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SITOLUB is developing next-generation lubricant evaluation models to address critical industry needs for safer, more functional, and sustainable products. By leveraging innovative data augmentation techniques, the project is enhancing existing datasets and experimental results. Integration with the i-TRIBOMAT test bed will ensure comprehensive validation and facilitate faster adoption of these advanced models by the market.