Smart Manufacturing & Digital Twin
The real barrier to industrial AI isn't choosing software - it's whether a facility's data, infrastructure and processes are mature enough to support it, argues Control Global.
Before funding an AI project, audit data quality and process maturity - readiness, not the model, decides whether it delivers.
Robotics & Cobots
NVIDIA and Hugging Face are contributing new models and frameworks to LeRobot, Hugging Face's open-source library for training, running, and sharing robot datasets, models, and policies.
Open-source robot-learning stacks are maturing fast - a lower-cost path to prototype robotic tasks before committing to a vendor platform.
Automation & Controls
A CSIA integrator shares lessons on building HMIs in Rockwell's FactoryTalk Optix, showing how thoughtful UI object selection improves usability, reduces PLC programming, and streamlines development.
If you're standardizing on FactoryTalk Optix, smart object reuse can shrink both PLC code and HMI development time.
Process Technology
Emerson's new Flexim FLUXUS 631 portable ultrasonic flowmeters deliver non-intrusive, on-demand flow measurement, verification and condition monitoring beyond the limits of fixed meters.
Clamp-on portable flowmeters let you verify or spot-check lines without cutting in - useful for audits and catching fixed-meter drift.
Edge Computing & Inference
ASRock's Edge AIoT family pairs Intel's Bartlett Lake processors with rugged industrial hardware for real-time AI inference, automation, and scalable edge deployment.
New rugged x86 edge boxes widen the options for on-prem inference - compare against Jetson-class ARM for vision and control workloads.
IIoT & Connected Manufacturing
ByteSnap Design published an engineering blueprint on energy harvesting for maintenance-free Industrial IoT, arguing battery upkeep is among the biggest obstacles to large-scale IIoT deployments.
Energy-harvesting sensor designs can remove battery-swap labour from large sensor fleets - relevant if maintenance overhead is stalling your IIoT rollout.
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