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By Marko Finnig
Physical AI teams treat networking determinism as a first-class engineering problem. Storage determinism rarely gets the same scrutiny, and that is exactly where worst-case failures hide. A look at why flash is structurally non-deterministic, what deterministic storage actually requires, and why it is a precondition for scaling physical AI from pilot to production.
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.
Data corruption in software-defined vehicles doesn’t always cause a crash. Why data reliability is now a strategic concern for SDV platform architects.
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.
Functional safety development is not a small extension of standard software development — it is a fundamentally different operating model. Beyond the engineering effort, it demands independent safety oversight, rigorous documentation, and long-term maintenance commitments that continue well after certification. For organizations in safety-critical industries, understanding the true resource burden is essential to making smarter strategic decisions. Learn what functional safety really demands, and how to reduce that load.
By Eva Rio
Aerospace is a high-risk, high-cost, high-regulation industry where failure isn’t an option. When you’re launching spacecraft and avionics systems that need to operate reliably under varying conditions for years and decades, every decision matters. One of the most important decisions you’ll make is whether to build software in-house or source from a trusted vendor. This […]
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
Imagine your automotive production line stalls because a programmable logic controller (PLC) missed its timing—just a few seconds off, and the conveyor doesn’t sync with the robots. The entire line stops. For some manufacturers, that’s $2.3 million lost every hour. Or picture a chemical plant where a missed pressure reading triggers a costly emergency shutdown. […]
By Tuxera
Customer reports smart meter design lifetime extended by 50%, from 20 to 30 years, using Tuxera technologies. Tuxera demonstrates power fail-safe storage management and secure networking solutions at Embedded World 2025. Helsinki, Finland – March 10, 2025 – As smart meter manufacturers seek new ways to offer value to energy utility companies, Tuxera reaffirms its […]
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