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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.

A dumbo octopus is here with a message from the deep-sea. Cartoon cephalopod Miss Abyss is taking a page out of the'Flat Stanley' playbook to spread the word about ocean conservation More information Adding us as a Preferred Source in Google by using this link indicates that you would like to see more of our content in Google News results. Miss Abyss is a campaign by the Center for American Progress to raise awareness about deep-sea mining. She sports a pretty flower on her head sports a black tattoo on one of her eight arms. But don't let this dumbo octopus' adorable exterior fool you.

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The United States stock market has hit an all-time high as excitement around artificial intelligence continues to fuel a buying frenzy on Wall Street. The S&P 500, the benchmark stock index, closed 0.58 percent higher on Tuesday, topping the previous peak reached in mid-August. Tech stocks were among the top performers, with each of the "Magnificent Seven" apart from Meta closing higher. Amazon led the pack with a 1.95 percent gain, followed by Microsoft and Tesla, which rose 0.78 percent and 0.51 percent, respectively. Apple and Alphabet both rose 0.22 percent, while Nvidia gained 0.14 percent.

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Is the war entering a new phase? Ukraine launches major drone attack on Russia's Moscow region, killing two Share Ukraine launches major drone attack on Russia's Moscow region, killing two on social media Ukraine has launched a major drone attack on Moscow, killing two people and setting fire to a warehouse in the capital city, Russian officials say. Moscow Mayor Sergei Sobyanin said on Tuesday that the overnight assault involved 650 drones heading towards the city, most of which were shot down, as both sides intensify long-range strikes on infrastructure before winter. He said seven people had been injured and that 47 houses, four apartments and three cars had been damaged. He said 185 drones were "destroyed or neutralised" over the wider region.

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