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Energy & infrastructure

Power, compute, the systems we share. A place to discover developments quickly, then stay with the questions that matter to you.

See the work.

Newest source publications first. These are source dates, not live activity.

DISCOVERY · 2026-05-07

Finding more workable grid plans

Google DeepMind reported that AlphaEvolve improved a trained graph neural network's ability to find feasible solutions to the AC Optimal Power Flow problem from 14% to more than 88%.

Demonstrated · Google DeepMind / Google Research
DISCOVERY · 2025-10-28

What if compute could make room for the grid?

NVIDIA’s DSX announcement describes integrating Emerald AI’s power-flexibility reference design with a digital twin for AI infrastructure.

Emerging · Emerald AI / NVIDIA
DISCOVERY · 2025-10-16

Rehearsing a fusion pulse before it happens

Google DeepMind and Commonwealth Fusion Systems announced a partnership in which CFS uses the open-source TORAX plasma simulator in daily workflows to test and refine SPARC operating plans before the tokamak is turned on.

Emerging · Google DeepMind / Commonwealth Fusion Systems
DISCOVERY · 2025-05-14

Making room in a data center

Google DeepMind reported that an AlphaEvolve-discovered scheduling heuristic had been in production for more than a year and continuously recovered an average 0.7% of Google's worldwide compute resources.

Deployed · Google DeepMind / Google
DISCOVERY · 2022-02-16

Holding a plasma in shape.

Researchers used reinforcement learning to control magnetic confinement in a research tokamak.

Demonstrated · EPFL & DeepMind
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