{"id":24927,"date":"2026-10-28T14:05:14","date_gmt":"2026-10-28T14:05:14","guid":{"rendered":"https:\/\/news678.top\/?p=24927"},"modified":"2026-10-28T14:05:14","modified_gmt":"2026-10-28T14:05:14","slug":"pairing-industrial-ai-autonomy-and-human-control","status":"publish","type":"post","link":"https:\/\/news678.top\/?p=24927","title":{"rendered":"Pairing industrial AI autonomy and human\u00a0control"},"content":{"rendered":"<p><\/p>\n<div>\n<p data-aos=\"fade-up\" data-aos-delay=\"100\" data-aos-duration=\"1000\" class=\"styles__P-sc-10jm0z3-0 kTqOfX\">\u201cThere is a lot more refinement to be done, a lot more proof points, testing, and validation needed,\u201d McGreevy says about the ongoing process of making AI autonomous. In the near term, McGreevy expects agentic AI to follow the path seen in other industrial technologies like SCADA systems. \u201cThe \u2018S\u2019 in SCADA means supervisory, and supervisory means there\u2019s a human in the middle,\u201d he says. He sees AI working mostly in that advisory mode for the foreseeable future, with full autonomy limited to narrow, highly repetitive tasks.<\/p>\n<p data-aos=\"fade-up\" data-aos-delay=\"100\" data-aos-duration=\"1000\" class=\"styles__P-sc-10jm0z3-0 kTqOfX\">As for the role human operators play, the day-to-day is evolving. Workers who once specialized in a single process line or maintenance task can now take on multiple disciplines. They can spend less time and effort approving routine actions one by one, and more on defining acceptable operating limits. Because AI can reinforce patterns in the data it receives, catching missteps early is a core part of the job. Human knowledge and experience in interpreting what AI is seeing and doing is instrumental.<\/p>\n<p data-aos=\"fade-up\" data-aos-delay=\"100\" data-aos-duration=\"1000\" class=\"styles__P-sc-10jm0z3-0 kTqOfX\">Governance on a company- and industry-wide scale, too, needs to adapt to the times. Organizations must establish clear guardrails for which decisions AI can make on its own and how its actions are monitored and audited. Still, many have yet to set up comprehensive safeguards: In a recent study from AVEVA and IMD<span class=\"sr-only\"> (opens in new tab)<\/span>, 43% of organizations said AI has changed decision-making and accountability across ecosystem partners only slightly or not at all, while just 23% reported a significant or fundamental change. (Only 27% reported sharing data substantially or extensively with partners.)<\/p>\n<p data-aos=\"fade-up\" data-aos-delay=\"100\" data-aos-duration=\"1000\" class=\"styles__P-sc-10jm0z3-0 kTqOfX\">In the meantime, regulators are starting to define some of the rules. The EU AI Act classifies certain AI safety components used in critical infrastructure as high-risk and imposes requirements for human oversight. Companies are setting up their own structures as well; AVEVA, for one, has a responsible AI governance board and a published set of principles for how AI is developed and deployed.<\/p>\n<p><h2 class=\"text-3xl font-bold max-w-[600px] tracking-tight text-pretty text-[#3d1152] mb-8 mt-8\" data-aos=\"words\" aria-label=\"Agentic AI and living digital twins: Real-world case studies\"><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:.2s\">Agentic<\/span> <\/span><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:270ms\">AI<\/span> <\/span><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:340ms\">and<\/span> <\/span><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:410ms\">living<\/span> <\/span><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:480ms\">digital<\/span> <\/span><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:550ms\">twins:<\/span> <\/span><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:620ms\">Real-world<\/span> <\/span><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:690ms\">case<\/span> <\/span><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:760ms\">studies<\/span><\/span><\/h2>\n<\/p>\n<p data-aos=\"fade-up\" data-aos-delay=\"100\" data-aos-duration=\"1000\" class=\"styles__P-sc-10jm0z3-0 kTqOfX\">Inside the semi-autonomous systems already running, that oversight looks different from one deployment to another. In some cases, an operator approves every action; in others, AI acts on its own while people oversee and define the boundaries it can operate within. McGreevy cites several examples of what machine autonomy and human-plus-machine collaboration looks like among AVEVA customers:<\/p>\n<ul class=\"flex flex-col gap-5 mb-8 pl-0 list-none\" data-aos=\"fade-up\" data-aos-delay=\"100\" data-aos-duration=\"1000\">\n<li class=\"relative pl-6 before:content-[''] before:absolute before:left-0 before:top-[0.6em] before:w-2.5 before:h-0.5 before:bg-[#6b04a8]\">At Saudi Aramco\u2019s Yanbu refinery, optimization algorithms adjust production in a closed loop, with operators overseeing as needed. At its Ras Tanura refinery, the algorithms recommend changes and operators decide whether to implement them.<\/li>\n<li class=\"relative pl-6 before:content-[''] before:absolute before:left-0 before:top-[0.6em] before:w-2.5 before:h-0.5 before:bg-[#6b04a8]\">Nestl\u00e9 uses AI optimization at Nesquik plants to tune the industrial dryers used to produce powdered beverage ingredients. In a landmark test, this tuning reduced energy use by 16%, while improving quality and yield.<\/li>\n<li class=\"relative pl-6 before:content-[''] before:absolute before:left-0 before:top-[0.6em] before:w-2.5 before:h-0.5 before:bg-[#6b04a8]\">At Thailand\u2019s SCG Chemicals, an AI-supported digital twin spanning engineering, operations, and maintenance monitors asset health and flags potential failures. The company reports 99% plant reliability and a ninefold return on investment within six months.<\/li>\n<li class=\"relative pl-6 before:content-[''] before:absolute before:left-0 before:top-[0.6em] before:w-2.5 before:h-0.5 before:bg-[#6b04a8]\">The National Laboratory of the Rockies in the U.S. has built a generative AI model for grid control rooms to provide oversight at scale. The model supports operators with renewable energy forecasting and estimates of grid conditions.<\/li>\n<\/ul>\n<p><h2 class=\"text-3xl font-bold max-w-[600px] tracking-tight text-pretty text-[#3d1152] mb-8 mt-8\" data-aos=\"words\" aria-label=\"Looking to the future\"><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:.2s\">Looking<\/span> <\/span><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:270ms\">to<\/span> <\/span><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:340ms\">the<\/span> <\/span><span aria-hidden=\"true\"><span class=\"styles__Word-sc-8f3ryi-0 guHjyl word\" style=\"transition-delay:410ms\">future<\/span><\/span><\/h2>\n<\/p>\n<p data-aos=\"fade-up\" data-aos-delay=\"100\" data-aos-duration=\"1000\" class=\"styles__P-sc-10jm0z3-0 kTqOfX\">The same synchronization that was once missing from individual plants\u2019 technology systems has also been lacking on a larger scale. \u201cManufacturing and critical infrastructure have operated as siloed systems for the last 50 years,\u201d says McGreevy. But certain emerging technologies, he suggests, are creating opportunities for more holistic coordination.<\/p>\n<p data-aos=\"fade-up\" data-aos-delay=\"100\" data-aos-duration=\"1000\" class=\"styles__P-sc-10jm0z3-0 kTqOfX\">On an enterprise level, this might involve the integration of physical AI: systems that pair robotics and sensing technologies with AI-powered decision-making. Drones that fly over pipelines and power lines, for instance, can feed visual inspection data to algorithms that spot gas leaks and other hazards. Not only does this create a more accurate and interconnected flow of information, but it spares humans from needing to physically enter potentially dangerous environments. \u201cThe robotics-meets-software convergence will mean fewer incidents, fewer outages, and a more sustainable way of operating,\u201d McGreevy predicts.<\/p>\n<div data-quote=\"true\" aria-hidden=\"true\" class=\"relative my-8 -ml-2.5 md:-ml-[10%] w-[calc(100%+20px)] md:w-[120%]\">\n<div class=\"styles__Wrapper-sc-1ouxo97-0 deaArh w-full\" style=\"--author-delay:1150ms\">\n<figure class=\"quote-card relative m-0 py-8 px-6 md:p-8 lg:px-12 flex flex-col items-start justify-start gap-4 w-full bg-[#f5f4f5]\">\n<blockquote class=\"m-0 max-w-4xl font-semibold text-[#3d1152] text-lg md:text-xl\"><p><span><span class=\"quote-word\" style=\"animation-delay:.6s\">\u201cThe<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:625ms\">robotics-meets-software<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:650ms\">convergence<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:675ms\">will<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:.7s\">mean<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:725ms\">fewer<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:750ms\">incidents,<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:775ms\">fewer<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:.8s\">outages,<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:825ms\">and<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:850ms\">a<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:875ms\">more<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:.9s\">sustainable<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:925ms\">way<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:950ms\">of<\/span> <\/span><span><span class=\"quote-word\" style=\"animation-delay:975ms\">operating.\u201d<\/span><\/span><\/blockquote><figcaption class=\"quote-author relative z-10 flex items-center gap-4 text-base md:text-xl font-sans text-[#6b04a8]\">\n<p>Rob McGreevy, Chief Product Officer, AVEVA<\/p>\n<\/figcaption><\/figure>\n<\/div>\n<\/div>\n<p data-aos=\"fade-up\" data-aos-delay=\"100\" data-aos-duration=\"1000\" class=\"styles__P-sc-10jm0z3-0 kTqOfX\">A bigger-picture version extends beyond any one plant or process to entire industrial networks, something McGreevy dubs the \u201cintegrated value chain.\u201d \u201cLiving digital twins make digital manifestations of the entire value chain possible,\u201d he says. \u201cThis allows companies to react quickly to supply chain changes, demand changes, tariffs, and material availability.\u201d<\/p>\n<p data-aos=\"fade-up\" data-aos-delay=\"100\" data-aos-duration=\"1000\" class=\"styles__P-sc-10jm0z3-0 kTqOfX\">Amid today\u2019s realities of turbulent geopolitics and shifting regulatory demands, such resilience will be \u201can absolute necessity,\u201d adds McGreevy. \u201cWithout it, it will be very hard to run an effective business.\u201d<\/p>\n<\/div>\n<p>#Pairing #industrial #autonomy #humancontrol<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201cThere is a lot more refinement to be done, a lot more proof points, testing,&#8230;<\/p>\n","protected":false},"author":1,"featured_media":24928,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[4810,14980,8974,14979],"class_list":["post-24927","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-stories","tag-autonomy","tag-humancontrol","tag-industrial","tag-pairing"],"featured_image_urls":{"full":["https:\/\/news678.top\/wp-content\/uploads\/2026\/10\/iStock-2264572193.jpg",1200,600,false],"thumbnail":["https:\/\/news678.top\/wp-content\/uploads\/2026\/10\/iStock-2264572193-150x150.jpg",150,150,true],"medium":["https:\/\/news678.top\/wp-content\/uploads\/2026\/10\/iStock-2264572193-300x150.jpg",300,150,true],"medium_large":["https:\/\/news678.top\/wp-content\/uploads\/2026\/10\/iStock-2264572193-768x384.jpg",640,320,true],"large":["https:\/\/news678.top\/wp-content\/uploads\/2026\/10\/iStock-2264572193-1024x512.jpg",640,320,true],"1536x1536":["https:\/\/news678.top\/wp-content\/uploads\/2026\/10\/iStock-2264572193.jpg",1200,600,false],"2048x2048":["https:\/\/news678.top\/wp-content\/uploads\/2026\/10\/iStock-2264572193.jpg",1200,600,false],"covernews-featured":["https:\/\/news678.top\/wp-content\/uploads\/2026\/10\/iStock-2264572193-1024x512.jpg",1024,512,true],"covernews-medium":["https:\/\/news678.top\/wp-content\/uploads\/2026\/10\/iStock-2264572193-540x340.jpg",540,340,true]},"author_info":{"display_name":"admin","author_link":"https:\/\/news678.top\/?author=1"},"category_info":"<a 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