The CPI(ML) has shifted from fierce opposition to the RJD, particularly regarding caste violence and the reign of Mohammad Shahabuddin, to becoming a key player in Bihar’s Mahagathbandhan. The party’s pragmatic approach, evident in its role in forging alliances and supporting Tejashwi Yadav, marks a significant evolution, balancing ideology with electoral realities to counter the BJP.