When AI Plans, Its Gaps Quietly Reveal Themselves

Artificial intelligence that can reason about actions and change is a hunter for real-world autonomy. From robots gripping objects to delivery fleets plotting routes, the ability to plan is what keeps AI from merely reacting to the present and instead shaping a reliable path toward the future. A team at IBM Research—Harsha Kokel, Michael Katz,…

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A Hidden Code Keeps AI Characters Consistent

When you flip through a sequence of AI-generated images, you expect the same character to show up again and again—the same face, the same hat, the same mood. Yet in practice, even the best image engines drift. A character who appears in one frame as a confident, sunlit portrait can look subtly different in the…

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A Sea of Light Rings Hidden in Spacetime

Space near the most extreme objects in the universe behaves like a carnival mirror: it twists light, stretches time, and turns simple paths into elaborate loops. Around massive, compact bodies, photons can get stuck in orbit, tracing circles that look almost musical in their precision. These light rings, or null circular geodesics, are more than…

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Why Do Spectra Turn Discrete in Small Systems?

The topic sounds abstract, but its heartbeat is surprisingly human: when does a system’s spectrum become a finite, countable chorus, and how densely can those notes crowd the orchestra of possible energies? A recent in‑depth survey by Jakob Reiffenstein of Stockholm University and Harald Woracek of Vienna University of Technology dives straight into that question…

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Your Topology Might Be Hiding a Curvature Shortcut

Foundations: the macroscopic map of curved space If you’ve ever wandered through a geometry textbook, you know curvature isn’t just about bending a sheet of paper. It’s a global property, felt not in a single spot but across the entire space. In higher dimensions, those global features can look completely different when you zoom out…

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What Are Magnetic Stars Quietly Doing to the Cosmos?

Highlights of a Hidden Force Highlights: Magnetic fields thread stars as quietly as gravity threads planets, yet they sculpt their winds, pulsations, and destinies. A small, stubborn fraction of massive stars carry fossil magnetic fields at their surfaces, unlike the sun’s dynamo-generated magnetism. By watching how light splits, polarizes, and shifts as stars spin, scientists…

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