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Government may hold off on higher ethanol mandate
The government may not immediately mandate a higher level of ethanol blending but leave it to buyers to decide on flex fuel vehicles amid concerns that rushing from E20 to E25 will damage engines of existing vehicles. Most cars and 2-wheelers manufactured between 2012 and March 2023 were designed or certified to be E10-compliant, while those produced from April 2023 are E20 material-compliant, meaning they are designed to handle petrol blended with up to 20% ethanol. But only vehicles sold...
From Explicit Elements to Implicit Intent: A Predefined Library for Auditable Behavioral Inference
arXiv:2606.11207v1 Announce Type: new Abstract: We present SemantiClean, a modular framework for extracting structured semantic signals from e-commerce session data and driving pluggable inference targets including purchase intent, customer segmentation, and product affinity through a shared element library. Unlike conventional end-to-end predictors that optimise solely for accuracy, SemantiClean prioritises auditability, structural governance, and sigma=0 reproducibility, explicitly trading...