Category Physics

Is artificial general intelligence already here? A new case that today’s LLMs meet key tests

ai brain
Credit: Pixabay/CC0 Public Domain

Will artificial intelligence ever be able to reason, learn, and solve problems at levels comparable to humans? Experts at the University of California San Diego believe the answer is yes—and that such artificial general intelligence has already arrived. This debate is tackled by four faculty members spanning humanities, social sciences, and data science in a recently published Comment invited by Nature.

Computer scientist Alan Turing first posed this question in his landmark 1950 paper, though he didn’t use the term artificial general intelligence (AGI). His “imitation game,” now known as the Turing Test, asked whether a machine could pass as human in text-based conversation with humans. Seventy-five years later, that future is here.

Over the p...

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Unhackable metasurface holograms: Security technology can lock information with light color and distance

Schematic of secure holography using a reconfigurable stacked metasurface based on a modular diffractive deep neural network. Each metasurface layer independently reconstructs distinct wavelength-encoded holograms (e.g., ID and QR). When two layers are aligned at a specific interlayer spacing, the system is trained to reveal an encrypted hologram (PW). Because decryption is enabled by the combined choice of wavelength and interlayer spacing as physical decoding keys, the information can be retrieved without electronic computation. This single platform integrates standalone (layer-wise), combinational (cipher), and multi-wavelength functionalities, enabling a photonic security platform for optical encryption and data storage. Credit: POSTECH

A research team led by Professor Junsuk Rho a...

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Physicists achieve near-zero friction on macroscopic scales

Physicists achieve near-zero friction on macroscopic scales
Macroscale structural superlubricity at graphite/graphite and graphite/MoS2 interfaces. Credit: Minhao Han et al.

For the first time, physicists in China have virtually eliminated the friction felt between two surfaces at scales visible to the naked eye. In demonstrating “structural superlubricity,” the team, led by Quanshui Zheng at Tsinghua University, have resolved a long-standing debate surrounding the possibility of the effect. Published in Physical Review Letters, the result could potentially lead to promising new advances in engineering.

What structural superlubricity promises
When two objects slide over each other, any roughness on their surfaces will almost inevitably resist the motion, creating the force of friction...

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New AI system fixes 3D printing defects in real time

AI saves 3D prints in real time
LLMs in continuous improvement cycle. LLM-based supervisor agents can be employed at each step of the continuous improvement cycle. The cycle involves evaluating print quality, identifying failure modes, gathering relevant information, and planning and solving the issues by adjusting the print parameters, ensuring high-quality defect-free parts. Credit: Additive Manufacturing (2025). DOI: 10.1016/j.addma.2025.105027

Additive manufacturing has revolutionized manufacturing by enabling customized, cost-effective products with minimal waste. However, with the majority of 3D printers operating on open-loop systems, they are notoriously prone to failure...

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