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HI-JEPA: A World Model of Molecular Organization Learned from Measured Proximity

Proteins act through the company they keep. Which molecules occupy the same nanoscale neighborhood in intact tissue determines what can physically interact, and disease rearranges those neighborhoods before it changes anything a sequence records. That quantity (measured proximity between molecular species in unperturbed tissue) has never been acquired broadly enough to train on. Published…

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Scientists map the microscopic roots of chaos in dusty plasma using supercomputer simulations

Research Matters Staff Writer(s) Jammu 17 Aug 2026 Researchers have achieved a breakthrough in understanding the chaotic world of turbulence by tracking the movement of millions of individual particles in a specialised state of matter known as dusty plasma.

  • Scientists map microscopic origins of turbulence in dusty plasma using supercomputer simulations.
  • Understanding dusty plasma turbulence could improve plasma containment in nuclear fusion reactors.

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