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Dirty Data, Clean Machines: How LLM Agents Rewire Predictive Maintenance

Workshop logs are not glamorous. They are where predictive-maintenance dreams go to meet misspelled component names, missing codes, wrong vehicle identifiers, and dates that imply a truck was both under repair and happily accumulating kilometres. Industrial AI, as ever, is less a matter of elegant algorithms than of persuading messy operational records to stop lying. ...

November 10, 2025 · 12 min · Zelina