AI-Driven Peace Negotiations: Ukraine, Russia, and EU Diplomacy

The Complexities of Modern Peace Negotiations

• 🎯 Modern conflicts rarely end in a ceasefire, with only 31% concluding in negotiated settlements, and a concerning 40% relapsing within five years.
• 🤝 The current diplomatic efforts, involving figures like Steve Wyckoff, represent a departure from standard US diplomatic practice, utilizing a tight personal network for negotiations.
• ⚖️ Negotiations are described as a bargaining activity, moving from initial proposals to a more refined 19-point plan, aiming to identify intractable issues and mutually acceptable, albeit painful, compromises.

AI's Role in Analyzing Peace Prospects

• 🔬 The Futures Lab at CSIS has been studying peace negotiations for a year, using AI to run over a thousand simulations of different peace scenarios.
• 📊 This research, accessible publicly, aims to provide Ukrainian, European, and American negotiators with objective, nonpartisan data to aid in finding a resolution.
• 💡 AI models, trained on past peace agreements, are less optimistic about economic components like freeing Russian assets compared to human experts.

Key Elements for a Lasting Peace

• 🔑 Security guarantees are identified as the most crucial element for any peace deal, a factor that was notably absent in initial proposals.
• 💰 While human experts see potential in economic statecraft, including reducing sanctions and returning frozen assets, AI simulations suggest a more cautious outlook on these measures.
• ⚠️ A critical factor for long-term success is mitigating domestic political spoilers, such as corruption scandals or hardline factions, which can derail peace agreements.

Outlook on Current Negotiations

• 📉 Despite ongoing talks, the best-case scenario is a ceasefire, with less than even chances of success.
• 💥 Russia continues its military actions, with a threefold increase in missile strikes in October targeting Ukrainian cities and infrastructure, aiming to force submission and gain territory.
• ⏳ Negotiations are viewed as a living document, with Putin likely to prolong the conflict to gain concessions and potentially recover oligarch assets.