We are building an intelligent design approach that works across device, converter, and system to create a closed-loop ecosystem where AI and energy infrastructure evolve together.
AIPE began as AI for Power Electronics, reflecting our original focus on applying AI to power-electronics design. As the initiative grew from devices and converters towards complete energy systems, AIPE evolved into AI for Power Engineering — a broader vision built on the same foundation.
That evolution has not changed our core mission: to create a closed-loop ecosystem in which AI improves the design of power and energy infrastructure, while engineering data and real-world experience make the AI more capable over time.
We envision a self-reinforcing cycle that accelerates both AI capability and energy infrastructure.
The AI Agent helps engineers design optimised power converters and energy systems — reducing development time, improving efficiency, and exploring design spaces that humans alone cannot cover.
The resulting power infrastructure — high-density converters, efficient microgrids, DC distribution networks — delivers the clean, reliable energy that AI data centres and compute clusters demand.
Operational data, validation results, and real-world performance flow back to the AI Agent. It refines its models, learns from each deployment, and produces better designs in the next cycle.
Our AI Agent doesn't work at a single level — it reasons across the full power electronics hierarchy.
SiC, GaN, and Si semiconductor characterisation, loss modelling, thermal profiling, and automated device selection from rich component databases.
Topology exploration, magnetics sizing, control synthesis, and multi-objective optimisation for buck/boost, LLC, DAB, multi-level inverters, and beyond.
DC and AC microgrids, hybrid distribution architectures, and grid-level co-optimisation where every converter serves the mission profile of the whole system.
Academic and industrial relationships supporting our work across AI, power electronics, and energy systems.
Interested in AI-assisted power electronics engineering or want to explore collaboration? Reach out at info@spiritconnect.co.uk or connect on LinkedIn.