Weather, water, farms, conservation. A place to discover developments quickly, then stay with the questions that matter to you.
Newest source publications first. These are source dates, not live activity.
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.
Emerging · Amazon / Amazon Web ServicesECMWF released JJA 2026 forecast files and regional scores for an open framework comparing AI and hybrid subseasonal weather systems.
Deployed · European Centre for Medium-Range Weather ForecastsGoogle DeepMind announced WeatherNext 3 with hourly refreshes, higher-resolution precipitation and clean-energy variables, and integration into Google products.
Deployed · Google DeepMindGoogle 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.
Deployed · Google ResearchNASA reports that a COFFIES machine-learning model can predict the appearance of solar active regions, including far-side emergence, up to 12 hours before they appear.
Experimental · NASA / COFFIESQuincy 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.
Deployed · City of Quincy, Washington / Microsoft / U.S. Environmental Protection AgencyİmeceMobil analyzes satellite imagery for crop and water conditions and sends local weather and pest alerts; one grower reported reducing a three-to-four-hour task to about 45 minutes.
Deployed · İmeceMobil / MicrosoftWeather 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.
Deployed · NOAA / ECMWF / World Meteorological Organization / NVIDIAIndia'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.
Deployed · India Ministry of Agriculture and Farmers Welfare / University of Chicago Development Innovation Lab / India Meteorological Department / ECMWF / Google ResearchResearchers 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.
Experimental · Korea University / Florida State University / Oregon State University / University of California, DavisNOAA 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.
Demonstrated · NOAA Environmental Modeling Center / NOAA EPICA machine drives a vegetable field, photographs every plant, decides which are weeds, and burns them with short laser pulses. In 2024 field trials in New Jersey and New York, it controlled weeds as well as or better than the standard herbicide programme.
Deployed · Cornell AgriTech / Rutgers University / Western Growers / Carbon Robotics