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Notes from the engineering floor.

Practical lessons from building industrial AI, automation, security and software - written by the people who do the work.

Latest · Industrial AI

Predictive maintenance: start with one machine, not the whole plant

The fastest way to prove predictive maintenance is to pick one critical asset, wire it properly and let the data earn the next step.

22 October 2026 5 min read

Automation
8 October 2026 6 min read
Moving SCADA to the browser: what really changes on the floor
Web SCADA is not just a new screen. It changes who can see the plant, how fast alarms reach people and how the system must be secured.
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AI Agents
24 September 2026 5 min read
Building AI assistants your team will actually trust
Retrieval-augmented generation works when answers are grounded, sourced and limited to what each person is allowed to see.
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Cybersecurity
10 September 2026 4 min read
OT security: five first steps for any plant
You do not need a large budget to make a plant network much harder to attack. Start with visibility, separation and access.
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Logistics
27 August 2026 5 min read
Planning mobile robots for a warehouse that never stops
AMRs pay off when the layout, the software and the people are planned together - not when robots are dropped onto an existing floor.
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