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Quantum physics in proteins: AI affords unprecedented insights into how biomolecules work

A new analytical technique is able to provide hitherto unattainable insights into the extremely rapid dynamics of biomolecules. The team of developers, led by Abbas Ourmazd from the University of Wisconsin–Milwaukee and Robin Santra from DESY, is presenting its clever combination of quantum physics and molecular biology in the scientific journal Nature. The scientists used the technique to track the way in which the photoactive yellow protein (PYP) undergoes changes in its structure in less than a trillionth of a second after being excited by light.

“In order to precisely understand biochemical processes in nature, such as photosynthesis in certain bacteria, it is important to know the detailed sequence of events,” Santra says. “When light strikes photoactive proteins, their spatial structure is altered, and this structural change determines what role a protein takes on in nature.”

Until now, however, it has been almost impossible to track the exact sequence in which structural changes occur. Only the initial and final states of a molecule before and after a reaction can be determined and interpreted in theoretical terms. “But we don’t know exactly how the energy and shape changes in between the two,” says Santra. “It’s like seeing that someone has folded their hands, but you can’t see them interlacing their fingers to do so.”

Trust The AI? You Decide

Trust in AI. If you’re a clinician or a physician, would you trust this AI?

Clearly, sepsis treatment deserves to be focused on, which is what Epic did. But in doing so, they raised several thorny questions. Should the model be recalibrated for each discrete implementation? Are its workings transparent? Should such algorithms publish confidence along with its prediction? Are humans sufficiently in the loop to ensure that the algorithm outputs are being interpreted and implem… See more.


Earlier this year, I wrote about fatal flaws in algorithms that were developed to mitigate the COVID-19 pandemic. Researchers found two general types of flaws. The first is that model makers used small data sets that didn’t represent the universe of patients which the models were intended to represent leading to sample selection bias. The second is that modelers failed to disclose data sources, data-modeling techniques and the potential for bias in either the input data or the algorithms used to train their models leading to design related bias. As a result of these fatal flaws, such algorithms were inarguably less effective than their developers had promised.

Now comes a flurry of articles on an algorithm developed by Epic to provide an early warning tool for sepsis. According to the CDC, “sepsis is the body’s extreme response to an infection. It is a life-threatening medical emergency and happens when an infection you already have triggers a chain reaction throughout your body. Without timely treatment, sepsis can rapidly lead to tissue damage, organ failure, and death. Nearly 270,000 Americans die as a result of sepsis.”

How To Build a Real IRON MAN SUIT — Nanosuits & Neuromorphic Computing

The future of Neuromorphic computing and nanotechnology enabling real life Nanosuits is already here according to several leading scientists in that field. Whether it’s the Nanosuit from Iron Man or from Crysis, the nanobots and brain computer interfaces which make those intelligent smart clothes up work in a very similar way.

Neuromorphic computing essentially involves assembling artificial neurons to function based on the principles of the human brain. It works on Spiking Neural Networks or SNNs, where each “neuron” sends independent signals to other neurons. It emulates natural neural networks that exist in biological brains.

Every day is a day closer to the Technological Singularity. Experience Robots learning to walk & think, humans flying to Mars and us finally merging with technology itself. And as all of that happens, we at AI News cover the absolute cutting edge best technology inventions of Humanity.

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TIMESTAMPS:
00:00 What’s the plan?
01:55 How Neuromorphic Computing will enable Nanosuits.
03:36 How does Neuromorphic Computing work?
04:58 Nanosuit Material.
06:42 Last Words.

#nanosuit #nanobots #neuromorphic

Will artificial intelligence create useless class of people? — Yuval Noah Harari

Yuval Noah Harari is one of the world’s most famous public intellectuals, historians and writers. He is probably most famous for his book ‘Sapiens: A Brief History of Humankind’. (Subscribe: https://bit.ly/C4_News_Subscribe)

His most recent book, ‘Sapiens: A Graphic History, Volume 2: The Pillars of Civilization’ has just been published and offers a different way of telling the story of humankind for a younger audience.

Yuval talks to Krishnan about where racism comes from, what the recipe for a dictatorship is and why we should be very careful about how we used artificial intelligence.

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