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Android Studio, like so much of Google’s product portfolio, is getting its infusion of AI today at the company’s annual I/O developer conference. Android Studio Hedgehog, the upcoming version of Android Studio currently in the canary release channel, will be the first to add support for the new conversational experience in Android Studio meant to help developers write code and fix bugs and answer more general coding questions.

Built on top of Codey, Google’s new PaLM 2-based foundation model specifically trained for coding, the Studio Bot will roll out to developers in the U.S. first, with a wider rollout expected over time.

face_with_colon_three Year 2017


Ray Kurzweil is an inventor, thinker, and futurist famous for forecasting the pace of technology and predicting the world of tomorrow. In this video, Kurzweil suggests the blueprint for the master algorithm—or a single, general purpose learning algorithm—is hidden in the brain.

The brain, according to Kurzweil, consists of repeating modules that self-organize into hierarchies that build simple patterns into complex concepts. We don’t have a complete understanding of how this process works yet, but Kurzweil believes that as we study the brain more and reverse engineer what we find, we’ll learn to write the master algorithm.

face_with_colon_three year 2022.


Sozos and co-workers present and numerically evaluate photonic neuromorphic hardware using recurrent optical spectrum slicing for use in ultra-fast optical applications. The approach extends optical signal transmission reach to more than four-fold that of two state-of-the-art digital equalizers and reduces power consumption tenfold.

More than 10 Chinese companies this year have revealed innovations related to humanoid robots, he noted, adding that China already has some supporting facilities from developing industrial robots.

Beijing has set aside about 10 billion yuan (about $1.4 billion) to fund the robotic development. On Nov. 6, China opened the first provincial-level innovation center on humanoid robots in the country’s capital to work on solving pressing “key common problems,” including an operation control system, open source software, and robot prototypes.

At least one Chinese company, Jiangsu Miracle Logistics System Engineering Co., has promised to introduce its first humanoid robot by the end of the year. Chinese securities brokerage firm Zheshang Securities estimates that the humanoid robot market will have a demand for 1.77 million machines by 2030.

Blocking how cancer cells acquire and use energy, or their metabolism, as a treatment has been challenging, Dr. Lyssiotis explained. But a better understanding of how cancer cells adapt their metabolism in the often oxygen-and nutrient-deprived environments in which they exist, he said, may open other avenues for attacking them.

Identifying alternative sources of energy for cancer cells

Pancreatic cancer is one of the leading causes of death from cancer. Not only does its stark microenvironment thwart the entry of drugs designed to kill tumors, but numerous studies have shown that other residents in and around the tumors create an ecosystem that help the tumors thrive.

In particular, many have griped over their original work being used to train these AI models — a use they never opted into, and for which they’re not compensated.

But what if artists could “poison” their work with a tool that alters it so subtly that the human eye can’t tell, while wreaking havoc on AI systems that try to digest it?

That’s the idea behind a new tool called “Nightshade,” which its creators say does exactly that. As laid out in a yet-to-be-peer-reviewed paper spotted by MIT Technology Review, a team of researchers led by University of Chicago professor Ben Zhao built the system to generate prompt-specific “poison samples” that scramble the digital brains of image generators like Stable Diffusion, screwing up their outputs.

Quantum materials hold the key to a future of lightning-speed, energy-efficient information systems. The problem with tapping their transformative potential is that in solids, the vast number of atoms often drowns out the exotic quantum properties electrons carry.

Rice University researchers in the lab of quantum materials scientist Hanyu Zhu found that when they move in circles, atoms can also work wonders: When the in a rare-earth crystal becomes animated with a corkscrew-shaped vibration known as a chiral phonon, the crystal is transformed into a magnet.

According to a new study published in Science, exposing cerium fluoride to ultrafast pulses of light sends its atoms into a dance that momentarily enlists the spins of electrons, causing them to align with the atomic rotation. This alignment would otherwise require a powerful magnetic field to activate, since cerium fluoride is naturally paramagnetic with randomly oriented spins even at zero temperature.