Dmitri Alperovitch sits down once again with Michael Kofman, Russian military analyst, who has just returned from visiting the frontline in Bakhmut, to talk about his observations on the fighting there, as well as common misperceptions about Wagner Group, impact of Western training programs on Ukrainian military force composition, the adaptations and learnings of both militaries so far in this war and the outlook for the upcoming Ukrainian offensive.