Metal clumps in quantum state: Vienna research team breaks records
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Updates every hour. Last Updated: 6-May-2026 05:15 ET (6-May-2026 09:15 GMT/UTC)
Generative AI models can propose molecular structures guided by target properties, compressing what once took years of trial-and-error into hours of computation. A team of researchers has now developed a new method that advances this capability even further. The method, PropMolFlow (Property-guided Molecular Flow), can generate molecular candidates roughly 10 times faster than existing methods—and without compromising the accuracy or chemical validity of the results.
Due to their error-prone hardware, quantum computers have not yet found practical use. One promising solution is quantum error correction: special methods are used to find and correct errors in the calculations of quantum computers in order to achieve reliable results. In the snaQCs2025 project, neQxt GmbH, Fraunhofer IAF and Point 8 GmbH are working on the coordinated development of quantum error correction methods and quantum algorithms. The project aims at significantly advancing the practical applicability of quantum computers. The project kick-off took place in Cologne on January 14, 2026. The BMFTR is funding snaQCs with €2.5 million over three years.
Flue gas is exhausted from home furnaces, fireplaces and even industrial plants, and it carries polluting carbon dioxide (CO2) into the atmosphere. To help mitigate these emissions, researchers reporting in ACS Energy Letters have designed a specialized electrode that captures airborne CO2 and directly converts it into a useful chemical material called formic acid. The system performed better than existing electrodes in tests with simulated flue gas and at ambient CO2 concentrations.
Hexagonal tungsten oxide nanorods are highly promising for sodium-based near-infrared electrochromic windows. However, conventional dopants limit the performance of these devices. In a new study, researchers have leveraged thermally removable dopants to unlock the electrochromic capacity of sodium-based smart windows, paving the way for enhanced thermal regulation and efficient energy consumption in buildings and automobiles.