In most manufacturing plants, machine failures rarely happen suddenly. They build up over time—through unnoticed contamination, improper lubrication, minor misalignments, and gradual wear. The challenge is not the lack of maintenance, but the delay in identifying early-stage abnormalities at the operator level.

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