A Hidden Angle Reveals Fresh Cosmology from GRBs

Meet the structured-jet idea behind gamma-ray bursts Gamma-ray bursts (GRBs) are the universe’s most dramatic beacons after the Big Bang’s light. For decades, scientists treated them as if their explosive jets were simple candles: a sharp, focused beam, and what you see depends mainly on whether you’re looking straight down the middle. The new work…

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AI’s New Job: Predicting and Preventing Microservice Meltdowns

Microservices: the trendy, modular approach to building software that’s reshaped how companies like Alibaba operate. Think of them as Lego bricks for apps — small, independent, and easily swapped out. But this seemingly simple approach has a significant hidden cost: interference. When thousands, even millions, of these microservices share the same computing resources, things can…

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The Hidden Cipher Slipping Past AI Safety Nets

Intro Large language models have become the modern wild west of text: powerful, versatile, and increasingly hard to pin down. As their capabilities scale, so do the tricks people devise to coax them into saying or doing things their designers don’t intend. Among the cleverest strategies are obfuscation-based jailbreaks, where a malicious request is hidden…

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Two-Parameter Quantum Worlds Unfold at Roots of Unity

The abstract playground where math and physics meet has a habit of unfolding in unexpected directions. Quantum groups, once whispers in a physics lab, have grown into a rich landscape of noncommutative symmetry that helps us model everything from particle interactions to knot invariants. In recent years, mathematicians have been exploring two-parameter families of these…

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Who Holds the Keys to Accessible Prototyping Futures

Design happens at the intersection of imagination and interface. The moment of prototyping is where an idea begins to take shape as something others can test, critique, and adopt. But the tools designers rely on—digital canvases, low-fidelity mockups, whiteboards, or paper sketches—carry invisible assumptions about who is allowed to speak up, what senses can be…

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