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Visual illusion reveals what today’s AI vision is missing

vision
Credit: Orhan Pergel from Pexels

Our eyes do not always tell us exactly where things are—and that may be a feature of how biological vision works, rather than simply a flaw. A new study by York University researchers uses a common illusion to ask: If artificial intelligence is meant to see more like us, should it make some of the same systematic perceptual “mistakes”?

For example, after staring at something moving steadily in one direction, a stationary object viewed immediately afterward can appear slightly displaced in the opposite direction. This well-known visual illusion, called a motion aftereffect, gives scientists an unusual window into the computations underlying perception: The image itself has not moved, but our experience of where it is has changed.

The study, title...

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Webb provides crash course on planet-shattering collisions

Artist’s concept of a star and its debris disk against the black background of space. The star is in the background, right of center, and depicted as a small, luminous sphere. The debris disk is a large blue ring that encircles the star. The debris disk is angled toward the viewer, so that the portion nearest to the viewer extends beyond the bottom frame of the illustration. Many dark, rocky fragments are scattered throughout the debris disk. In the foreground, toward the left, is a small planetary embryo colliding into the left side of a larger spherical object. The impact site glows bright yellow and orange and has a mottled appearance, as though chunks of both colliding bodies are breaking up and being destroyed. Orange-yellow streams of vapor extend outward from the collision area. Behind the debris disk and its star are many small stars in the background. A label in the bottom right corner reads “Artist’s Concept.”
The types of collisions within young stellar systems known as extreme debris disks are relevant to scientists’ understanding of our own solar system, which is thought to have undergone similar impact events that created our Moon and shaped Earth’s initial state.
Artwork: NASA, ESA, CSA, Joseph Olmsted (STScI)

In the early history of our solar system, scientists theorize that a Mars-sized object called Theia smashed into the infant Earth, vaporizing massive amounts of rock and blasting it into space. Some of that material coalesced into the moon, where NASA’s Artemis program is returning humans, preparing for Mars and shaping the future of space exploration.

That long-ago, violent collision reshaped our home planet...

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James Webb reveals why planet formation is a race against time

A representation of a young star surrounded by a protoplanetary disk of gas and dust. The winds from the center represent gas being energetically expelled from a young planetary system. Credit: ESA/NASA, the AVO project and Paolo Padovani

JWST reveals that newborn planets are racing against powerful winds and radiation before their supply of planet-building gas disappears. JWST has revealed that young planetary systems lose their planet-building gas through a changing mix of powerful jets, molecular winds, and radiation-driven outflows. As the disks age and their gas disappears, giant planets face a shrinking window to build massive atmospheres.

Planets take shape inside disks of gas and dust surrounding young stars, but the supply of gas they depend on is temporary...

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New form of flexible boron is 10 million times more electrically conductive

Scientists unlock a new form of flexible boron that conducts electricity millions of times faster
A new form of elemental boron called Imma-B60 formed by degassing sodium from a sodium–boron crystal. Credit: Nature Chemistry (2026). DOI: 10.1038/s41557-026-02267-7

The atoms of the 5th element of the periodic table often find themselves in the company of each other, forming allotropes with a rich variety of structural motifs, each carrying a unique set of chemical and physical properties. Despite the long catalog, most boron allotropes do not simultaneously possess high electrical conductivity and plasticity, but a recent study has expanded the portfolio.

Scientists have now designed a new allotrope called Imma-B60 by washing out the sodium from the sodium boride compound Na4B60. Their findings are published in Nature Chemistry.

Unlike the dense, tightly packed atomic arrang...

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