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The latest on file systems, networking & connectivity, and flash management

All posts from author: Steffan Schumacher

The physical AI data layer is a chain of custody for machine decisions
BLOGS
23.09.2026

The physical AI data layer is a chain of custody for machine decisions

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…

The physical AI data layer: where reliability becomes economics
BLOGS
07.05.2026

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
BLOGS
15.04.2026

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,…

Physical AI infrastructure: what industrialization changes beneath the model
BLOGS
01.04.2026

Physical AI infrastructure: what industrialization changes beneath the model

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.

The infrastructure gap holding physical AI back
BLOGS
18.03.2026

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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