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Work & learning

Skills, opportunity, public capability. 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 · 2025-12-17

A world-class forecast now fits on one machine.

Weather 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 / NVIDIA
DISCOVERY · 2025-12-11

Twelve millimetres, or three centimetres.

A 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.

Emerging · MedCognetics / Health Within Reach / U.S. Food and Drug Administration / ICMR–NCDIR
DISCOVERY · 2025-12-02

More time to decide when to plant.

India'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 Research
DISCOVERY · 2025-11-21

Finding bacteria among the crumbs.

Researchers 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, Davis
DISCOVERY · 2025-11-18

A public archive that starts with your question.

The 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.

Deployed · National Archives and Records Administration / National Archives Foundation
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 · 2025-06-25

When the answer arrives too soon.

A preregistered randomized trial in a Turkish high school compared a standard GPT-4 chat interface, a teacher-informed GPT tutor with guardrails, and no generative-AI resource during mathematics study sessions.

Demonstrated · University of Pennsylvania / Budapest British International School
DISCOVERY · 2025-06-04

A walk that chooses what to describe.

VIPTour 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.

Emerging · Beijing Outstanding Young Scientist Program / Xiaomi Foundation
DISCOVERY · 2025-05-19

A teacher and an AI tutor after school.

A 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.

Demonstrated · World Bank / Edo State Secondary Education Board / SmartEdge
DISCOVERY · 2025-05-15

A screen reader that can take a follow-up question.

Google 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.

Deployed · Google / Project Euphonia / University College London Centre for Digital Language Inclusion
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
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