Supercomputers’ Secret Lives: Visualizing the Data That Runs Them

The Challenge of Visualizing Supercomputer Data Imagine a bustling city, its streets teeming with vehicles representing computing jobs, each vying for access to limited resources. That’s the complex landscape of supercomputer queue data – a rich source of information but also a tangled web of variables and processes. Scientists, machine learning researchers, and system maintainers…

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A Family Tree for Labels Awakens Medical AI

In the glow of the operating room, a hyperspectral camera peers at tissue in wavelengths our eyes cannot see. It paints a spectral map that can separate tumor from healthy brain, or distinguish a blood vessel from surrounding tissue with a precision that feels almost cinematic. But turning that map into a reliable guide requires…

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A New Window into Toric Geometry’s Derived World

The study of toric varieties has long inhabited the crosscurrents of geometry, combinatorics, and algebra. In this story, symmetry serves as a guide through the labyrinth of derived categories—the library of all coherent sheaves that encode geometric information. Xiaodong Yi’s new work builds on Bondal’s conjecture and adds a flexible twist: a generalized Thomsen collection…

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When GPUs Go Rogue on the Road

Invisible Engines Powering Smarter Roads In the race to build smarter, safer transportation systems, GPUs—graphics processing units—have become the unsung heroes. These chips, originally designed to render video game graphics, now crunch massive streams of data from roadside cameras, sensors, and autonomous vehicles. They enable real-time object detection, traffic monitoring, and even pedestrian safety alerts….

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Tailor-made error shields could fix quantum memory at scale

Quantum computers promise to solve problems classical machines can’t crack, but their memory layer—the quantum random access memory, QRAM—has been the stubborn bottleneck. QRAMs are meant to let a quantum processor fetch data from a database in a superposition, enabling powerful operations like searching an unordered database or assembling a desired quantum state directly from…

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