Robots learn new skills from a single video—in just 29 seconds

Framework could teach robots new skills from a single video
Robots acquire manipulation skills in seconds from a single human video. (A) Current methods teach a robot new skills through a cumbersome training-time loop that is costly and slow, and erodes previously mastered skills. HOST instead acquires skills at inference time, each from a single human video, averaging 29 seconds, while retaining its previously mastered skills. (B) Skill acquisition from a single human video confronts a structural mismatch between video demonstration and execution. Temporal asynchrony between the two decouples the prediction target from the video demonstration, while state discrepancies hinder the translation of the observed behavior into action...
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ALMA uncovers sulfur for the first time around a rare class of supergiant star

Astronomers have discovered a chemically rich collection of sulfur-bearing molecules surrounding the rare massive star HD 87643. The observations include the first detection of sulfur monoxide and sulfur dioxide around a B[e] supergiant. The paper was published in The Astrophysical Journal Letters on July 1.

Rare and old
B[e] supergiants, or sgB[e], are rare, evolved massive stars that have moved past their main hydrogen-burning phase. They are notable for distinctive emission lines—hence the “[e]” in their name—including rare “forbidden” lines produced by the surrounding gas and dust, along with an infrared glow far more intense than that of ordinary B-type stars.

As these stars approach the final stages of their lives, they shed enormous amounts of material, building up mes...

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Why memories get fuzzier with age—and what replaces them

memory
Credit: Pixabay/CC0 Public Domain

Research from the University of East Anglia shows how our memories change with age and why specific details associated with past events can fade over time. The new study reveals that as people age, they not only remember fewer details from their past—but also struggle more when switching between different types of memories.

The work is published in the journal Psychology and Aging. It points to a shift in how we remember things as we age—where vivid, moment-specific recollections gradually give way to broader, more generalized knowledge.

Rather than portraying memory decline as a simple loss, the study offers a nuanced picture of aging cognition and sheds light on how memory evolves over a lifetime...

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Interplanetary spacecraft capture a coronal mass ejection component hidden from Earth

Interplanetary spacecraft capture a coronal mass ejection component hidden from Earth
Extreme ultraviolet (EUV) and coronagraph observations of the solar disk and corona highlighting the extended filament that produced the complex CME. Credit: Science Advances (2026). DOI: 10.1126/sciadv.aed9960

During a coronal mass ejection (CME), the sun hurls billions of tons of magnetized plasma into space. These eruptions are among the most powerful events in the solar system, and when they are aimed toward Earth, they can seriously threaten the satellites and power grids we depend on. For now, it remains notoriously difficult to predict how these eruptions evolve over time—and, in turn, whether they might be heading toward us.

Taking observations from an extensive network of spacecraft across the solar system, a team led by Adrienn Luspay-Kuti at Johns Hopkins University h...

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