Climax Before the Denouement — AI on How the War in Ukraine Will End

At the request of journalists, artificial intelligence prepared a forecast about the war in Ukraine. According to the analysis, the second half of August and September will become a phase of maximum danger with peak intensity of attacks. Escalation is seen as a prerequisite for de-escalation. At-risk group includes 14 cities, including Kyiv, Kharkiv, Zaporizhzhia, Dnipro, Odesa, and Mykolaiv. Threats of strikes on state holidays on August 23 and 24 are noted. In September, attacks are expected to shift to energy infrastructure.

At the request of journalists, artificial intelligence prepared an analytical forecast according to which the war in Ukraine is entering a stage of maximum scaling and strategic culmination. The second half of August and September of the current year will become a period of heightened danger, when the intensity of air attacks and fighting on the front line will reach peak levels for the entire duration of the full-scale invasion. Analytical algorithms point to a paradoxical process: the observed escalation acts as a direct prerequisite for subsequent de-escalation. Both sides seek to create maximum leverage before a possible change in the format of confrontation. At risk of intense shelling with ballistic missiles, heavy artillery, and drones remain 14 key cities and regions, including Kyiv, Kharkiv, Zaporizhzhia, Dnipro, Odesa, and Mykolaiv. The threat of demonstrative strikes during state holidays—Flag Day (August 23) and Ukraine's Independence Day (August 24)—is particularly emphasized. In September, according to AI estimates, the main vector of attacks will shift from border battles to attempts to systematically destroy energy infrastructure and rear logistics ahead of the cold weather. The model emphasizes that the conflict will not end abruptly in the coming weeks but will continue to scale in intensity and technologies used. However, critical depletion of human and material resources, volumes of international military-technical assistance, and the ability of economies to withstand pressure will determine the final timeline for the end of the active phase of hostilities.