As AI takes on more autonomous roles in industrial settings, organizations need new approaches to data, governance, and human oversight, says Arti Garg, chief technologist at AVEVA. Industrial AI is entering a new phase. After decades of predictive analytics and other specialized applications, advances in foundation models, physical AI, and agentic AI are making it possible to automate more complex tasks across industrial environments. But unlike AI that operates purely in the digital world, industrial AI can interact directly with physical systems, where an unexpected decision can have consequences for safety, reliability, and critical infrastructure. That makes responsible deployment central to the next wave of industrial automation. "How do we leverage these technologies while maintaining safety, while maintaining reliable operations, while still being able to deliver on the promises of the new capabilities?" asks Arti Garg, chief technologist at AVEVA. The challenge is particularly acute as newer AI systems become more capable but also harder to predict and explain. One foundation for making that transition work is data. Industrial systems often contain information across telemetry, service logs, engineering documents, and other disparate sources.

The Dell Laptop Buying Guide UK: Which Dell Laptop Should You Buy? Keeping a modern PC safe, secure, and optimized can feel like a complex juggling act of different apps and services. Learning how they work, keeping them updated, and actually remembering to run them often takes far too much time and effort. Bringing those tools together in one application can make the job far simpler. System Mechanic Ultimate Defense is built as an all-in-one solution for managing your PC's security, privacy, and performance. When it comes to protecting against viruses and malware, the best defense is proactive.

When you purchase through links in our articles, we may earn a small commission. You don't need max graphics settings for great PC gaming visuals You can get sharper, clearer PC games without tanking your frame rate. Here are two graphics settings worth forcing in your driver. In the world of PC gaming, there's a persistent myth that, to achieve maximum FPS rates (FPS, frames per second), you generally have to set all graphics settings to their maximum. However, we'll show you that just a handful of settings are enough to massively enhance the visual experience without placing an excessive strain on modern graphics cards.

When you purchase through links in our articles, we may earn a small commission. Microsoft promised a better Windows 11. Microsoft has delivered the Windows 11 26H2 Update to the masses. We issue a report card on how it's lived up to its promises. This was supposed to be the year Microsoft fixed Windows 11.

What can we learn from the brain about building better computers? Oliver Rhodes discusses how neuromorphic computing draws on the brain's architecture to develop new approaches to more efficient information processing. Can you give me an overview of your background and the research that you're involved with? Neuromorphic computing is quite a broad subject, which essentially looks to biology as inspiration to develop next-generation computing systems. We work off this principle: we know the brain is this really amazing computer, and it's able to do things that a lot of modern computing systems aren't able to do, and it also does them in an incredibly energy efficient way. We'd like to try to replicate that with some of the systems we build. In the context of the current climate around AI, while we've seen that it's made really big steps forward and is able to do really impressive things, there are certain things that it still can't do that the brain is able to do. So we look to the brain for inspiration to try and solve some of those next generation challenges. Neuromorphic computing covers all aspects of this: from looking at algorithms that might be solving a particular problem, to the systems and subsystems that would be running those algorithms, right down to a chip or devices level. We often use neural networks, which are also employed in artificial intelligence models, such as in deep learning and transformer models.

When you purchase through links in our articles, we may earn a small commission. Acer's Swift Air 14 mostly hits its mark as a solid budget productivity laptop. However, its 8GB of memory still can pose problems in certain scenarios. On paper, the Acer Swift Air 14 is almost exactly what a productivity laptop buyer in 2026 ought to want. Does it all play out as planned?

Types of Robots How to Get Started in Robotics Robotics Questions What Is a Robot? When Will Robots Do Our Chores? Types of Robots How to Get Started in Robotics Robotics Questions What Is a Robot? When Will Robots Do Our Chores? In this edition of our A Day in the Life of a Roboticist series, we meet Charlie Kemp, cofounder and chief technology officer of Hello Robot, who develops mobile manipulators to help people in their homes and workplaces.

In response to the emerging threat of rogue and shadow AI agents, here's how the newly formed Blueprint Alliance seeks to help businesses secure their systems against anomalous AI activity. David Berlind is one of the founding editors of ZDNET and is an award-winning tech journalist. Okta, AWS, Google Cloud, Salesforce, and others form an AI agent security coalition. The Alliance offers a blueprint for companies seeking visibility, control, and governance of agents. AI agents need the equivalent of a kill switch to expeditiously terminate suspicious behavior.

When you purchase through links in our articles, we may earn a small commission. Hate your keyboard's Copilot key? Remap it to any app you want You can turn your keyboard's Copilot key into a search shortcut, or use PowerToys to launch any app you want instead. Newer keyboards often feature a Copilot key, which by default launches Microsoft's AI chatbot. To do this, open Windows'Settings' and go to'Bluetooth & devices > Keyboard.' Under'Customize the Copilot key on your keyboard', you'll find a small menu where you can select the'Search' option.

The app Paperman gives your screen some added texture in an effort to make it easier on your eyes. It works best for reading, writing, or otherwise working with text. Tech is so sterile now--everything lives on the same shiny screens. It's nice, then, when you find an application that exists mostly just to add a little grit to these devices. That's how I'm interpreting Paperman, which makes everything on your computer screen look like it's printed on paper.