer that plugs into your design flow — or we run it for you as a service.
Constraint-aware search across LLC, DAB, multi-level DC-AC, interleaved buck/boost, and more.
Automated WBG device picking, core sizing, winding optimization, and switching-loss estimation.
Datasheet + physics-guided surrogate models produce efficiency maps and thermal limits.
Phase-shift, TPWM strategies, current/voltage loops, and soft-switching regions — tuned automatically.
Efficiency, power density, cost, temperature, EMI — Pareto trade-offs with clear rationales.
Auto-generated HIL/SIL test matrices, data capture scripts, and repeatable lab workflows.
Industry partners building the closed-loop future of power electronics and AI together.
Panxin Technologies
Sumitomo Heavy Industries
Collaborating with leading research institutions to advance AI-driven power electronics.
Cardiff University
Shanghai University
Loughborough University
University of Glasgow
