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Feedback neurons based on perovskite memristor with nickel single-atom engineered reduced graphene oxide cathode

Scientists have long looked to the human brain as the ultimate blueprint for computing, seeking to build “neuromorphic” systems that process information with the same efficiency and flexibility as our own neurons. However, replicating the brain’s complex ability to both excite and inhibit signals—essentially “talking” and “listening” simultaneously—has proven difficult with standard hardware.

The problem? Perovskites are often too chaotic. Tiny charged particles called ions tend to zip around inside the material too quickly, making the device’s behavior hard to control. Additionally, the “bottlenecks” (barriers) where the electricity enters the device often cause lopsided performance, preventing the smooth, bidirectional communication required for advanced brain-like tasks.


Li et al. report feedback neurons based on perovskite memristors with a nickel single-atom modified reduced graphene oxide cathode. The device successfully implements an unsupervised learning network with over 50% clustering accuracy and cooperative learning for solving NP-hard combinatorial optimisation problem.

A new form of aluminum unlocks sustainable and cheaper catalysts

A research team at King’s College London has isolated a new form of aluminum—a highly abundant metal, that could provide a far cheaper and more sustainable alternative to commonly used rare earth metals. Dr. Clare Bakewell, Senior Lecturer in the Department of Chemistry, and her lab developed highly reactive aluminum molecules able to break apart tough chemical bonds. Published in Nature Communications, their work has also unlocked molecular structures that have never been observed before, which creates the potential for new kinds of reactive behavior.

The team reported the first example of a cyclotrialumane, a compound comprising three aluminum atoms arranged in a trimeric—triangular—structure. The trimeric molecule carries unprecedented reactivity as the structure is retained when dissolved into different solutions, making it robust enough for use in a range of chemical reactions. These include splitting dihydrogen and the stepwise insertion and chain growth of the 2-carbon hydrocarbon, ethene.

Metals are vital for making a whole range of commodity and fine chemicals produced in industry. However, many processes, especially catalytic ones, use expensive precious materials like platinum, which are environmentally damaging to extract.

Auroras on Ganymede and Earth share striking similarities

New observations of Ganymede reveal a striking similarity between the auroras on the largest moon in the solar system and those on Earth. The international team of astrophysicists, led by researchers from the University of Liège, has produced new results indicating that, despite different conditions, the fundamental physical processes that generate auroras are common to different celestial bodies, and not just planets.

A team of astrophysicists from the Laboratory of Atmospheric and Planetary Physics (LPAP) has observed for the first time the fine details of the auroras on Ganymede, the only moon in the solar system to have its own intrinsic magnetic field, similar to that of Earth. The observation of auroras is a cornerstone of space weather analysis, as it provides a comprehensive view of the characteristics and effects of space particle precipitation into atmospheres.

For centuries, humanity has witnessed a diffuse and changing glow that occasionally illuminates the night sky with red, green, purple and blue lights—known as the “aurora.” Auroras are typically observed at polar latitudes, although we have just passed the peak of the 11-year solar cycle, which is producing many instances of intense auroras at mid-latitudes.

Connecting two opposite realities: How one heavy particle can reshape an entire Quantum world

Physicists have earlier debated about exotic electrons or atoms interacting with large numbers of surrounding particles. In terms of the Quasiparticle Model, a single particle travels through a sea of fermions, which include electrons, protons, or neutrons, and interacts persistently with its neighbours, according to a report in the SciTech daily.

When the particles travel, they attract neighbouring particles surrounded with it, forming an entity identified as a Fermi polaron. In fact, it reflects the coordinated motion of the impurity and the particles near it. A doctoral candidate at Heidelberg University’s Institute for Theoretical Physics, Eugen Dizer, explained that this idea has become vital for strongly interacting systems that range from ultracold atomic gases to solid materials and even nuclear matter.

First 3D map of Uranus’s upper atmosphere created

“This is the first time we’ve been able to see Uranus’s upper atmosphere in three dimensions,” said Paola Tiranti.


What does the atmosphere of Uranus look like? This is what a recent study published in Geophysical Research Letters hopes to address as a team of researchers from the United States and United Kingdom investigated new data about the upper atmosphere of Uranus. This study has the potential to help scientists better understand the atmosphere of Uranus and establish new methods for exploring gas giant atmospheres.

For the study, the researchers analyzed data obtained from NASA’s James Webb Space Telescope (JWST) in January 2025 with its powerful infrared instruments. The motivation for the study was due to the lack of understanding of Uranus’s upper atmosphere, whose temperature and composition have remained elusive. The researchers focused on a region of the upper atmosphere known as the ionosphere, which is the region that interacts with the space environment and produces the auroras.

In the end, the researchers not only created the first 3D map of Uranus’s upper atmosphere, but found that atmospheric temperatures peak between 3,000 to 4,000 kilometers (1,864 to 2,485 miles) above the planet while the density of charged particles, where space radiation interacts with the atmosphere, peak at approximately 1,000 kilometers (621 miles) above the planet. Additionally, the researchers were surprised to discover that the charged particle density was weaker than longstanding models had predicted.

Scientists Simulated The Big Bang’s Aftermath, And Found The Universe Was Like Soup

Immediately after the Big Bang boomed, the Universe was a trillion-degree ‘soup’ of unimaginably dense plasma. In a breakthrough experiment, researchers have found the first evidence that this exotic primordial goo did actually slosh and swirl like soup.

In slightly more scientific terms, this gooey soup is called quark-gluon plasma, or QGP. It was the first and hottest liquid ever to exist. Predictions suggest it blazed a billion times hotter than the surface of the Sun for a few millionths of a second before it expanded, cooled, and coalesced into atoms.

As detailed in a recent study, a team of physicists from MIT and CERN recreated heavy-ion collisions like those that created the QGP to explore its properties. For example, when a quark flows through the plasma, does it recoil and splash like a cohesive liquid, or does it scatter randomly like a collection of particles?

Quantum reservoir computing peaks at the edge of many-body chaos, study suggests

Reservoir computing is a promising machine learning-based approach for the analysis of data that changes over time, such as weather patterns, recorded speech or stock market trends. Classical reservoir computing techniques are known to perform best at the “edge of chaos,” or in simpler terms, at a “sweet spot” in which the behavior of systems is neither entirely predictable (i.e., order) nor completely unpredictable (i.e., chaos).

In recent years, some physicists and quantum engineers have been exploring the possibility of realizing a quantum equivalent of classical reservoir computing, known as quantum reservoir computing (QRC). These approaches enable the processing of temporal data and the prediction of events unfolding over time, leveraging high-dimensional quantum states.

Researchers at the University of Tokyo carried out a study investigating how QRC would behave when applied to complex quantum many-body systems, which consist of several interacting quantum particles. Their paper, published in Physical Review Letters, introduces a physics-based framework that could inform the future development of QRC systems.

‘All-in-one,’ single-atom could power both sides of water splitting

Green hydrogen production technology, which utilizes renewable energy to produce eco-friendly hydrogen without carbon emissions, is gaining attention as a core technology for addressing global warming. Green hydrogen is produced through electrolysis, a process that separates hydrogen and oxygen by applying electrical energy to water, requiring low-cost, high-efficiency, high-performance catalysts.

A research team led by Dr. Na Jongbeom and Dr. Kim Jong Min from Korea Institute of Science and Technology’s Center for Extreme Materials Research has developed next-generation water electrolysis catalyst technology. This technology integrates a single-atom “All-in-one” catalyst precisely controlled down to the atomic level with binder-free electrode technology. The study is published in the journal Advanced Energy Materials.

A key feature of this technology is its ability to stably perform both hydrogen evolution and oxygen evolution reactions simultaneously on a single electrode.

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