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The Computer Science and Artificial Intelligence Laboratory (CSAIL) at MIT has developed a new way for LLMs to explain the behavior of other AI systems.

The method is called Automated Interpretability Agents (AIAs), pre-trained language models that provide intuitive explanations for computations in trained networks.

AIAs are designed to mimic the experimental process of a scientist designing and running tests on other computer networks.

A new Northwestern Medicine study has found the immune system in the blood of Alzheimer’s patients is epigenetically altered. That means the patients’ behavior or environment has caused changes that affect the way their genes work.

Many of these altered are the same ones that increase an individual’s risk for Alzheimer’s. Northwestern scientists theorize the cause could be a previous viral infection, or other lifestyle factors and behaviors.

“It is possible that these findings implicate the peripheral immune response in Alzheimer’s disease risk,” said lead investigator David Gate, assistant professor of neurology at Northwestern University Feinberg School of Medicine. “We haven’t yet untangled whether these changes are reflective of or whether they precipitate the disease.”

Matching quantum computing with Tensor networks, and varying then to get the data you need. It’s a good read, about 4 minutes and goes into more detail. Apparently there’s no errors like there is in quantum computing with some adjustments.


Quantum computing has long been celebrated for its potential to surpass traditional computing in terms of speed and memory efficiency. This innovative technology promises to revolutionize our ability to predict physical phenomena that were once deemed impossible to forecast.

The essence of quantum computing lies in its use of quantum bits, or qubits, which, unlike the binary digits of classical computers, can represent values anywhere between 0 and 1.

This fundamental difference allows quantum computers to process and store information in a way that could vastly outpace their classical counterparts under certain conditions.

Inflammation is the signature characteristic of arthritis. Quite literally, “arthritis” means swelling or inflammation of a one or more joints. A common diagnosis among older individuals, the primary cause is inconclusive, but the medical community agrees that it is most likely the cause of disease, genetic defect, an injury, or overuse. The major symptoms include joint pain and stiffness. There are many different types of arthritis, which can have varying symptoms and dictate treatment. Two of the most common include osteoarthritis and rheumatoid arthritis (RA).

Osteoarthritis is caused by the deterioration or break down of cartilage. Cartilage is the slick tissue between bones to allow for easy movement. Rheumatoid arthritis occurs when the immune system attacks the joints. There are many different treatments to target arthritis, but the overall goal is to reduce symptoms and improve the patient’s quality of life. Researchers are currently finding new ways to overcome the disease and possibly reverse the effects of inflammation.

Pure water is an almost perfect insulator.

Yes, water found in nature conducts electricity – but that’s because of the impurities therein, which dissolve into free ions that allow an electric current to flow. Pure water only becomes “metallic” – electronically conductive – at extremely high pressures, beyond our current abilities to produce in a lab.

But, as researchers demonstrated for the first time back in 2021, it’s not only high pressures that can induce this metallicity in pure water.

Scientists have designed a striking new contact lens that could revolutionize ophthalmology. It’s based on a spiral pattern that lets the eye focus at different distances and in varying lighting conditions.

Beyond contact lenses, its inventors say the tech could be applied to a range of miniaturized imaging systems, including consumer gadgets like virtual reality headsets, to offer more versatility and flexibility than existing lenses.

The lens, called a spiral diopter, causes incoming light to spin in an optical vortex, making allowances for the various deformations in the cornea of the eye that can happen as we age.