Insights

Writing on industrial systems, the trade, and applied technology.

Short, practical posts on millwrighting, reliability, manufacturing, machine erection, and the realistic role of AI in industrial work.

Recent Posts

Practical AI for Manufacturing

Most useful industrial AI is unglamorous: structured data, narrow models, and tools that support human judgment rather than replace it.

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About These Posts

Posts here are intentionally short and concrete. The goal is to develop a body of writing that is useful to people working in the trades, in industrial systems, and in applied technology — not to chase content volume.