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Physical AI will be decided by what a machine can show about the data behind its actions. Steffan Schumacher on why the data layer is a chain of custody for machine decisions, and why it is a property of the whole system rather than any component.
By Eva Rio
Storage instability can reduce factory automation uptime without causing one obvious hardware failure. This article explains how delayed startup, intermittent I/O stalls, recovery work, incomplete records, and lifecycle changes create hidden operational costs.
By Eva Rio
Industrial embedded storage validation should prove more than basic functionality. This guide explains how to test power-loss recovery, data integrity, tail latency, endurance, fault handling, and system behavior on the actual target hardware.
In physical AI, the data path is the system. As deployments scale, reliability stops being a background property of the infrastructure and becomes the visible line in the economics of every fleet, machine, and year in the field.
By Eva Rio
A practical checklist for designing dashcam and DVR platforms that survive power loss, sustain multi-stream recording, and extend SD card lifetime.
AI capability is no longer the limiting factor in physical AI. As intelligence moves into machines, vehicles, and industrial systems, what determines success is the reliability of the entire system, not just the model inside it.
Physical AI is industrializing. As AI moves into vehicles, robotics, and industrial systems, models can stay probabilistic, but the physical AI infrastructure beneath them cannot.
By Tuxera
Embedded systems are rapidly becoming mission-critical infrastructure. At Embedded World 2026, five themes dominated: the rise of safety-critical deployments, the emergence of physical AI, infrastructure reliability as a strategic priority, OTA updates at cloud scale, and tightening security requirements across the stack.
By Eva Rio
Flash memory was once treated as a commodity and a simple component, focused on hardware endurance and data retention. But as workloads intensified and systems demanded more, flash became strategic. Today, flash memory is at the core of mission-critical systems. Whether enabling split-second decisions in autonomous vehicles or keeping satellites running reliably for decades, flash […]
By Umair Ejaz
Modern vehicles use driver monitoring systems (DMS) and occupant monitoring systems (OMS) to improve safety and comfort. They were also a big topic at the latest In Cabin event in Barcelona. Let’s take a closer look at DMS and OMS and how they create new uses for automotive data. What are DMS and OMS? […]
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