Generation, grids and the evidence needed to separate promising control results from deployment.
These are editorial connections, not a chain of causation or a shared score of progress.
Move flexible work between two periods. See carbon and cooling-water tradeoffs change together.
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Move flexible computing into daylight. Discover why a lower carbon estimate can still mean more cooling water.
Amazon announced more than $1 billion over five years for U.S. data-center communities on October 2. Its Built Together framework covers education and workforce pathways, energy and water solutions, and locally chosen priorities. Rollout is planned; benefits delivered to residents remain to be verified.
Source published 2026-10-02 · EmergingJERA, Dell and RHAELM signed an October 1 memorandum to coordinate power and AI infrastructure in Japan. Their first planned Chiba project would have power capacity of up to 400 MW. The campus is a development plan; commissioned computing capacity and customer outcomes are still ahead.
Source published 2026-10-01 · EmergingMaryland ordered project ratings and monthly public power-and-water disclosure for certain data-center proposals of at least 25 megawatts that seek discretionary state engagement.
Source published 2026-09-23 · EmergingDuke Energy says an AWS agentic workflow reduced data preparation for interconnection studies from two weeks of manual work to hours by coordinating existing models and scripts.
Source published 2026-09-17 · DeployedPennsylvania’s May 2026 GRID standards make investment, workforce, energy, water and community commitments conditions of Commonwealth support; the thresholds are commitments, not jobs or savings already delivered.
Source published 2026-05-27 · EmergingGoogle 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%.
Source published 2026-05-07 · DemonstratedA December 2025 FERC order directed PJM to create service paths for large co-located loads, require payment for grid services, and assign specified reliability-upgrade costs before existing generation can redirect capacity.
Source published 2025-12-18 · EmergingNVIDIA’s DSX announcement describes integrating Emerald AI’s power-flexibility reference design with a digital twin for AI infrastructure.
Source published 2025-10-28 · EmergingGoogle 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.
Source published 2025-10-16 · EmergingMäntsälä’s utility has circulated recovered server heat into the town-centre district-heating network since 2015. Nivos said in 2025 that it supplied about one-third of the network’s heat.
Source published 2025-08-27 · DeployedAn AEP Ohio tariff effective July 23, 2025 requires a load study for new or expanding data-center requests of at least 25 megawatts and creates minimum-demand, collateral and cancellation obligations.
Source published 2025-07-09 · DeployedGoogle 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.
Source published 2025-05-14 · DeployedResearchers used reinforcement learning to control magnetic confinement in a research tokamak.
Source published 2022-02-16 · DemonstratedDOE reports that NREL’s thermosyphon hybrid system avoided 2.10 million gallons over two years and cut data-center water use in half by using dry heat rejection when weather allowed while retaining a cooling tower for peak conditions.
Source published 2019-05-01 · DeployedPennsylvania’s February 2026 report estimates rising forgone revenue from its computer data-center equipment exemption; the figures are projections, not a net-benefit calculation.
Source published date unknown · EmergingShort source reports on announced work, early results and emerging uses.
The project targets the computational burden of comparing many grid scenarios. Its speed and reliability targets are project aims, not demonstrated outcomes.
DOE’s Office of Electricity Announces $11.5M Genesis Mission Project · published 2026-09-01Captured 2026-09-06 · a lead, not a verified achievement.Faster triage could give operators more time to investigate and respond to grid cyber incidents.
CESER and Sandia National Lab are Using AI to Safeguard the Electric Grid · published 2026-09-03Captured 2026-09-07 · a lead, not a verified achievement.Move a flexible workload in time and inspect demand, deferred work and the rebound. A transparent illustrative model.
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