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Industry Signals
Stanford's 2026 AI Index: What the Numbers Actually Say
Industry Signals
Industry Signals: Robotics
Industry Signals
Voices on the Future: Five Conversations That Stayed With Us
Bill Johnston & Brian Pagels
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Siemens has launched Eigen Engineering Agent, a purpose-built AI that connects directly to TIA Portal and understands your actual project context to deliver ready-to-use PLC code, HMI scripts, drive configurations, and more. Unlike generic AI tools, Eigen uses multi-step reasoning and self-correction to complete engineering tasks end-to-end, not just generate suggestions. Piloted with over 100 companies across 19 countries, it delivers up to 5x faster execution and 50% greater efficiency — and TIA Portal users on V19, V20, or V21 can sign up for a trial now.
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Industry Signals · Apr 23rd, 2026
Every spring, Stanford's Human-Centered AI Institute releases its AI Index: a comprehensive, data-driven look at the state of artificial intelligence across research, industry, policy, and public opinion. The 2026 edition, published this month, draws on data from McKinsey, GitHub, Lightcast, Epoch AI, and dozens of other sources. The headline finding is not that AI is plateauing. It is accelerating, and the implications are spreading well beyond the lab.
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Industry Signals · Apr 15th, 2026
Robots are leaving the lab and entering factories, logistics operations, and public spaces faster than most predictions anticipated. This edition of Industry Signals examines what is driving the numbers and what still needs to fall into place before the next growth threshold is crossed.
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Bill Johnston & Brian Pagels · Apr 8th, 2026
Over the past year, the Siemens Xcelerator Community sat down with futurists, researchers, and innovation practitioners to explore how organizations can close the imagination gap and build genuine foresight capacity. Two themes emerged across every conversation: why most organizations struggle to envision futures that break from the status quo, and what it takes to build cultures where that kind of thinking becomes second nature.
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Industry Signals · Mar 31st, 2026
Industrial AI has become an operational priority, but there is a wide and costly gap between ambitious pilots and smooth running, reliable systems. This edition of Industry Signals examines what organizations are doing to close that gap, as well as the next wave of adoption.
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The factory of the future is about how data flows, how decisions are made, how people work alongside automated systems, and the results showing up in the numbers.
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Dave Oakes · Mar 17th, 2026
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Industry Signals · Mar 13th, 2026
Semiconductors have become the defining strategic variable for every industry building or operating modern technology, with AI driving revenues toward $1 trillion by 2030 while geopolitical tensions and supply chain fragmentation force manufacturers to rethink where and how chips are made. From digital fab platforms and advanced packaging to new substrate materials and a widening global talent gap, this edition of Industry Signals maps the operational and structural forces every industrial leader needs to understand.
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Industry Signals · Feb 25th, 2026
Smart buildings are becoming nodes in a broader, digitally integrated infrastructure ecosystem where electrification, AI, and cross-sector coordination define competitive advantage.
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Murli Mohan Srinivas · Feb 18th, 2026
Modern defence aircraft programs span decades and rely on deep international collaboration, digital engineering, and integrated lifecycle management. As geopolitical conditions and sovereignty requirements evolve, these programs must enable cross-border cooperation while protecting national control over sensitive data and mission systems. This makes sovereignty-aware, federated Digital Thread architectures essential for sustaining collaboration, lifecycle continuity, and long-term operational independence.
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