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Industrial AIResearch
Research on machines that learn the factory.
Where models meet motors: predictive maintenance, vision QC, and what large models actually change on a shop floor.
June 8, 2026
Predictive maintenance that actually predicts
Most PdM projects die as dashboards. Ours survived because we started from the work order, not the model.
February 17, 2026
Vision QC with forty images
Few-shot defect detection on a real line: what foundation models change, and what lighting still decides.
December 1, 2025
What LLM copilots actually do on a plant floor
Beyond the demos: three months of a maintenance copilot in production, measured honestly.