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Software from Byterat can forecast battery failure and increase battery life. Their approach creates a "biomarker" of battery health by fusing electrical information from existing circuitry with machine learning. Byterata expedites long-term cycle testing, lowers liability for manufacturers by enhancing cell and pack quality control, and makes it possible to anticipate energy asset performance in real time.