Russia-Ukraine: Background to the Exchange of Large-Scale Attacks and the Next Move

g Tactical Track
Will Russia launch a single large-scale aerial attack on major Ukrainian cities exceeding the scale of the May 8, 2026 attack by May 22, 2026?
45%
NO
📅 Decision: 2026-05-22 🎯 Brier: 0.25
g Strategic Track
Will the front line between Russia and Ukraine move more than 50km either east or west from the current line of contact by the end of 2027?
60%
NO
📅 Decision: 2027-12-31 🎯 Brier: 0.25
What Happened

⚡ What Happened

Russia and Ukraine are exchanging large-scale attacks, and tensions are rising. This is seen as military action to break the stagnant war situation and put pressure on the opponent. In the future, both countries may continue the cycle of retaliation, and without international intervention, the risk of escalation remains.

Russia and Ukraine have recently intensified large-scale attacks using missiles and drones, respectively. This is analyzed as an attempt to undermine the opponent's morale, obstruct supply lines, and demonstrate their own military capabilities amidst a stalemated war. Large-scale attacks have been exchanged repeatedly in the past, and such a situation raises concerns that it will further distance the path to ceasefire negotiations. Currently, both countries face weapon supplies from supporting nations and domestic political pressure, and the increasing need to demonstrate military achievements is presumed to be the background to the intensification of attacks.

🔍 While reports tend to focus on the scale of attacks and damage, behind them lies severe resource depletion and soldier fatigue on both sides. Large-scale attacks are likely less about achieving strategic objectives and more about dispelling war-weariness domestically and maintaining national morale as a "show." Furthermore, with delays in support from Western nations, Ukraine is struggling to maintain its defense capabilities, and Russia may be seizing this as an opportunity. From a true insider's perspective, this exchange is merely seeking short-term tactical advantages, and no structural changes that would determine the course of the war have yet occurred.

📰 Source: Yahoo

Causal Analysis

🧭 Why This Is Happening Now

Causal Map
Referenced Knowledge
entity:ukrainedomain:geopolitics

entities=ukraine / domain=geopolitics

1
This topic is in the `geopolitics` domain, and Nowpattern's average Brier score is 0.3078. Treat this as an area prone to overconfidence.
2
`ukraine`: If the average confidence during a MISS is high, there is a tendency to be overconfident in predicting the actions of this person/organization.
3
`ukraine`: Recommendation**: Consider adjusting new predictions related to this entity by lowering the probability by 10-15%.
!
👁 Indication: `ukraine` has a high MISS rate. Prioritize disconfirming conditions over strong assertions.
Prediction

🔮 Next Scenarios

● Optimistic 20% ● Base 55% ● Pessimistic 25%
🟢 Optimistic 20% Military actions on both sides temporarily calm down, and informal talks towards a ceasefire begin with the mediation of international organizations.
🔵 Base 55% The current exchange of attacks continues, with limited military operations and a cycle of retaliation repeating, resulting in no significant changes to the front line.
🔴 Pessimistic 25% One of the countries uses asymmetric large-scale weapons, and the conflict escalates, involving NATO member states.

🎯 Incentive Map

Player True Incentive Deep Weakness Predicted Action
RussiaDestruction of Ukraine's military and economic capabilities, division of Western support, heightened domestic patriotismExhaustion of economic and human resources due to prolonged war, international isolation, risk of domestic instabilityContinue limited large-scale attacks, induce a war of attrition, and deter Western intervention.
UkraineTerritorial integrity, securing continuous military and economic support from the West, maintaining moraleLimits of military and human resources, delays and fluctuations in Western support, exhaustion due to prolonged warMaintain defense lines, strongly seek international support to maintain counter-offensive capabilities, and aim to deplete Russia's resources.
Western AlliesPreventing Russian expansion, supporting Ukrainian democracy, avoiding spillover into their own countriesDomestic political conflicts, economic burden, hesitation towards direct military interventionContinue military and financial aid to Ukraine, but maintain red lines to avoid direct conflict with Russia.

⚠️ Pre-Mortem — Conditions for this prediction to fail

  1. The possibility that Russia might carry out attacks on a scale exceeding expectations due to domestic political pressure or military necessity.
  2. The structural risk that an unexpected counterattack from Ukraine could provoke Russian retaliatory attacks, escalating the scale.
  3. The possibility that my own bias that 'escalation in geopolitics is unlikely' is underestimating Russia's intent to attack.

Fear-Setting / When this prediction fails

  1. This probability fails if Russia publicly declares a new, larger-scale offensive targeting multiple Ukrainian cities, exceeding the May 8th attack intensity.
  2. This probability fails if Ukraine's Western allies significantly increase long-range

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