#11Chemistry & Material SciencePeer reviewed27 October 2026
Why AI for materials discovery might be acing tests for the wrong reasons
Machine learning tools can match top scores by spotting who published a paper rather than grasping chemistry.
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#12Chemistry & Material SciencePeer reviewed26 October 2026
Why pairing up polymer photocatalysts helps turn sunlight into clean fuel
Joining two solar-active plastics helps rip trapped electrical charges apart to make clean fuel, but laboratory claims still need closer inspection.
#13Chemistry & Material SciencePeer reviewed26 October 2026
Why solid state batteries need thin coats to stop needle-like shorts
A review reveals how thin coatings at internal borders help solid-state lithium batteries block destructive metal spikes during fast charging.
#14Computer Science & AIPeer reviewed23 October 2026
How quick X-ray snapshots catch reactions inside solid-state batteries
Scientists used a rapid X-ray snapshot method to monitor chemical changes in real time on the surface of a garnet solid-state electrolyte.
#15Computer Science & AIPeer reviewed21 October 2026
How clever additives help solid-state batteries run at room temperature
A lab study shows that adding a plasticiser and an ionic liquid to a composite polymer electrolyte helps lithium ions move freely at room temperature. The resulting quasi-solid-state cells maintained good capacity across 100 slow test cycles.
#16Chemistry & Material SciencePeer reviewed7 October 2026
How click chemistry learned to snap molecules together inside living cells
A review reveals how click chemistry evolved from copper-catalysed bench reactions to ultrafast, spring-loaded tools that run safely inside living organisms.
#17Chemistry & Material SciencePreprint7 October 2026
How tree nut shells can become high-powered energy stores
Treating waste shells from Calophyllum inophyllum nuts with common chemicals turns them into porous carbon capable of storing rapid bursts of electrical charge.
#18Chemistry & Material SciencePeer reviewed4 October 2026
How a molecular grip helps perovskite solar cells trap more power
Adding a chemical layer called MGDA beneath solar films anchors moving molecules, creating smoother crystals and boosting efficiency up to 25.50%.
#19Chemistry & Material SciencePeer reviewed4 October 2026
How generative AI materials are breaking the rules of strength and lightness
Researchers paired generative AI with active learning to sculpt nanoscale carbon lattices that are lighter yet up to 23% stiffer and 40% stronger than standard designs.
#20Chemistry & Material SciencePeer reviewed4 October 2026
How tiny built-in fire extinguishers could make fireproof lithium batteries
Scientists have packed tiny, liquid-filled capsules into a solid battery electrolyte that burst open during extreme heat to actively smother flames. This two-part safety shield stops catastrophic battery fires while still letting the cell store and deliver power normally.