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Light-based computing with optical fibers shows potential for ultra-fast AI systems

Imagine a computer that does not rely only on electronics but uses light to perform tasks faster and more efficiently. A collaboration between two research teams from Tampere University in Finland and Université Marie et Louis Pasteur in France have now demonstrated a novel way of processing information using light and optical fibers, opening up the possibility of building ultra-fast computers. The studies are published in Optics Letters and on the arXiv preprint server.

The research was performed by postdoctoral researchers Dr. Mathilde Hary from Tampere University and Dr. Andrei Ermolaev from the Université Marie et Louis Pasteur, Besançon, demonstrated how inside thin glass fibers can mimic the way artificial intelligence (AI) processes information. Their work has investigated a particular class of computing architecture known as an Extreme Learning Machine, an approach inspired by neural networks.

“Instead of using conventional electronics and algorithms, computation is achieved by taking advantage of the nonlinear interaction between intense light pulses and the glass,” Hary and Ermolaev explain.

Three-dimensional reconstruction of inertial confinement fusion hot-spot plasma from x-ray and nuclear diagnostics on OMEGA

Multidimensional effects degrade the neutron yield and the compressed areal density of laser-direct-drive inertial confinement fusion implosions of layered deuterium–tritium cryogenic targets on the OMEGA Laser System with respect to 1D radiation-hydrodynamic simulation predictions. A comprehensive physics-informed 3D reconstruction effort is under way to infer hot-spot and shell conditions at stagnation from four x-ray and seven neutron detectors distributed around the OMEGA target chamber. Neutron diagnostics, providing measurements of the neutron yield, hot-spot flow velocity, and apparent ion-temperature distribution, are used to infer the mode-1 perturbation at stagnation. The x-ray imagers record the shape of the hot-spot plasma to diagnose mode-1 and mode-2 perturbations. A deep-learning convolutional neural network trained on an extensive set of 3D radiation-hydrodynamic simulations is used to interpret the x-ray and nuclear measurements to infer the 3D profiles of the hot-spot plasma conditions and the amount of laser energy coupled to the hot-spot plasma. A 3D simulation database shows that larger mode-1 asymmetries are correlated with higher hot-spot flow velocities and reduced laser-energy coupling and neutron yield. Three-dimensional hot-spot reconstructions from x-ray measurements indicate that higher amounts of residual kinetic energy are correlated with higher measured hot-spot flow velocities, consistent with 3D simulations.

Super Humanity | How AI Will Transform Us

Super Humanity — Imagine if your brain could interface directly with AI.
Super Humanity explores the revolutionary intersection of neuroscience and technology, revealing a future where artificial intelligence integrates effortlessly with human thought.

Super Humanity (2019)
Director: Ruth Chao.
Writers: Ruth Chao, Paula Cons, Alphonse de la Puente.
Genre: Documentary, Sci-Fi.
Country: Portugal, Spain.
Language: English.
Release Date: December 27, 2019 (Spain)

Synopsis:
The convergence of human brains and AI will create a new breed of humanity—often described as ‘super-humanity.’

By enabling brain-machine interfaces, human cognitive powers will be amplified, marking the dawn of enhanced humans. Connected minds will unlock advanced synthetic telepathy, offering not only the ability to perceive others’ thoughts but also to influence them. Yet, what are the advantages and dangers posed by these groundbreaking advancements?

Neurotechnology stands at the threshold of a societal transformation, reshaping our concepts of identity and reality itself. The establishment of neuro-rights will be crucial, requiring laws that protect the privacy of our conscious and even subconscious minds.

Mind Forward delves deeply into the potential of this new frontier.

Scientists Say Humans May Become Immortal by 2050 Here’s How

Will humans soon live forever? Scientists believe it’s possible — and it could happen as early as 2050.
In this video, we explore 10 shocking scientific breakthroughs that are pushing humanity closer to immortality.
From nanobots that cure disease from within, to brain uploading, cloning organs, and AI-driven consciousness — this is the future of life itself.

🧬 Get ready to discover the jaw-dropping technologies that might just make death optional.

⚠️ Don’t blink. The future is coming faster than you think.

How AI Models Are Helping to Understand — and Control — the Brain

For Martin Schrimpf, the promise of artificial intelligence is not in the tasks it can accomplish. It’s in what AI might reveal about human intelligence.

He is working to build a “digital twin” of the brain using artificial neural networks — AI models loosely inspired by how neurons communicate with one another.

That end goal sounds almost ludicrously grand, but his approach is straightforward. First, he and his colleagues test people on tasks related to language or vision. Then they compare the observed behavior or brain activity to results from AI models built to do the same things. Finally, they use the data to fine-tune their models to create increasingly humanlike AI.

Tesla FSD CRUSHES Waymo in Report

Questions to inspire discussion.

A: Tesla is testing FSD in the Arctic and awaiting regulatory approval for cities like Paris, Amsterdam, and Rome.

🇸🇪 Q: Why was FSD testing denied in Stockholm?

A: Stockholm denied FSD testing due to risks for infrastructure and pressure from ongoing innovation tasks.

🤖 Q: What improvements are expected in Tesla’s Grok AI?

A: Grok 3.5 will be trained on video data from Tesla cars and Optimus robots, enabling it to understand the world and perform tasks like dropping off passengers.

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