Three months on from their incursion, Kyiv's forces are making small gains in the Russian region, according to the Institute for the Study of War.
Russia has dramatically scaled up its long-range drone attacks on Ukraine, in an effort that analysts say could be intended to grind down the country's air defences.
Pyongyang's troops have already been fired open in Russia's Kursk region, according to a Ukrainian military official.