Prashant Kishor ended the BJP's 30-year hold over Bankipur with Jan Suraaj's first electoral victory.
The campaign focused on governance, jobs, education and migration rather than traditional political narratives.
The result raises fresh questions for the BJP, RJD and the wider Bihar Assembly election battle.