The evidence so far
DISCOVERYThe newly announced coordinating group brings four agency leaders together. Its practical responsibilities, public input and reported first report will matter more than its name.
Source published 2026-10-04 · EmergingDISCOVERYAmazon 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 · EmergingDISCOVERYClaude Frontier Academy links engineering instruction to a workplace project. Its usefulness will depend on what participants can safely deliver afterward.
Source published 2026-10-02 · EmergingDISCOVERYJERA, 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 · EmergingDISCOVERYThe Alliance for America’s Skilled Trades announced 14 new members and a national workforce report on September 30. Bright’s October 2 analysis asks what would make that momentum useful to a worker: a named local employer, affordable training and evidence that participants reach lasting work.
Source published 2026-09-30 · EmergingDISCOVERYMaryland 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 · EmergingDISCOVERYDoctors in India, Thailand and Australia describe what it actually took to run the same diabetic-eye-screening AI across more than a million patients — the practical lessons, not just the accuracy.
Source published 2026-09-23 · DeployedDISCOVERYDuke 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 · DeployedDISCOVERYGoogle's AI & Economy ATLAS draws on 2,600 specialized models and a survey of more than 600 US and UK scientists, who reported almost seven hours per week saved while verification and experiments remained bottlenecks.
Source published 2026-09-15 · DemonstratedDISCOVERYA 249-physician study in Kenya, Indonesia, and the Netherlands tested GPT-4o assistance on clinical vignettes and reported higher guideline-based scores in each setting.
Source published 2026-09-09 · DemonstratedDISCOVERYGoogle describes Flood Hub coverage in 150 countries for more than two billion people and Groundsource's use of public disaster reports to extend urban flash-flood forecasting.
Source published 2026-08-18 · DeployedDISCOVERYA 368-person diabetes study compared AI and human coaching: participants began sooner in the AI arm, while human coaching was liked more and 46.5% of the AI arm said they would have preferred a person.
Source published 2026-08-03 · DemonstratedDISCOVERYEast Brandywine Township’s July 2026 ordinance requires qualified preconstruction modeling and an as-built study within 180 days, including peak cooling, generators under load, low-frequency sound, calibration records, corrective action and retesting.
Source published 2026-07-16 · EmergingDISCOVERYQuincy owns and operates a reuse utility financed by Microsoft. EPA estimates that recirculating cooling-water blowdown avoids 138 million gallons a year of potable-groundwater demand; the loop still needs canal and groundwater make-up water.
Source published 2026-07-06 · DeployedDISCOVERYSaint Martin’s University reports that 19 of 20 Spring 2026 data-center technician graduates received Oracle offers after a 12-week program; reported average starting pay was about $80,000 plus relocation.
Source published 2026-05-29 · DemonstratedDISCOVERYPennsylvania’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 · EmergingDISCOVERYResearchers modeled medicine allocation in Sierra Leone and tested the approach in five of 16 districts, estimating a 19% increase in consumption from the available supply and describing a path to national allocation for roughly two million women and children under five.
Source published 2026-04-29 · DemonstratedDISCOVERYReti-Pioneer was evaluated silently with 1,017 participants and in a 606-participant pilot; the paper reports report generation in 30.6 seconds compared with roughly eight hours in the existing workflow.
Source published 2026-04-28 · EmergingDISCOVERYA 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 · EmergingDISCOVERYWeather forecasting has spent fifty years as one of the largest users of supercomputing. AI models trained on the archive now produce comparable global forecasts in minutes, and the weights are published. The measurements they depend on are the part that has not become cheap.
Source published 2025-12-17 · DeployedDISCOVERYA breast cancer found by imaging is typically about 12 mm across. One found by a hand — a woman's own, or a clinician's — is typically about 21 mm. In India, where almost no one is screened, four out of five recorded tumours are already 3 cm or larger when they are found.
Source published 2025-12-11 · EmergingDISCOVERYIndia's Agriculture Ministry reported that a Kharif 2025 pilot sent local monsoon-onset forecasts by SMS to 38,845,214 farmers in 13 states, using a blend that included NeuralGCM, ECMWF AIFS, and 125 years of India Meteorological Department rainfall data.
Source published 2025-12-02 · DeployedDISCOVERYResearchers trained a deep-learning detector on microscopic bacterial microcolonies and visually similar chicken, spinach, and cheese debris, aiming to make food-safety screening faster and more reliable in messy samples.
Source published 2025-11-21 · ExperimentalDISCOVERYThe National Archives announced that its new The American Story museum exhibition would use AI-driven portals to tailor historical-record exploration to visitors' stated interests, with a route to revisit content online.
Source published 2025-11-18 · DeployedDISCOVERYNVIDIA’s DSX announcement describes integrating Emerald AI’s power-flexibility reference design with a digital twin for AI infrastructure.
Source published 2025-10-28 · EmergingDISCOVERYMäntsälä’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 · DeployedDISCOVERYNOAA EPIC reports that one named Unified Forecast System regression test ran about 30–40% faster on Ursa than on Hera under the Intel compiler—a development result, not evidence of a more accurate forecast.
Source published 2025-08-22 · DemonstratedDISCOVERYAn 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 · DeployedDISCOVERYNew Albany’s 2024 financial report describes about 200 existing Meta campus employees and 1,200 construction workers on the expansion site, while labeling 300 employees and 1,800 construction workers as future estimates.
Source published 2025-06-27 · DeployedDISCOVERYVIPTour used the FocusFormer model and portable consumer devices to prioritize visual information for blind and low-vision visitors exploring unfamiliar environments, supporting exploration, recollection, and sharing.
Source published 2025-06-04 · EmergingDISCOVERYA World Bank randomized trial studied a six-week, teacher-supported after-school English program in Edo State, Nigeria, where first-year senior secondary students used Microsoft Copilot powered by GPT-4.
Source published 2025-05-19 · DemonstratedDISCOVERYGoogle announced a rollout that let Android TalkBack users ask Gemini follow-up questions about images and about the whole screen, extending beyond one-shot image descriptions.
Source published 2025-05-15 · DeployedDISCOVERYGoogle 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 · DeployedDISCOVERYNVIDIA reports that Pano uses human-in-the-loop AI detection and alerts for wildfire monitoring.
Source published 2025-05-08 · DeployedDISCOVERYAi2’s EarthRanger brings wildlife observations and field reports together for conservation teams.
Source published 2025-03-03 · EmergingDISCOVERYResearchers demonstrated useful river-flood forecasts in watersheds with no local streamflow gauges.
Source published 2024-03-20 · DemonstratedDISCOVERYGoogle’s 2022 profile says KP Philpot moved from contractor site-safety work on a data-center build into an environmental health and safety role at Alphabet’s Douglas County campus.
Source published 2022-10-19 · DeployedDISCOVERYResearchers demonstrated deep-learning diagnosis and referral recommendations from retinal scans.
Source published 2018-08-13 · DemonstratedDISCOVERYNVIDIA's Deep Learning Institute offers self-paced courses, workshops and certification in AI and accelerated computing.
Source published date unknown · DeployedDISCOVERYNVIDIA Inception is a program through which startups can access technical resources and support.
Source published date unknown · DeployedDISCOVERYLoudoun County reports $1.2 billion in data-center property-tax revenue for FY 2026 and projects $1.3 billion—40% of the county budget—for FY 2027, while maintaining a reserve for volatility.
Source published date unknown · DeployedDISCOVERYGoogle publishes a technician day-in-the-life video and a careers guide spanning hardware, electrical, cooling, network, logistics, and site operations. The material is useful for role orientation, not a verified worker outcome.
Source published date unknown · DeployedDISCOVERYOhio’s Legislative Service Commission reports that the Ohio Supercomputer Center served 9,725 clients from 2,345 organizations in FY 2024, including 65 academic institutions, and supported 209 courses teaching more than 6,750 students.
Source published date unknown · DeployedDISCOVERYA Northwestern-led team used Pittsburgh Supercomputing Center’s Bridges-2 system to compare 211 childhood sudden-death genomes with 211 matched controls and reported associations for future study.
Source published date unknown · DemonstratedDISCOVERYPennsylvania’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 · Emerging