DNA-based neural network learns from examples to solve problems

A blue droplet containing a maze of images and a green strand representing DNA
An abstract representation of DNA computation and learning in a droplet.Credit: Olivier Wyart & Ailadi Cortelletti

Neural networks are computing systems designed to mimic both the structure and function of the human brain. Caltech researchers have been developing a neural network made out of strands of DNA instead of electronic parts that carries out computation through chemical reactions rather than digital signals.

An important property of any neural network is the ability to learn by taking in information and retaining it for future decisions. Now, researchers in the laboratory of Lulu Qian, professor of bioengineering, have created a DNA-based neural network that can learn. The work represents a first step toward demonstrating more complex learning behaviors in chemical systems.

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Solar flares may be 6.5 times hotter than previously thought

New research from the University of St Andrews has proposed that particles in solar flares are 6.5 times hotter than previously thought. The research provides an unexpected solution to a 50-year-old mystery about our nearest star.

Solar flares are sudden and huge releases of energy in the sun’s outer atmosphere that heat parts of it to greater than 10 million degrees. These dramatic events greatly increase the solar X-rays and radiation reaching Earth and are hazardous to spacecraft and astronauts, as well as affecting our planet’s upper atmosphere.

The research, published in The Astrophysical Journal Letters, looks at evidence of how flares heat solar plasma to greater than 10 million degrees. This solar plasma is made up of ions and electrons...

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Scientists unveil a rubber band that generates electricity from body heat

Chinese scientists unveil a rubber band that generates electricity from body heat
Fabrication and measurement of the intrinsically elastic TEGs. Credit: Nature (2025). DOI: 10.1038/s41586-025-09387-z

A team led by scientists from Peking University has developed a rubber-like material that converts body heat into electricity. This advance could allow the next generation of wearable electronics to generate their own power continuously without the need for bulky batteries or constant recharging.

“Our thermoelectric elastomers combine skin-like elasticity with high energy conversion efficiency, paving the way for next-generation self-powered wearables,” the team said.

The science of thermoelectricity
The new material works on the principle of thermoelectricity, a process where temperature differences create an electrical current...

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NASA finds Titan’s alien lakes may be creating primitive cells

A stitched image of a mountainous formation on Titan
Huygens captured this aerial view of Titan from an altitude of 33,000 feet.
ESA/NASA/JPL/University of Arizona

Saturn’s moon Titan may be more alive with possibilities than we thought. New NASA research suggests that in Titan’s freezing methane and ethane lakes, simple molecules could naturally arrange themselves into vesicles—tiny bubble-like structures that mimic the first steps toward life. These compartments, born from splashing droplets and complex chemistry in Titan’s atmosphere, could act like primitive cell walls.

NASA research has shown that cell-like compartments called vesicles could form naturally in the lakes of Saturn’s moon Titan.

Titan is the only world apart from Earth that is known to have liquid on its surface...

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