A practical engineering publication covering industrial automation, PLC, SCADA, MES, OT/IT, industrial AI and the tools that make technical work easier.
Engineering articles and practical analysis.
Calculators and utilities for real-world problems.
Assumptions, architecture, failure modes and trade-offs — explained clearly.
Deep dives into the systems that sit behind modern production: controls, data, integration and intelligent automation.
OPC UA is more than a protocol choice. Namespace design, information modeling, certificates, endpoint policy, update behavior and change management determine whether an integration remains maintainable.
Read the note →PLC logic belongs in deterministic control, SCADA provides supervision and visibility, and MES adds production context. Clear boundaries and data contracts make the complete system easier…
Read the note →A useful industrial AI project can start small. It needs a narrow question, measurable value and disciplined execution.
Read the note →Automation engineers do not need to become full-time data scientists to benefit from AI.
Read the note →A digital twin is valuable when it helps engineers reason about a real system. AI can add learning and estimation without turning the twin into a…
Read the note →AI can reduce the volume of security information an analyst must read, but OT actions still need controlled procedures.
Read the note →The useful question is not whether AI is fashionable. It is whether the data, latency, governance and failure handling make a deployment worthwhile.
AI is most useful in a plant when it reduces uncertainty around a real engineering decision. Start with the decision, not the algorithm.
Read the full analysis →Start with the layer you actually work on. The architecture gets clearer when the information is organised around the system.
Industrial AI, machine learning, LLMs, agents, computer vision and applied engineering.
Control systems, PLC engineering, field problems and production automation.
PLC, SCADA, OPC UA, industrial networking and practical architecture.
Manufacturing data, MES, integration patterns and the OT/IT boundary.
Digital transformation, connected production and OT security.
Engineering careers, Germany, skills and practical lessons from the field.
Practical guides for engineers and professionals living or working in Germany.
Small calculators and utilities built around questions engineers and professionals actually ask.
The best technical writing begins where generic explanations end — in the awkward details, edge cases and trade-offs that show up in production.
Meet the engineer behind the notes →