Hidden Black Holes Shape the X-ray Sky’s Glow

The cosmic X-ray background is the faint, diffuse glow that blankets the sky in X-rays, a celestial sunrise stitched together from the hearts of galaxies. Most of that glow comes from active galactic nuclei, the hungry cores of galaxies where matter rushes into supermassive black holes and their violent appetites fuel light across the spectrum….

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Do Singular Matrices Harbor a Hidden Rule?

The world of matrices is a world of rules that stubbornly resist cramming into a single sentence. A team of mathematicians from the University at Buffalo and the University of Zagreb has asked a deceptively simple question about those rules: what happens when you squeeze the spectrum of a matrix and demand that certain structural…

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BaCd2P2 Defies Defects as a GaAslike Solar Absorber

In the grand theater of solar materials, speed is not just about absorbing sunlight but about turning that energy into usable voltage before it leaks away. For decades, gallium arsenide (GaAs) has stood as a high-performance benchmark in photovoltaics, prized for its direct band gap and stellar optoelectronic quality. Yet GaAs isn’t cheap, and its…

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An optical neural network that trains at light speed

Light has always carried information, but only recently have we tried to choreograph it as a learning partner. Traditional AI training relies on electricity and silicon, grinding through colossal amounts of data on power-hungry hardware. It’s a race against heat, latency, and the planet’s tolerance for energy use as machine learning models grow hungrier and…

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When AI Meets Many Domains, Which Path Will It Choose

Deep learning has a knack for mastering one thing at a time: recognize this photo, label that object, predict tomorrow’s weather. But real life isn’t tidy. A model trained on one set of images—say, studio portraits or product photos—fights to perform when the world shifts under its pixels: different lighting, different backgrounds, different camera quirks….

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Stellar light stitched into a map of binaries

Across the night sky, binary stars dance as twins locked in gravitational choreography. For centuries, astronomers measured their periods, eclipses, and light curves, but the twins’ true shapes and separations hid behind a fog of distance and glare. The sharper the view, the more precisely we can weigh them, map their orbits, and learn how…

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