Biohybrid leaf mimics photosynthesis to turn COâ‚‚ and sunlight into useful chemicals

Solar-powered method lights the way to a 'de-fossilized' chemical industry
Semi-artificial organic photocathode (Front view). Credit: Celine Yeung

Researchers have demonstrated a new and sustainable way to make the chemicals that are the basis of thousands of products—from plastics to cosmetics—we use every day.

Hundreds of thousands of chemicals are manufactured by the chemical industry, which transforms raw materials—usually fossil fuels—into useful end products. Due to its size and its use of fossil fuel feedstocks, the chemical industry is responsible for roughly 6% of global carbon emissions.

But researchers led by the University of Cambridge are developing new methods that could one day lead to the “de-fossilization” of this important sector.

They have developed a hybrid device that combines light-harvesting organic polymers with bacter...

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Unified model explains extreme jet streams on all giant planets

New model explains extreme jet streams on all giant planets
The gas giants Jupiter and Saturn exhibit eastward-flowing equatorial jet streams, while the ice giants Uranus and Neptune have westward-flowing ones. This work demonstrates that, under similar conditions, a jet stream can form in either direction, suggesting a common underlying mechanism may govern the atmospheric dynamics of all four planets. The two simulation snapshots illustrate these possible outcomes. Credit: Keren Duer-Milner

One of the most notable properties of the giant planets in our solar system—Jupiter, Saturn, Uranus and Neptune—are the extreme winds observed around their equators. While some of these planets have eastward equatorial winds, others have a westward jet stream...

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Size doesn’t matter: Just a small number of malicious files can corrupt LLMs of any size

Size doesn't matter: just a small number of malicious files can corrupt LLMs of any size
Overview of our experiments, including examples of clean and poisoned samples, as well as benign and malicious behavior at inference time. (a)DoS pretraining backdoor experiments. Credit: arXiv (2025). DOI: 10.48550/arxiv.2510.07192

Large language models (LLMs), which power sophisticated AI chatbots, are more vulnerable than previously thought. According to research by Anthropic, the UK AI Security Institute and the Alan Turing Institute, it only takes 250 malicious documents to compromise even the largest models.

The vast majority of data used to train LLMs is scraped from the public internet. While this helps them to build knowledge and generate natural responses, it also puts them at risk from data poisoning attacks...

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Event Horizon Telescope images reveal new dark matter detection method

Event Horizon Telescope images reveal new dark matter detection method
Simulated images of the supermassive black hole M87*. Left panel shows radiation from astrophysical plasma and right panel illustrates potential emission from dark matter annihilation. Credit: Yifan Chen.

According to a new Physical Review Letters study, black holes could help solve the dark matter mystery. The shadowy regions in black hole images captured by the Event Horizon Telescope can act as ultra-sensitive detectors for the invisible material that makes up most of the universe’s matter.

Dark matter makes up roughly 85% of the universe’s matter, but scientists still don’t know what it actually is. While researchers have proposed countless ways to detect it, this study introduces black hole imaging as a fresh detection method—one that comes with some distinct benefits.

The...

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