Nx Gen Inventors
Insights

What we learned, written down

Technical papers, field notes, and release notes from the engineering, manufacturing, and software teams. Every piece is tagged with the domain it came from.

Test bench instruments and probes laid out

All insights

Type

12 pieces

Operator at a machine control panel with an emergency stop
SoftwareField note

Giving an agent access to real systems

What changes between an assistant that answers questions and one that acts on your systems — and what has to be in place before it is allowed to.

Hands connecting patch cables into a server rack
SoftwareArticle

A standard connector between AI and your systems

The Model Context Protocol is an open standard for connecting AI applications to data and tools. It turns an integration matrix into a set of interfaces.

Macro of a silicon wafer showing an indexed grid of dies
SoftwareTechnical paper

Grounding a model in documents you control

Retrieval-augmented generation is how a general model answers questions about your plant — without retraining it, and with a citation you can check.

Technician working on a board with written notes to hand
SoftwareArticle

Prompting is specification, not conversation

The prompt is the interface contract between your application and the model. Treated as chat, it drifts. Treated as a specification, it can be reviewed and tested.

Circuit traces forming the shape of two brain hemispheres
SoftwareTechnical paper

What a language model is actually doing

A useful mental model of how these systems work, and what that mechanism implies about where you can safely put one.

Processor seated on a densely populated circuit board
EngineeringArticle

Narrow AI is what reaches production

General intelligence is a research goal. The systems that survive a factory acceptance test are narrow, bounded, and dull by comparison.

Test bench instruments and probes laid out on a workbench
EngineeringTechnical paper

Designing for test before you design the board

Test coverage is a layout decision. Deciding it late is what turns a two-spin project into a five-spin one.

Pick-and-place head over a populated board, in black and white
ManufacturingField note

What a pilot build should actually prove

A pilot run is not a small production run. It exists to prove the process, the fixtures, and the documentation.

Macro photograph of gold PCB traces and pads
EngineeringArticle

Choosing a wireless stack you can still support in year five

Range and power get the attention. Certification, module lifecycle, and field diagnostics decide the cost.

Microscope and instrumentation on a laboratory bench
SoftwareArticle

Condition monitoring that survives the first quiet month

Anomaly models drift. The operating discipline around them is what keeps the alerts worth reading.

Rack-mounted equipment being integrated and cabled
SoftwareRelease note

Bringing SAP data into an operations dashboard

A pragmatic integration pattern for plants that cannot pause the ERP to modernise reporting.

Gloved hands inspecting a populated circuit board
ManufacturingArticle

Traceability is a design requirement

Serialisation, marking, and record-keeping decided at design time cost almost nothing. Retrofitted, they cost a line.

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A short note when something is worth reading

No newsletter cadence for its own sake. We send a note when a paper or a field write-up goes up — roughly monthly.

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