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Cai Yulin
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AI Engineer for Manufacturing
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FIELD NOTES
Field Notes
What actually happens in factories: the math, the work, the pitfalls.
2026-10-20
Why AI Projects in Factories Die in Month Nine
~95% of enterprise AI projects never show measurable returns — and none of the top failure causes are technical. Three manufacturing field reports point to the same answer.