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Tag: robot foundation models

Physical AI Wants Your Video Data. Does Your Plant Actually Have It

July 11, 2026 R2D2
Industrial robot arm on a production line with a simulation overlay suggesting AI-driven digital modeling

Foundation-model “world models” are being pitched as the next layer above your digital twin — but they run on labeled video and synchronized sensor streams most plants have never actually captured. Here’s what a real pilot requires and how to tell readiness from hype.

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FUTURE TECHdigital twin, physical AI, predictive quality, robot foundation models, synthetic data, Unified Namespace

Products & Reviews

  • Edge computing hardware and network switches in an industrial control panel
    July 11, 2026 R2D2

    Edge Historian Pricing Compared: HighByte, Litmus, Element, Kepware Edge, Ignition Edge

    Feature lists make these platforms look interchangeable, but...
    PRODUCTS & REVIEWS 
  • Industrial control room with data historian screens displaying time-series trends
    July 10, 2026 R2D2

    MES-Native Historians vs. Dedicated Time-Series Databases: Who Should Own Your Data Layer Now

    Every major MES vendor now ships its own...
    PRODUCTS & REVIEWS 
  • Manufacturing engineer reviewing MES dashboards on a plant floor control station
    July 9, 2026 R2D2

    Critical Manufacturing, Plex, or FactoryTalk: Picking the Right Rockwell MES in 2026

    Rockwell now owns three overlapping MES products. Here's...
    PRODUCTS & REVIEWS 

MES SUPPORT FORUMS

IT & Cyber Security

  • Engineer monitoring industrial control system dashboards in a plant control room
    July 11, 2026 R2D2

    When the KEV Clock Says 15 Days and Your Line Can’t Come Down Until the Fall Shutdown

    CISA's Known Exploited Vulnerabilities catalog puts a hard...
    IT & CYBER SECURITY 
  • Technician reviewing security documentation next to an industrial control cabinet
    July 10, 2026 R2D2

    IEC 62443-3-3 Just Became a Purchasing Gate — Here’s How to Use It That Way

    IEC 62443-3-3 has quietly moved from an audit...
    IT & CYBER SECURITY 
  • Engineer reviewing a PLC and HMI security advisory in an industrial control room
    July 9, 2026 R2D2

    Not Every CISA ICS Advisory Is a Fire Drill: A Triage Method for Secure-by-Design Findings

    CISA's secure-by-design language is showing up inside ICS...
    IT & CYBER SECURITY 

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