The 2026 Watch List

Text-to-image diffusion models

The models behind AI image generators such as Stable Diffusion.

Human-centered manufacturing (Industry 5.0)

Manufacturing research that designs automation around the people working beside it.

Underground hydrogen storage

Storing hydrogen at grid scale in salt caverns and depleted gas fields.

Piezocatalysis for pollutant breakdown

Materials that build up charge under vibration or ultrasound and use it to break down pollutants.

Physics-informed neural networks

Neural networks trained to obey the equations of physics, used to simulate fluid flow and other physical systems.

Color-changing freshness films

Food packaging that changes color as the food spoils, using plant pigments called anthocyanins.

Green ammonia production

Making ammonia from renewable hydrogen, for fertilizer and as a fuel that stores energy.

Hydrogen-bonded organic frameworks

Porous crystals held together by hydrogen bonds, built for gas separation and catalysis.

Mendelian randomization

Using inherited genetic variants as natural experiments to test whether an exposure causes a disease.

Plant disease detection from leaf images

Deep learning that spots crop disease in photographs of leaves.

Machine-learning autism screening

Models that screen for autism from eye tracking or brain scans.

Microneedle drug delivery

Patches of tiny needles that deliver drugs through the skin or sample the fluid beneath it.

cGAS-STING signaling

The pathway cells use to sense stray DNA and raise an immune alarm, now a drug target in cancer and inflammatory disease.

Oxidative balance scores

Composite diet and lifestyle antioxidant scores tested against disease risk in large population surveys.

AI reading of dental X-rays

Deep learning that finds decay and bone loss in dental radiographs.

Digital health literacy

Whether patients and clinicians can find, judge and use digital health tools.

Umami peptides from food

The small protein fragments that give foods their savory taste, and how to find and make them.