AI is consuming staggering amounts of energy—already over 10% of U.S. electricity—and the demand is only accelerating. Now, researchers have unveiled a radically more efficient approach that could slash AI energy use by up to 100× while actually improving accuracy. By combining neural networks with human-like symbolic reasoning, their system helps robots think more logically instead of relying on brute-force trial and error.
Teams talk about NLP – natural language processing – in test automation, yet many still ask what it truly means. They hear about tools that turn plain language into test scripts, but they want clear facts. This topic matters now because software teams face tight release cycles and constant change. NLP in test automation means […]
Epson Robots has announced a strategic alliance with Clayton Controls to deliver advanced automation solutions to the Southwest US region. “Our business philosophy is to understand our customers’ unique challenges and develop automated solutions that will increase productivity with our knowledge, experience and an extensive product portfolio to meet those needs,” said Chris Brown, vice […]
Tekpak Automation will demonstrate the benefits of robotics for manufacturers across the food, beverage and pharmaceutical industries at interpack 2026, with a live working demonstration of a pick-and-place cell on Stand A15/Hall 16. Tekpak is known for solving complex packaging line challenges with proven, modular automation. Built on over 25 years’ experience supporting pharmaceutical and […]
A recent survey shows over 70 percent of truck techs now use AI-powered diagnostics every week, proving the shift is already here. Modern trucks rely on sensors, connected systems, and smart alerts that demand sharper digital skills. Techs who blend mechanical experience with data confidence quickly gain an edge in fast-changing shops. In this article, […]
Replacing your brakes is a vital part of vehicle maintenance, but costs vary based on vehicle type, driving habits, and worn components. Many drivers start researching prices after noticing squeaking, grinding, or reduced stopping power. Knowing what affects brake pricing helps you avoid surprises and make smarter decisions. If you’re comparing options for brake repair […]
Manufacturers in 2026 face a clear problem. Finding obsolete PLC parts is slow, expensive, and uncertain. What used to be a sourcing issue is now an operational risk. Even a minor PLC failure can stop production. Delays now impact output, timelines, and revenue. Why Obsolete PLC Parts Are Hard to Find PLC systems still run […]
Choosing the right project management tools can either make or break teams. Choosing among this number of options needs to be done wisely. Good tools assist in organizing tasks, maintaining clear communication, and tracking challenges and progress. Knowing what to look for helps teams make decisions that foster productivity and collaboration. Identify Team Needs Start […]
Deepfake X-rays created by AI are now convincing enough to fool both doctors and AI models. In tests, radiologists had limited success identifying fake images, especially when they didn’t know they were being shown. This opens the door to risks like fraudulent medical claims and tampered diagnoses. Experts say stronger safeguards and detection tools are critical as the technology advances.
Automation in law offices has shifted from a back-office convenience to a core part of how modern firms operate. What was once a profession defined by paper files and manual processes is now increasingly structured around systems – intake pipelines, workflow automation, and data tracking that bring speed and consistency to everyday operations. But the […]
As AI systems began acing traditional tests, researchers realized those benchmarks were no longer tough enough. In response, nearly 1,000 experts created Humanity’s Last Exam, a massive 2,500-question challenge covering highly specialized topics across many fields. The exam was engineered so that any question solvable by current AI models was removed. Early results show even the most advanced systems still struggle — revealing a surprisingly large gap between AI performance and true expert-level knowledge.
Neuromorphic computers modeled after the human brain can now solve the complex equations behind physics simulations — something once thought possible only with energy-hungry supercomputers. The breakthrough could lead to powerful, low-energy supercomputers while revealing new secrets about how our brains process information.
Quantum computers need extreme cold to work, but the very systems that keep them cold also create noise that can destroy fragile quantum information. Scientists in Sweden have now flipped that problem on its head by building a tiny quantum refrigerator that actually uses noise to drive cooling instead of fighting it. By carefully steering heat at unimaginably small scales, the device can act as a refrigerator, heat engine, or energy amplifier inside quantum circuits.
A massive new study comparing more than 100,000 people with today’s most advanced AI systems delivers a surprising result: generative AI can now beat the average human on certain creativity tests. Models like GPT-4 showed strong performance on tasks designed to measure original thinking and idea generation, sometimes outperforming typical human responses. But there’s a clear ceiling. The most creative humans — especially the top 10% — still leave AI well behind, particularly on richer creative work like poetry and storytelling.
A generative AI system can now analyze blood cells with greater accuracy and confidence than human experts, detecting subtle signs of diseases like leukemia. It not only spots rare abnormalities but also recognizes its own uncertainty, making it a powerful support tool for clinicians.
A philosopher at the University of Cambridge says there’s no reliable way to know whether AI is conscious—and that may remain true for the foreseeable future. According to Dr. Tom McClelland, consciousness alone isn’t the ethical tipping point anyway; sentience, the capacity to feel good or bad, is what truly matters. He argues that claims of conscious AI are often more marketing than science, and that believing in machine minds too easily could cause real harm. The safest stance for now, he says, is honest uncertainty.
A wireless eye implant developed at Stanford Medicine has restored reading ability to people with advanced macular degeneration. The PRIMA chip works with smart glasses to replace lost photoreceptors using infrared light. Most trial participants regained functional vision, reading books and recognizing signs. Researchers are now developing higher-resolution versions that could eventually provide near-normal sight.
UMass Amherst engineers have built an artificial neuron powered by bacterial protein nanowires that functions like a real one, but at extremely low voltage. This allows for seamless communication with biological cells and drastically improved energy efficiency. The discovery could lead to bio-inspired computers and wearable electronics that no longer need power-hungry amplifiers. Future applications may include sensors powered by sweat or devices that harvest electricity from thin air.
A team at the University at Buffalo has made it possible to simulate complex quantum systems without needing a supercomputer. By expanding the truncated Wigner approximation, they’ve created an accessible, efficient way to model real-world quantum behavior. Their method translates dense equations into a ready-to-use format that runs on ordinary computers. It could transform how physicists explore quantum phenomena.