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All posts from author: Steffan Schumacher

The physical AI data layer: where reliability becomes economics

The physical AI data layer: where reliability becomes economics

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…

Models to systems: AI engineering’s next phase 

Models to systems: AI engineering’s next phase 

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,…

Why physical AI industrialization changes everything beneath the model

Why physical AI industrialization changes everything beneath the model

Physical AI is no longer a concept — it is industrializing. As AI moves into vehicles, robotics, and industrial systems, the constraints change. Models can be probabilistic. The infrastructure beneath…

The infrastructure gap holding physical AI back

The infrastructure gap holding physical AI back

As AI moves into vehicles, industrial systems, robotics, medical devices, and aerospace and defense platforms, embedded storage infrastructure stops being a background detail and starts being a strategic decision.

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