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Some of the best circuits to drive AI in the future may be analog, not digital, and research teams around the world are increasingly developing new devices to support such analog AI.

The most basic computation in the deep neural networks driving the current explosion in AI is the multiply-accumulate (MAC) operation. Deep neural networks are composed of layers of artificial neurons, and in MAC operations, the output of each one of these layers is multiplied by the values of the strengths or “weights” of their connections to the next layer, which then sums up these contributions.

Modern computers have digital components devoted to MAC operations, but analog circuits theoretically can perform these computations for orders of magnitude less energy. This strategy—known as analog AI, compute-in-memory or processing-in-memory—often performs these multiply-accumulate operations using non-volatile memory devices such as flash, magnetoresistive RAM (MRAM), resistive RAM (RRAM), phase-change memory (PCM) and even more esoteric technologies.

The Cybersecurity and Infrastructure Security Agency (CISA) has announced the release of a scanner for identifying web services impacted by two Apache Log4j remote code execution vulnerabilities, tracked as CVE-2021–44228 and CVE-2021–45046.

“log4j-scanner is a project derived from other members of the open-source community by CISA’s Rapid Action Force team to help organizations identify potentially vulnerable web services affected by the log4j vulnerabilities,” the cybersecurity agency explains.

This scanning solution builds upon similar tools, including an automated scanning framework for the CVE-2021–44228 bug (dubbed& Log4Shell)& developed by cybersecurity company FullHunt.

A turkey dinner and presents arrived in time for the holidays.


CAPE CANAVERAL, Fla. — A SpaceX Dragon capsule arrived at the International Space Station early Wednesday (Dec. 22), carrying with it a holiday haul of science gear and Christmas treats for the astronauts living on the orbital outpost.

The autonomous Dragon resupply ship docked itself at the orbital outpost at 3:41 a.m. EST (0841 GMT), ahead of its planned 4:30 a.m. docking time. It parked itself at the space-facing port on the station’s Harmony module, with NASA astronauts Raja Chari and Tom Marshburn monitoring the docking from inside the station.

This is an interesting rant about how Google, who owns YouTube, refuses to provide basic tools to stop scammers from stealing everyone’s money. The reason this is important is it shows how there is going to be virtually NO ONE trying to stop someone from creating an unfriendly AGI or a nanoweapon, etc. Maybe on the one thousandth nanoweapon they would do something, assuming there are any survivors from the first 999 such weapons…

Governments/organizations are very slow to respond to problems.


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Go beyond the hype.

Dubbed as the internet of tomorrow, Web 3.0 seems to be the next big thing that’s going to change our lives by fundamentally reshaping the internet.

Web 3.0 is an upgrade to the Web, a meta technology for business software, a social movement for open data, and a new generation for artificial intelligence.

Large corporations are usually getting hacked, resulting in the exposure of millions of user data, and a McKinsey report from last year shows that almost all industries have got a trust rate of less than 50 percent.

But the new generation of the web, Web 3.0, could solve some privacy concerns as it features the internet on blockchain technology. Storing any data on blockchain makes that data decentralized, making the company’s data usage transparent, thus protecting it from breaches. However, returning the ownership of their data back to consumers could potentially disrupt the tech industry since tech giants would eventually lose access to the data that initially gave them a boost in an already competitive market.

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Machinia exists in the future when the world of robots is the norm. And, as has been highlighted in other posts, the world of the “extraordinary tomorrow” begins with the “unexceptional today.” #clean, #university


SAIT has started using autonomous robots to clean the floors at its main campus.

The robots are from Brain Corp, an artificial intelligence (AI) company, and contracted to SAIT for use through Calgary-based Bee Clean, Canada’s largest janitorial services provider.

In a Tuesday news release, Bee Clean said the robots will help maintain a “safe and clean” environment for students by scrubbing 58,000 square feet daily on the main campus.

Scientists and institutions dedicate more resources each year to the discovery of novel materials to fuel the world. As natural resources diminish and the demand for higher value and advanced performance products grows, researchers have increasingly looked to nanomaterials.

Nanoparticles have already found their way into applications ranging from energy storage and conversion to quantum computing and therapeutics. But given the vast compositional and structural tunability nanochemistry enables, serial experimental approaches to identify impose insurmountable limits on discovery.

Now, researchers at Northwestern University and the Toyota Research Institute (TRI) have successfully applied to guide the synthesis of new nanomaterials, eliminating barriers associated with materials discovery. The highly trained algorithm combed through a defined dataset to accurately predict new structures that could fuel processes in clean energy, chemical and automotive industries.

Artificial intelligence (AI) backed drug discovery company Insilico Medicine announced last week that it was dosing the first healthy volunteer in a microdose trial of ISM 001–005. Designed with the help of AI, the drug is a small-molecule inhibitor of a biological target that was discovered by Pharma. AI. The trial is being conducted in Australia.

The AI-designed drug will be used to treat chronic lung disease idiopathic pulmonary fibrosis, or IPF usually leads to progressive and irreversible lung-function decline and affects 20 people out of over 100,000 globally.

Chief Scientific Officer of Insilico, Freng Ren, said in a press release that this drug discovery and trial marks a significant milestone in the AI-drug discovery space. This is because the said candidate is the first-ever AI-discovered novel molecule based on an AI-discovered target.