
Interfaces
Machine interfaces: why two machines on one floor cannot talk
Two controllers in the same building, two data models, and a companion specification written to bridge them.
Emerging Tech
Industrial digital economy
Industrial data, machine learning on the shop floor and what additive manufacturing actually looks like after the hype cycle. This section is about equipment that has to earn its keep in a building where the roof leaks and the night shift is short-staffed, which is a different subject from the one discussed at launch events. We are interested in what changed on the floor.
The method is dull and deliberate. We read standards drafts while they are still drafts, procurement notices from public buyers who have to publish what they paid for, and the plant-level reporting that manufacturers file because somebody makes them. Vendor material is read too, but as a claim to be checked rather than as a finding. When a claim has no public document behind it, we say so in the piece instead of leaving the reader to guess.
What you will not find here is a verdict on which supplier to buy from. We have no commercial relationship with the companies in this section and we do not run comparison tables that quietly rank whoever pays. Where a technology is genuinely unproven, the honest answer is that it is unproven, and that answer gets published.

Interfaces
Two controllers in the same building, two data models, and a companion specification written to bridge them.
Emerging Tech

Data rights
The equipment is financed, the telemetry goes to the supplier, and the contract rarely says who may read it. A documents-first reading.
Emerging Tech

Materials
A powder certificate is a short document with a long shadow. What each figure on it constrains, and which figure is usually absent.
Emerging Tech

Qualification
Geometry is the easy half. What makes a replacement acceptable is a paper trail the printer does not produce.
Emerging Tech

Machine learning
The data problem in industrial machine learning is not volume. It is that the events worth predicting almost never happened.
Emerging Tech

Energy
A meter per machine is cheap and the data is often unused. What a submeter can settle, and what it cannot.
Emerging Tech

Specifications
The phrase is marketing. The figures beside it are not. Which lines on a sensor datasheet carry an obligation.
Emerging Tech

Open records
Public buyers must publish what they paid. For anybody pricing industrial equipment, that is the only open price list there is.
Emerging Tech
Emerging Tech by the numbers
Counted in this build on .